Asymptotics, Statistical computing, Clustering, Software

class: center, middle, inverse, title-slide

.title[
# Asymptotics, Statistical computing, Clustering, Software
]
.author[
### <div class="line-block">Ioannis Kosmidis 
Professor in Statistics 
<svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#f7f7f7;overflow:visible;position:relative;"><path d="M352 256c0 22.2-1.2 43.6-3.3 64H163.3c-2.2-20.4-3.3-41.8-3.3-64s1.2-43.6 3.3-64H348.7c2.2 20.4 3.3 41.8 3.3 64zm28.8-64H503.9c5.3 20.5 8.1 41.9 8.1 64s-2.8 43.5-8.1 64H380.8c2.1-20.6 3.2-42 3.2-64s-1.1-43.4-3.2-64zm112.6-32H376.7c-10-63.9-29.8-117.4-55.3-151.6c78.3 20.7 142 77.5 171.9 151.6zm-149.1 0H167.7c6.1-36.4 15.5-68.6 27-94.7c10.5-23.6 22.2-40.7 33.5-51.5C239.4 3.2 248.7 0 256 0s16.6 3.2 27.8 13.8c11.3 10.8 23 27.9 33.5 51.5c11.6 26 21 58.2 27 94.7zm-209 0H18.6C48.6 85.9 112.2 29.1 190.6 8.4C165.1 42.6 145.3 96.1 135.3 160zM8.1 192H131.2c-2.1 20.6-3.2 42-3.2 64s1.1 43.4 3.2 64H8.1C2.8 299.5 0 278.1 0 256s2.8-43.5 8.1-64zM194.7 446.6c-11.6-26-20.9-58.2-27-94.6H344.3c-6.1 36.4-15.5 68.6-27 94.6c-10.5 23.6-22.2 40.7-33.5 51.5C272.6 508.8 263.3 512 256 512s-16.6-3.2-27.8-13.8c-11.3-10.8-23-27.9-33.5-51.5zM135.3 352c10 63.9 29.8 117.4 55.3 151.6C112.2 482.9 48.6 426.1 18.6 352H135.3zm358.1 0c-30 74.1-93.6 130.9-171.9 151.6c25.5-34.2 45.2-87.7 55.3-151.6H493.4z"/></svg> ikosmidis.com  <svg aria-hidden="true" role="img" viewBox="0 0 496 512" style="height:1em;width:0.97em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#f7f7f7;overflow:visible;position:relative;"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg> ikosmidis  <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#f7f7f7;overflow:visible;position:relative;"><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"/></svg> ikosmidis_</div>
]
.institute[
### University of Warwick
]
.date[
### <div class="line-block">ACIIS, 11 November 2022 
Slides at ikosmidis.com/talks/</div>
]

---

## Theory and methods of learning
.note[Penalized- and pseudo-likelihood theory and methods]

bias reduction in M-estimation, variance correction, recovering asymptotic performance of learning tasks in realistic asymptotic settings

---

For `$A(\theta) = O_p(k)$`, define
  
$$
\tilde\theta \longleftarrow \psi(\theta) + A(\theta) = 0 
$$
	   
Find `$A(\theta)$` such that `$\tilde\theta$` has better asymptotic
properties than `$\hat\theta \longleftarrow \psi(\theta) = 0$`, aiming
to improve its finite sample properties

.note[Instances of better asymptotic properties]

.center[
| Property    | `$\hat\theta$`             | `$\tilde\theta$`          |
|-------------|--------------------------|-------------------------|
| Consistency | inconsistent             | consistent              |
| Mean bias   | `$O(n^{-1})$`              | `$O(n^{-2})$`             |
| Median bias | `$1/2 + O(n^{-1/2})$`      | `$1/2 + O(n^{-3/2})$`     |
| Variance    | `$i(\theta) + O(n^{-2})$`  | `$i(\theta) + O(n^{-3})$` |
| Existence   | possibly on the boundary | always exists           |
]

Recent works

[Sterzinger and K. (2022)](#bib-sterzingerkosmidis2022)
 
[K. and Firth (2021)](#bib-kosmidisfirth2021)
 
[K. and Lunardon (2021)](#bib-kosmidislunardon2021)
 
[K., Kenne Pagui, and Sartori (2020)](#bib-kosmidiskennepaguisartori2020)

---

## Theory and methods of learning

.note[Penalized- and pseudo-likelihood theory and methods]

bias reduction in M-estimation, variance correction, recovering asymptotic performance of learning tasks in realistic asymptotic settings

.note[Statistical computing and algorithms for regression problems]

regression methods and scalability of algorithms

---

#### Mean and median bias reduction for GLMs in high-dimensional datasets

$$
  \beta^{(j+1)} = (X^\top W^{(j)} X)^{-1} X^\top W^{(j)}
                  (\underset{\text{median BR}}{\underbrace{\overset{\text{mean BR}}{\overbrace{\underset{\text{ML}}{\underbrace{z^{(j)}}} + \phi^{(j)}\xi^{(j)}}} + \phi^{(j)}X u^{(j)}}}) \label{zietkiewicz:update}
$$

#### Algorithms for consistent model selection in regression

e.g.
 
[Zietkiewicz and K. (2022)](#bib-zietkiewiczkosmidis2022)
 
[K., Kenne Pagui, and Sartori (2020)](#bib-kosmidiskennepaguisartori2020)

---

## Theory and methods of learning

.note[Penalized- and pseudo-likelihood theory and methods]

bias reduction in M-estimation, variance correction, recovering asymptotic performance of learning tasks in realistic asymptotic settings

.note[Statistical computing and algorithms for regression problems]

regression methods and scalability of algorithms

.note[Models for modern data-analytic challenges]

marked spatio-temporal point processes ([Narayanan, K., and Dellaportas, 2022](#bib-narayanankosmidisdellaportas2022))
 
time-varying networks ([Bartlett, K., and Silva, 2021](#bib-bartlettkosmidissilva2021))
 
rankings ([Turner, van
Etten, Firth et al., 2020](#bib-turneretal2021))

---

## Theory and methods of learning

.note[Penalized- and pseudo-likelihood theory and methods]

bias reduction in M-estimation, variance correction, recovering asymptotic performance of learning tasks in realistic asymptotic settings

.note[Statistical computing and algorithms for regression problems]

regression methods and scalability of algorithms

.note[Models for modern data-analytic challenges]

.note[Methods for clustering/classification]

copula-based mixture models for clustering and classification ([K. and Karlis, 2016](#bib-kosmidiskarlis2016))

.right[.huge[[ikosmidis.com/research](https://ikosmidis.com/research)]]

---

## Interdisciplinary applied work

.note[Sports science]

modelling of high-frequency in-game events in team sports
 
uncovering the links between human behaviour, health, fitness and overall well-being

.note[Neuroimaging]

regression methods for brain lesions from MRI / summarization and visualization of effects

.note[Genetics]

infering changes in genomic network structures

.note[Finance]

modelling the dynamics of financial indicators with structural dependencies

.note[Earthquake engineering]

assessment of the vulnerability of the built environment from post-hazard survey data

.right[.huge[[ikosmidis.com/research](https://ikosmidis.com/research)]]

---

## Software development

<div id="htmlwidget-72f26d651698bf9dec85" style="width:100%;height:504px;" class="visNetwork html-widget"></div>
<script type="application/json" data-for="htmlwidget-72f26d651698bf9dec85">{"x":{"nodes":{"color":["#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#4A6FE3","#ECEEFC","#ECEEFC","#ECEEFC","#4A6FE3","#4A6FE3","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#4A6FE3","#ECEEFC","#ECEEFC","#4A6FE3","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#4A6FE3","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#4A6FE3","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#4A6FE3","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#4A6FE3","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#4A6FE3","#4A6FE3","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC","#ECEEFC"],"label":["abn","AER","agridat","AICcmodavg","analogue","BayesMallows","betaBayes","BetaPASS","betareg","BiocStyle","bookdown","BradleyTerry2","brglm","brglm2","brlrmr","brmsmargins","broom","car","changepoint","ClimMobTools","colorspace","corncob","countrycode","covr","cranly","CVXR","DeclareDesign","detectseparation","distreg.vis","DT","earlygating","ecoCopula","effects","enrichwith","fda","flexmix","foreach","Formula","gcmr","ggeffects","ggmap","ggplot2","ggridges","glmvsd","gnm","gosset","graphics","grDevices","gridExtra","gtable","hier.part","hyper2","ib","igraph","insight","jsonlite","kableExtra","knitr","lattice","lbfgs","leaflet","lmtest","lpSolveAPI","lubridate","mapdeck","marginaleffects","MarginalMediation","margins","MASS","Matrix","matrixStats","mbrglm","methods","mfx","mgcv","mi","MixedPsy","modelsummary","modeltools","MuMIn","nnet","numDeriv","opticut","optmatch","parameters","parsedate","partykit","PASSED","performance","picante","pkgload","PlackettLuce","PLMIX","plotly","plsRbeta","pmr","PPSFS","prediction","prefmod","profileModel","ProSGPV","psychotools","psychotree","qvcalc","R6","raster","rmarkdown","robustbetareg","ROI","ROI.plugin.alabama","ROI.plugin.ecos","ROI.plugin.glpk","ROI.plugin.lpsolve","ROI.plugin.neos","ROlogit","RSpectra","RSQLite","rstanarm","RVAideMemoire","RWsearch","sandwich","scam","scITD","semnar","SetMethods","sf","shiny","shinydashboard","shinyjs","shinyWidgets","smcfcs","SOIL","sp","stargazer","StatRank","stats","StepBeta","stringr","strucchange","SuppDists","survival","testthat","texreg","tinytest","tm","trackeR","trackeRapp","urlshorteneR","V8","visNetwork","WeightIt","whisker","wordcloud","xml2","zoo"],"id":["abn","AER","agridat","AICcmodavg","analogue","BayesMallows","betaBayes","BetaPASS","betareg","BiocStyle","bookdown","BradleyTerry2","brglm","brglm2","brlrmr","brmsmargins","broom","car","changepoint","ClimMobTools","colorspace","corncob","countrycode","covr","cranly","CVXR","DeclareDesign","detectseparation","distreg.vis","DT","earlygating","ecoCopula","effects","enrichwith","fda","flexmix","foreach","Formula","gcmr","ggeffects","ggmap","ggplot2","ggridges","glmvsd","gnm","gosset","graphics","grDevices","gridExtra","gtable","hier.part","hyper2","ib","igraph","insight","jsonlite","kableExtra","knitr","lattice","lbfgs","leaflet","lmtest","lpSolveAPI","lubridate","mapdeck","marginaleffects","MarginalMediation","margins","MASS","Matrix","matrixStats","mbrglm","methods","mfx","mgcv","mi","MixedPsy","modelsummary","modeltools","MuMIn","nnet","numDeriv","opticut","optmatch","parameters","parsedate","partykit","PASSED","performance","picante","pkgload","PlackettLuce","PLMIX","plotly","plsRbeta","pmr","PPSFS","prediction","prefmod","profileModel","ProSGPV","psychotools","psychotree","qvcalc","R6","raster","rmarkdown","robustbetareg","ROI","ROI.plugin.alabama","ROI.plugin.ecos","ROI.plugin.glpk","ROI.plugin.lpsolve","ROI.plugin.neos","ROlogit","RSpectra","RSQLite","rstanarm","RVAideMemoire","RWsearch","sandwich","scam","scITD","semnar","SetMethods","sf","shiny","shinydashboard","shinyjs","shinyWidgets","smcfcs","SOIL","sp","stargazer","StatRank","stats","StepBeta","stringr","strucchange","SuppDists","survival","testthat","texreg","tinytest","tm","trackeR","trackeRapp","urlshorteneR","V8","visNetwork","WeightIt","whisker","wordcloud","xml2","zoo"],"title":["<a href=https://CRAN.R-project.org/package=abn>abn<\/a> (2.7-1) Maintainer: Reinhard Furrer imports/imported by:8/0 depends/is dependency of:0/0 suggests/suggested by:7/0 enhances/enhaced by:0/0 linking_to/linked by:2/0 <img src=https://cranlogs.r-pkg.org/badges/abn?color=969696>","<a href=https://CRAN.R-project.org/package=AER>AER<\/a> (1.2-10) Maintainer: Achim Zeileis imports/imported by:2/17 depends/is dependency of:5/4 suggests/suggested by:29/44 enhances/enhaced by:0/5 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/AER?color=969696>","<a href=https://CRAN.R-project.org/package=agridat>agridat<\/a> (1.21) Maintainer: Kevin Wright imports/imported by:0/1 depends/is dependency of:0/0 suggests/suggested by:47/4 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/agridat?color=969696>","<a href=https://CRAN.R-project.org/package=AICcmodavg>AICcmodavg<\/a> (2.3-1) Maintainer: Marc J. Mazerolle imports/imported by:12/6 depends/is dependency of:0/0 suggests/suggested by:15/5 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/AICcmodavg?color=969696>","<a href=https://CRAN.R-project.org/package=analogue>analogue<\/a> (0.17-6) Maintainer: Gavin L. Simpson imports/imported by:8/0 depends/is dependency of:1/1 suggests/suggested by:1/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/analogue?color=969696>","<a href=https://CRAN.R-project.org/package=BayesMallows>BayesMallows<\/a> (1.2.1) Maintainer: Oystein Sorensen imports/imported by:9/0 depends/is dependency of:0/0 suggests/suggested by:8/1 enhances/enhaced by:0/0 linking_to/linked by:3/0 <img src=https://cranlogs.r-pkg.org/badges/BayesMallows?color=969696>","<a href=https://CRAN.R-project.org/package=betaBayes>betaBayes<\/a> (1.0.1) Maintainer: Haiming Zhou imports/imported by:3/0 depends/is dependency of:0/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:2/0 <img src=https://cranlogs.r-pkg.org/badges/betaBayes?color=969696>","<a href=https://CRAN.R-project.org/package=BetaPASS>BetaPASS<\/a> (1.1-1) Maintainer: Jinpu Li imports/imported by:4/0 depends/is dependency of:0/0 suggests/suggested by:2/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/BetaPASS?color=969696>","<a href=https://CRAN.R-project.org/package=betareg>betareg<\/a> (3.1-4) Maintainer: Achim Zeileis imports/imported by:9/13 depends/is dependency of:0/2 suggests/suggested by:4/17 enhances/enhaced by:0/6 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/betareg?color=969696>","<a href=https://CRAN.R-project.org/package=BiocStyle>BiocStyle<\/a> (NA) Maintainer: NA imports/imported by:0/3 depends/is dependency of:0/0 suggests/suggested by:0/21 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/BiocStyle?color=969696>","<a href=https://CRAN.R-project.org/package=bookdown>bookdown<\/a> (0.30) Maintainer: Yihui Xie imports/imported by:7/23 depends/is dependency of:0/0 suggests/suggested by:16/98 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/bookdown?color=969696>","<a href=https://CRAN.R-project.org/package=BradleyTerry2>BradleyTerry2<\/a> (1.1-2) Maintainer: Heather Turner imports/imported by:5/1 depends/is dependency of:0/0 suggests/suggested by:2/5 enhances/enhaced by:1/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/BradleyTerry2?color=969696>","<a href=https://CRAN.R-project.org/package=brglm>brglm<\/a> (0.7.2) Maintainer: Ioannis Kosmidis imports/imported by:0/4 depends/is dependency of:1/1 suggests/suggested by:1/5 enhances/enhaced by:0/3 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/brglm?color=969696>","<a href=https://CRAN.R-project.org/package=brglm2>brglm2<\/a> (0.8.2) Maintainer: Ioannis Kosmidis imports/imported by:7/3 depends/is dependency of:0/1 suggests/suggested by:5/4 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/brglm2?color=969696>","<a href=https://CRAN.R-project.org/package=brlrmr>brlrmr<\/a> (0.1.7) Maintainer: Arnab Maity imports/imported by:6/0 depends/is dependency of:0/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/brlrmr?color=969696>","<a href=https://CRAN.R-project.org/package=brmsmargins>brmsmargins<\/a> (0.2.0) Maintainer: Joshua F. Wiley imports/imported by:8/0 depends/is dependency of:0/0 suggests/suggested by:7/1 enhances/enhaced by:0/0 linking_to/linked by:2/0 <img src=https://cranlogs.r-pkg.org/badges/brmsmargins?color=969696>","<a href=https://CRAN.R-project.org/package=broom>broom<\/a> (1.0.1) Maintainer: Simon Couch imports/imported by:11/131 depends/is dependency of:0/2 suggests/suggested by:83/71 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/broom?color=969696>","<a href=https://CRAN.R-project.org/package=car>car<\/a> (3.1-1) Maintainer: John Fox imports/imported by:13/139 depends/is dependency of:1/38 suggests/suggested by:16/106 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/car?color=969696>","<a href=https://CRAN.R-project.org/package=changepoint>changepoint<\/a> (2.2.4) Maintainer: Rebecca Killick imports/imported by:0/18 depends/is dependency of:3/5 suggests/suggested by:2/6 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/changepoint?color=969696>","<a href=https://CRAN.R-project.org/package=ClimMobTools>ClimMobTools<\/a> (0.5) Maintainer: Kauê de Sousa imports/imported by:6/0 depends/is dependency of:0/0 suggests/suggested by:6/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ClimMobTools?color=969696>","<a href=https://CRAN.R-project.org/package=colorspace>colorspace<\/a> (2.0-3) Maintainer: Achim Zeileis imports/imported by:3/109 depends/is dependency of:1/16 suggests/suggested by:23/56 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/colorspace?color=969696>","<a href=https://CRAN.R-project.org/package=corncob>corncob<\/a> (0.3.0) Maintainer: Bryan D Martin imports/imported by:12/0 depends/is dependency of:0/0 suggests/suggested by:6/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/corncob?color=969696>","<a href=https://CRAN.R-project.org/package=countrycode>countrycode<\/a> (1.4.0) Maintainer: Vincent Arel-Bundock imports/imported by:0/21 depends/is dependency of:0/0 suggests/suggested by:3/12 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/countrycode?color=969696>","<a href=https://CRAN.R-project.org/package=covr>covr<\/a> (3.6.1) Maintainer: Jim Hester imports/imported by:9/6 depends/is dependency of:1/0 suggests/suggested by:14/2017 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/covr?color=969696>","<a href=https://CRAN.R-project.org/package=cranly>cranly<\/a> (0.6.0) Maintainer: Ioannis Kosmidis imports/imported by:8/0 depends/is dependency of:0/0 suggests/suggested by:2/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/cranly?color=969696>","<a href=https://CRAN.R-project.org/package=CVXR>CVXR<\/a> (1.0-11) Maintainer: Anqi Fu imports/imported by:11/16 depends/is dependency of:0/2 suggests/suggested by:6/2 enhances/enhaced by:6/1 linking_to/linked by:2/0 <img src=https://cranlogs.r-pkg.org/badges/CVXR?color=969696>","<a href=https://CRAN.R-project.org/package=DeclareDesign>DeclareDesign<\/a> (1.0.0) Maintainer: Graeme Blair imports/imported by:3/1 depends/is dependency of:3/1 suggests/suggested by:22/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/DeclareDesign?color=969696>","<a href=https://CRAN.R-project.org/package=detectseparation>detectseparation<\/a> (0.3) Maintainer: Ioannis Kosmidis imports/imported by:4/1 depends/is dependency of:0/0 suggests/suggested by:10/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/detectseparation?color=969696>","<a href=https://CRAN.R-project.org/package=distreg.vis>distreg.vis<\/a> (1.7.3) Maintainer: Stanislaus Stadlmann imports/imported by:12/0 depends/is dependency of:0/0 suggests/suggested by:3/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/distreg.vis?color=969696>","<a href=https://CRAN.R-project.org/package=DT>DT<\/a> (0.26) Maintainer: Yihui Xie imports/imported by:7/201 depends/is dependency of:0/4 suggests/suggested by:6/141 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/DT?color=969696>","<a href=https://CRAN.R-project.org/package=earlygating>earlygating<\/a> (1.1) Maintainer: Elias Laurin Meyer imports/imported by:4/0 depends/is dependency of:0/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/earlygating?color=969696>","<a href=https://CRAN.R-project.org/package=ecoCopula>ecoCopula<\/a> (1.0.2) Maintainer: Gordana Popovic imports/imported by:14/2 depends/is dependency of:1/0 suggests/suggested by:9/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ecoCopula?color=969696>","<a href=https://CRAN.R-project.org/package=effects>effects<\/a> (4.2-2) Maintainer: John Fox imports/imported by:12/6 depends/is dependency of:1/2 suggests/suggested by:12/15 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/effects?color=969696>","<a href=https://CRAN.R-project.org/package=enrichwith>enrichwith<\/a> (0.3.1) Maintainer: Ioannis Kosmidis imports/imported by:0/1 depends/is dependency of:0/1 suggests/suggested by:6/0 enhances/enhaced by:3/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/enrichwith?color=969696>","<a href=https://CRAN.R-project.org/package=fda>fda<\/a> (6.0.5) Maintainer: J. O. Ramsay imports/imported by:0/43 depends/is dependency of:3/26 suggests/suggested by:3/15 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/fda?color=969696>","<a href=https://CRAN.R-project.org/package=flexmix>flexmix<\/a> (2.3-18) Maintainer: Bettina Gruen imports/imported by:9/9 depends/is dependency of:1/3 suggests/suggested by:15/8 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/flexmix?color=969696>","<a href=https://CRAN.R-project.org/package=foreach>foreach<\/a> (1.5.2) Maintainer: Folashade Daniel imports/imported by:3/633 depends/is dependency of:0/83 suggests/suggested by:6/87 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/foreach?color=969696>","<a href=https://CRAN.R-project.org/package=Formula>Formula<\/a> (1.2-4) Maintainer: Achim Zeileis imports/imported by:0/132 depends/is dependency of:1/26 suggests/suggested by:0/12 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/Formula?color=969696>","<a href=https://CRAN.R-project.org/package=gcmr>gcmr<\/a> (1.0.3) Maintainer: Cristiano Varin imports/imported by:11/0 depends/is dependency of:0/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/gcmr?color=969696>","<a href=https://CRAN.R-project.org/package=ggeffects>ggeffects<\/a> (1.1.4) Maintainer: Daniel Lüdecke imports/imported by:3/3 depends/is dependency of:0/0 suggests/suggested by:49/3 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ggeffects?color=969696>","<a href=https://CRAN.R-project.org/package=ggmap>ggmap<\/a> (3.0.1) Maintainer: David Kahle imports/imported by:18/20 depends/is dependency of:1/0 suggests/suggested by:3/23 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ggmap?color=969696>","<a href=https://CRAN.R-project.org/package=ggplot2>ggplot2<\/a> (3.4.0) Maintainer: Thomas Lin Pedersen imports/imported by:15/2685 depends/is dependency of:0/370 suggests/suggested by:25/1196 enhances/enhaced by:1/4 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ggplot2?color=969696>","<a href=https://CRAN.R-project.org/package=ggridges>ggridges<\/a> (0.5.4) Maintainer: Claus O. Wilke imports/imported by:4/34 depends/is dependency of:0/2 suggests/suggested by:9/19 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ggridges?color=969696>","<a href=https://CRAN.R-project.org/package=glmvsd>glmvsd<\/a> (1.5) Maintainer: Yi Yang imports/imported by:0/0 depends/is dependency of:6/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/glmvsd?color=969696>","<a href=https://CRAN.R-project.org/package=gnm>gnm<\/a> (1.1-2) Maintainer: Heather Turner imports/imported by:10/4 depends/is dependency of:0/7 suggests/suggested by:2/6 enhances/enhaced by:0/3 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/gnm?color=969696>","<a href=https://CRAN.R-project.org/package=gosset>gosset<\/a> (0.5) Maintainer: Kauê de Sousa imports/imported by:13/0 depends/is dependency of:1/0 suggests/suggested by:8/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/gosset?color=969696>","<a href=https://CRAN.R-project.org/package=graphics>graphics<\/a> (NA) Maintainer: NA imports/imported by:0/2075 depends/is dependency of:0/283 suggests/suggested by:0/85 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/graphics?color=969696>","<a href=https://CRAN.R-project.org/package=grDevices>grDevices<\/a> (NA) Maintainer: NA imports/imported by:0/1391 depends/is dependency of:0/126 suggests/suggested by:0/71 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/grDevices?color=969696>","<a href=https://CRAN.R-project.org/package=gridExtra>gridExtra<\/a> (2.3) Maintainer: Baptiste Auguie imports/imported by:5/393 depends/is dependency of:0/16 suggests/suggested by:5/205 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/gridExtra?color=969696>","<a href=https://CRAN.R-project.org/package=gtable>gtable<\/a> (0.3.1) Maintainer: Hadley Wickham imports/imported by:1/74 depends/is dependency of:0/1 suggests/suggested by:6/13 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/gtable?color=969696>","<a href=https://CRAN.R-project.org/package=hier.part>hier.part<\/a> (1.0-6) Maintainer: Chris Walsh imports/imported by:3/0 depends/is dependency of:0/1 suggests/suggested by:0/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/hier.part?color=969696>","<a href=https://CRAN.R-project.org/package=hyper2>hyper2<\/a> (3.0-0) Maintainer: Robin K. S. Hankin imports/imported by:7/0 depends/is dependency of:3/0 suggests/suggested by:6/1 enhances/enhaced by:0/0 linking_to/linked by:1/0 <img src=https://cranlogs.r-pkg.org/badges/hyper2?color=969696>","<a href=https://CRAN.R-project.org/package=ib>ib<\/a> (0.2.0) Maintainer: Samuel Orso imports/imported by:10/0 depends/is dependency of:0/0 suggests/suggested by:4/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ib?color=969696>","<a href=https://CRAN.R-project.org/package=igraph>igraph<\/a> (1.3.5) Maintainer: Tamás Nepusz imports/imported by:8/491 depends/is dependency of:1/101 suggests/suggested by:10/153 enhances/enhaced by:0/4 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/igraph?color=969696>","<a href=https://CRAN.R-project.org/package=insight>insight<\/a> (0.18.6) Maintainer: Daniel Lüdecke imports/imported by:3/27 depends/is dependency of:0/0 suggests/suggested by:94/2 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/insight?color=969696>","<a href=https://CRAN.R-project.org/package=jsonlite>jsonlite<\/a> (1.8.3) Maintainer: Jeroen Ooms imports/imported by:0/1039 depends/is dependency of:1/21 suggests/suggested by:6/128 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/jsonlite?color=969696>","<a href=https://CRAN.R-project.org/package=kableExtra>kableExtra<\/a> (1.3.4) Maintainer: Hao Zhu imports/imported by:18/65 depends/is dependency of:0/1 suggests/suggested by:4/166 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/kableExtra?color=969696>","<a href=https://CRAN.R-project.org/package=knitr>knitr<\/a> (1.40) Maintainer: Yihui Xie imports/imported by:7/346 depends/is dependency of:0/19 suggests/suggested by:28/7022 enhances/enhaced by:0/7 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/knitr?color=969696>","<a href=https://CRAN.R-project.org/package=lattice>lattice<\/a> (0.20-45) Maintainer: Deepayan Sarkar imports/imported by:5/249 depends/is dependency of:0/117 suggests/suggested by:3/243 enhances/enhaced by:1/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/lattice?color=969696>","<a href=https://CRAN.R-project.org/package=lbfgs>lbfgs<\/a> (1.2.1.2) Maintainer: Antonio Coppola imports/imported by:2/2 depends/is dependency of:0/1 suggests/suggested by:0/5 enhances/enhaced by:0/0 linking_to/linked by:1/0 <img src=https://cranlogs.r-pkg.org/badges/lbfgs?color=969696>","<a href=https://CRAN.R-project.org/package=leaflet>leaflet<\/a> (2.1.1) Maintainer: Joe Cheng imports/imported by:15/76 depends/is dependency of:0/7 suggests/suggested by:11/69 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/leaflet?color=969696>","<a href=https://CRAN.R-project.org/package=lmtest>lmtest<\/a> (0.9-40) Maintainer: Achim Zeileis imports/imported by:1/83 depends/is dependency of:2/15 suggests/suggested by:7/57 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/lmtest?color=969696>","<a href=https://CRAN.R-project.org/package=lpSolveAPI>lpSolveAPI<\/a> (5.5.2.0-17.9) Maintainer: Florian Schwendinger imports/imported by:0/18 depends/is dependency of:0/9 suggests/suggested by:0/2 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/lpSolveAPI?color=969696>","<a href=https://CRAN.R-project.org/package=lubridate>lubridate<\/a> (1.9.0) Maintainer: Vitalie Spinu imports/imported by:1/546 depends/is dependency of:2/13 suggests/suggested by:5/114 enhances/enhaced by:5/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/lubridate?color=969696>","<a href=https://CRAN.R-project.org/package=mapdeck>mapdeck<\/a> (0.3.4) Maintainer: David Cooley imports/imported by:9/1 depends/is dependency of:0/0 suggests/suggested by:7/4 enhances/enhaced by:0/0 linking_to/linked by:9/0 <img src=https://cranlogs.r-pkg.org/badges/mapdeck?color=969696>","<a href=https://CRAN.R-project.org/package=marginaleffects>marginaleffects<\/a> (0.8.0) Maintainer: Vincent Arel-Bundock imports/imported by:5/0 depends/is dependency of:0/0 suggests/suggested by:89/5 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/marginaleffects?color=969696>","<a href=https://CRAN.R-project.org/package=MarginalMediation>MarginalMediation<\/a> (0.7.2) Maintainer: Tyson S Barrett imports/imported by:10/0 depends/is dependency of:0/0 suggests/suggested by:5/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/MarginalMediation?color=969696>","<a href=https://CRAN.R-project.org/package=margins>margins<\/a> (0.3.26) Maintainer: Thomas J. Leeper imports/imported by:7/3 depends/is dependency of:0/0 suggests/suggested by:9/9 enhances/enhaced by:5/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/margins?color=969696>","<a href=https://CRAN.R-project.org/package=MASS>MASS<\/a> (7.3-58.1) Maintainer: Brian Ripley imports/imported by:1/1387 depends/is dependency of:4/350 suggests/suggested by:4/581 enhances/enhaced by:0/3 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/MASS?color=969696>","<a href=https://CRAN.R-project.org/package=Matrix>Matrix<\/a> (1.5-3) Maintainer: Martin Maechler imports/imported by:5/940 depends/is dependency of:1/255 suggests/suggested by:2/139 enhances/enhaced by:8/8 linking_to/linked by:0/9 <img src=https://cranlogs.r-pkg.org/badges/Matrix?color=969696>","<a href=https://CRAN.R-project.org/package=matrixStats>matrixStats<\/a> (0.62.0) Maintainer: Henrik Bengtsson imports/imported by:0/175 depends/is dependency of:0/19 suggests/suggested by:6/16 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/matrixStats?color=969696>","<a href=https://CRAN.R-project.org/package=mbrglm>mbrglm<\/a> (0.0.1) Maintainer: Euloge C. Kenne Pagui imports/imported by:0/0 depends/is dependency of:2/0 suggests/suggested by:1/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/mbrglm?color=969696>","<a href=https://CRAN.R-project.org/package=methods>methods<\/a> (NA) Maintainer: NA imports/imported by:0/2917 depends/is dependency of:0/744 suggests/suggested by:0/60 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/methods?color=969696>","<a href=https://CRAN.R-project.org/package=mfx>mfx<\/a> (1.2-2) Maintainer: Alan Fernihough imports/imported by:0/0 depends/is dependency of:5/0 suggests/suggested by:0/3 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/mfx?color=969696>","<a href=https://CRAN.R-project.org/package=mgcv>mgcv<\/a> (1.8-41) Maintainer: Simon Wood imports/imported by:6/207 depends/is dependency of:1/43 suggests/suggested by:3/109 enhances/enhaced by:0/2 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/mgcv?color=969696>","<a href=https://CRAN.R-project.org/package=mi>mi<\/a> (1.1) Maintainer: Ben Goodrich imports/imported by:1/3 depends/is dependency of:3/0 suggests/suggested by:10/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/mi?color=969696>","<a href=https://CRAN.R-project.org/package=MixedPsy>MixedPsy<\/a> (1.1.0) Maintainer: Alessandro Moscatelli imports/imported by:7/0 depends/is dependency of:0/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/MixedPsy?color=969696>","<a href=https://CRAN.R-project.org/package=modelsummary>modelsummary<\/a> (1.1.0) Maintainer: Vincent Arel-Bundock imports/imported by:10/0 depends/is dependency of:0/0 suggests/suggested by:40/6 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/modelsummary?color=969696>","<a href=https://CRAN.R-project.org/package=modeltools>modeltools<\/a> (0.2-23) Maintainer: Torsten Hothorn imports/imported by:1/13 depends/is dependency of:2/3 suggests/suggested by:0/3 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/modeltools?color=969696>","<a href=https://CRAN.R-project.org/package=MuMIn>MuMIn<\/a> (1.47.1) Maintainer: Kamil Bartoń imports/imported by:6/11 depends/is dependency of:0/2 suggests/suggested by:7/8 enhances/enhaced by:18/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/MuMIn?color=969696>","<a href=https://CRAN.R-project.org/package=nnet>nnet<\/a> (7.3-18) Maintainer: Brian Ripley imports/imported by:0/121 depends/is dependency of:2/20 suggests/suggested by:1/101 enhances/enhaced by:0/5 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/nnet?color=969696>","<a href=https://CRAN.R-project.org/package=numDeriv>numDeriv<\/a> (2016.8-1.1) Maintainer: Paul Gilbert imports/imported by:0/237 depends/is dependency of:0/32 suggests/suggested by:0/69 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/numDeriv?color=969696>","<a href=https://CRAN.R-project.org/package=opticut>opticut<\/a> (0.1-2) Maintainer: Peter Solymos imports/imported by:6/0 depends/is dependency of:1/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/opticut?color=969696>","<a href=https://CRAN.R-project.org/package=optmatch>optmatch<\/a> (0.10.5) Maintainer: Josh Errickson imports/imported by:5/1 depends/is dependency of:0/0 suggests/suggested by:14/12 enhances/enhaced by:2/1 linking_to/linked by:1/0 <img src=https://cranlogs.r-pkg.org/badges/optmatch?color=969696>","<a href=https://CRAN.R-project.org/package=parameters>parameters<\/a> (0.19.0) Maintainer: Daniel Lüdecke imports/imported by:7/18 depends/is dependency of:0/0 suggests/suggested by:106/9 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/parameters?color=969696>","<a href=https://CRAN.R-project.org/package=parsedate>parsedate<\/a> (1.3.1) Maintainer: Gábor Csárdi imports/imported by:0/14 depends/is dependency of:0/0 suggests/suggested by:3/3 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/parsedate?color=969696>","<a href=https://CRAN.R-project.org/package=partykit>partykit<\/a> (1.2-16) Maintainer: Torsten Hothorn imports/imported by:7/29 depends/is dependency of:4/13 suggests/suggested by:17/20 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/partykit?color=969696>","<a href=https://CRAN.R-project.org/package=PASSED>PASSED<\/a> (1.2-1) Maintainer: Jinpu Li imports/imported by:3/0 depends/is dependency of:0/0 suggests/suggested by:3/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/PASSED?color=969696>","<a href=https://CRAN.R-project.org/package=performance>performance<\/a> (0.10.0) Maintainer: Daniel Lüdecke imports/imported by:6/12 depends/is dependency of:0/0 suggests/suggested by:55/11 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/performance?color=969696>","<a href=https://CRAN.R-project.org/package=picante>picante<\/a> (1.8.2) Maintainer: Steven W. Kembel imports/imported by:0/8 depends/is dependency of:4/3 suggests/suggested by:4/10 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/picante?color=969696>","<a href=https://CRAN.R-project.org/package=pkgload>pkgload<\/a> (1.3.1) Maintainer: Lionel Henry imports/imported by:10/13 depends/is dependency of:0/0 suggests/suggested by:10/37 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/pkgload?color=969696>","<a href=https://CRAN.R-project.org/package=PlackettLuce>PlackettLuce<\/a> (0.4.2) Maintainer: Heather Turner imports/imported by:13/2 depends/is dependency of:0/0 suggests/suggested by:18/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/PlackettLuce?color=969696>","<a href=https://CRAN.R-project.org/package=PLMIX>PLMIX<\/a> (2.1.1) Maintainer: Cristina Mollica imports/imported by:20/0 depends/is dependency of:0/0 suggests/suggested by:1/1 enhances/enhaced by:0/0 linking_to/linked by:1/0 <img src=https://cranlogs.r-pkg.org/badges/PLMIX?color=969696>","<a href=https://CRAN.R-project.org/package=plotly>plotly<\/a> (4.10.1) Maintainer: Carson Sievert imports/imported by:21/221 depends/is dependency of:1/15 suggests/suggested by:30/95 enhances/enhaced by:0/2 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/plotly?color=969696>","<a href=https://CRAN.R-project.org/package=plsRbeta>plsRbeta<\/a> (0.2.9) Maintainer: Frederic Bertrand imports/imported by:7/0 depends/is dependency of:0/0 suggests/suggested by:8/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/plsRbeta?color=969696>","<a href=https://CRAN.R-project.org/package=pmr>pmr<\/a> (1.2.5.1) Maintainer: Paul H. Lee imports/imported by:1/1 depends/is dependency of:1/0 suggests/suggested by:0/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/pmr?color=969696>","<a href=https://CRAN.R-project.org/package=PPSFS>PPSFS<\/a> (0.1.0) Maintainer: Zengchao Xu imports/imported by:2/0 depends/is dependency of:0/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:2/0 <img src=https://cranlogs.r-pkg.org/badges/PPSFS?color=969696>","<a href=https://CRAN.R-project.org/package=prediction>prediction<\/a> (0.3.14) Maintainer: Thomas J. Leeper imports/imported by:3/6 depends/is dependency of:0/0 suggests/suggested by:3/3 enhances/enhaced by:35/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/prediction?color=969696>","<a href=https://CRAN.R-project.org/package=prefmod>prefmod<\/a> (0.8-35) Maintainer: Marco Johannes Maier imports/imported by:3/1 depends/is dependency of:4/0 suggests/suggested by:0/3 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/prefmod?color=969696>","<a href=https://CRAN.R-project.org/package=profileModel>profileModel<\/a> (0.6.1) Maintainer: Ioannis Kosmidis imports/imported by:0/1 depends/is dependency of:0/1 suggests/suggested by:2/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/profileModel?color=969696>","<a href=https://CRAN.R-project.org/package=ProSGPV>ProSGPV<\/a> (1.0.0) Maintainer: Yi Zuo imports/imported by:2/0 depends/is dependency of:2/0 suggests/suggested by:2/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ProSGPV?color=969696>","<a href=https://CRAN.R-project.org/package=psychotools>psychotools<\/a> (0.7-2) Maintainer: Achim Zeileis imports/imported by:4/8 depends/is dependency of:0/3 suggests/suggested by:5/4 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/psychotools?color=969696>","<a href=https://CRAN.R-project.org/package=psychotree>psychotree<\/a> (0.16-0) Maintainer: Achim Zeileis imports/imported by:5/1 depends/is dependency of:2/0 suggests/suggested by:4/3 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/psychotree?color=969696>","<a href=https://CRAN.R-project.org/package=qvcalc>qvcalc<\/a> (1.0.2) Maintainer: David Firth imports/imported by:0/5 depends/is dependency of:0/0 suggests/suggested by:2/1 enhances/enhaced by:2/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/qvcalc?color=969696>","<a href=https://CRAN.R-project.org/package=R6>R6<\/a> (2.5.1) Maintainer: Winston Chang imports/imported by:0/400 depends/is dependency of:0/15 suggests/suggested by:2/20 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/R6?color=969696>","<a href=https://CRAN.R-project.org/package=raster>raster<\/a> (3.6-3) Maintainer: Robert J. Hijmans imports/imported by:3/317 depends/is dependency of:1/75 suggests/suggested by:11/102 enhances/enhaced by:0/1 linking_to/linked by:1/0 <img src=https://cranlogs.r-pkg.org/badges/raster?color=969696>","<a href=https://CRAN.R-project.org/package=rmarkdown>rmarkdown<\/a> (2.18) Maintainer: Yihui Xie imports/imported by:13/262 depends/is dependency of:0/9 suggests/suggested by:13/6506 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/rmarkdown?color=969696>","<a href=https://CRAN.R-project.org/package=robustbetareg>robustbetareg<\/a> (0.3.0) Maintainer: Felipe Queiroz imports/imported by:14/0 depends/is dependency of:1/0 suggests/suggested by:2/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/robustbetareg?color=969696>","<a href=https://CRAN.R-project.org/package=ROI>ROI<\/a> (1.0-0) Maintainer: Stefan Theussl imports/imported by:4/30 depends/is dependency of:0/1 suggests/suggested by:1/4 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ROI?color=969696>","<a href=https://CRAN.R-project.org/package=ROI.plugin.alabama>ROI.plugin.alabama<\/a> (1.0-0) Maintainer: Florian Schwendinger imports/imported by:5/0 depends/is dependency of:0/0 suggests/suggested by:0/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ROI.plugin.alabama?color=969696>","<a href=https://CRAN.R-project.org/package=ROI.plugin.ecos>ROI.plugin.ecos<\/a> (1.0-0) Maintainer: Florian Schwendinger imports/imported by:5/1 depends/is dependency of:0/1 suggests/suggested by:0/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ROI.plugin.ecos?color=969696>","<a href=https://CRAN.R-project.org/package=ROI.plugin.glpk>ROI.plugin.glpk<\/a> (1.0-0) Maintainer: Stefan Theussl imports/imported by:3/3 depends/is dependency of:0/1 suggests/suggested by:0/7 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ROI.plugin.glpk?color=969696>","<a href=https://CRAN.R-project.org/package=ROI.plugin.lpsolve>ROI.plugin.lpsolve<\/a> (1.0-1) Maintainer: Florian Schwendinger imports/imported by:5/1 depends/is dependency of:0/0 suggests/suggested by:1/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ROI.plugin.lpsolve?color=969696>","<a href=https://CRAN.R-project.org/package=ROI.plugin.neos>ROI.plugin.neos<\/a> (1.0-0) Maintainer: Florian Schwendinger imports/imported by:6/0 depends/is dependency of:0/0 suggests/suggested by:1/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ROI.plugin.neos?color=969696>","<a href=https://CRAN.R-project.org/package=ROlogit>ROlogit<\/a> (0.1.2) Maintainer: Ning Yilin imports/imported by:2/0 depends/is dependency of:0/0 suggests/suggested by:0/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/ROlogit?color=969696>","<a href=https://CRAN.R-project.org/package=RSpectra>RSpectra<\/a> (0.16-1) Maintainer: Yixuan Qiu imports/imported by:2/65 depends/is dependency of:0/5 suggests/suggested by:3/17 enhances/enhaced by:0/0 linking_to/linked by:2/5 <img src=https://cranlogs.r-pkg.org/badges/RSpectra?color=969696>","<a href=https://CRAN.R-project.org/package=RSQLite>RSQLite<\/a> (2.2.18) Maintainer: Kirill Müller imports/imported by:7/84 depends/is dependency of:0/8 suggests/suggested by:10/95 enhances/enhaced by:0/0 linking_to/linked by:2/0 <img src=https://cranlogs.r-pkg.org/badges/RSQLite?color=969696>","<a href=https://CRAN.R-project.org/package=rstanarm>rstanarm<\/a> (2.21.3) Maintainer: Ben Goodrich imports/imported by:13/5 depends/is dependency of:2/2 suggests/suggested by:13/28 enhances/enhaced by:0/3 linking_to/linked by:6/0 <img src=https://cranlogs.r-pkg.org/badges/rstanarm?color=969696>","<a href=https://CRAN.R-project.org/package=RVAideMemoire>RVAideMemoire<\/a> (0.9-81-2) Maintainer: Maxime Hervé imports/imported by:15/0 depends/is dependency of:0/0 suggests/suggested by:14/0 enhances/enhaced by:1/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/RVAideMemoire?color=969696>","<a href=https://CRAN.R-project.org/package=RWsearch>RWsearch<\/a> (5.0.5) Maintainer: Patrice Kiener imports/imported by:6/0 depends/is dependency of:0/0 suggests/suggested by:8/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/RWsearch?color=969696>","<a href=https://CRAN.R-project.org/package=sandwich>sandwich<\/a> (3.0-2) Maintainer: Achim Zeileis imports/imported by:3/101 depends/is dependency of:0/22 suggests/suggested by:16/58 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/sandwich?color=969696>","<a href=https://CRAN.R-project.org/package=scam>scam<\/a> (1.2-13) Maintainer: Natalya Pya imports/imported by:5/7 depends/is dependency of:1/1 suggests/suggested by:1/6 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/scam?color=969696>","<a href=https://CRAN.R-project.org/package=scITD>scITD<\/a> (1.0.2) Maintainer: Jonathan Mitchel imports/imported by:21/0 depends/is dependency of:1/0 suggests/suggested by:21/0 enhances/enhaced by:0/0 linking_to/linked by:3/0 <img src=https://cranlogs.r-pkg.org/badges/scITD?color=969696>","<a href=https://CRAN.R-project.org/package=semnar>semnar<\/a> (0.8.1) Maintainer: Ioannis Kosmidis imports/imported by:5/0 depends/is dependency of:0/0 suggests/suggested by:2/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/semnar?color=969696>","<a href=https://CRAN.R-project.org/package=SetMethods>SetMethods<\/a> (3.0) Maintainer: Ioana-Elena Oana imports/imported by:3/0 depends/is dependency of:6/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/SetMethods?color=969696>","<a href=https://CRAN.R-project.org/package=sf>sf<\/a> (1.0-9) Maintainer: Edzer Pebesma imports/imported by:12/358 depends/is dependency of:1/31 suggests/suggested by:35/135 enhances/enhaced by:0/1 linking_to/linked by:1/1 <img src=https://cranlogs.r-pkg.org/badges/sf?color=969696>","<a href=https://CRAN.R-project.org/package=shiny>shiny<\/a> (1.7.3) Maintainer: Winston Chang imports/imported by:23/696 depends/is dependency of:1/76 suggests/suggested by:15/276 enhances/enhaced by:0/13 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/shiny?color=969696>","<a href=https://CRAN.R-project.org/package=shinydashboard>shinydashboard<\/a> (0.7.2) Maintainer: Winston Chang imports/imported by:4/107 depends/is dependency of:0/5 suggests/suggested by:0/32 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/shinydashboard?color=969696>","<a href=https://CRAN.R-project.org/package=shinyjs>shinyjs<\/a> (2.1.0) Maintainer: Dean Attali imports/imported by:3/136 depends/is dependency of:0/3 suggests/suggested by:6/44 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/shinyjs?color=969696>","<a href=https://CRAN.R-project.org/package=shinyWidgets>shinyWidgets<\/a> (0.7.4) Maintainer: Victor Perrier imports/imported by:8/86 depends/is dependency of:0/1 suggests/suggested by:11/31 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/shinyWidgets?color=969696>","<a href=https://CRAN.R-project.org/package=smcfcs>smcfcs<\/a> (1.7.1) Maintainer: Jonathan Bartlett imports/imported by:8/1 depends/is dependency of:0/0 suggests/suggested by:4/2 enhances/enhaced by:0/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/smcfcs?color=969696>","<a href=https://CRAN.R-project.org/package=SOIL>SOIL<\/a> (1.1) Maintainer: Yi Yang imports/imported by:6/0 depends/is dependency of:0/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/SOIL?color=969696>","<a href=https://CRAN.R-project.org/package=sp>sp<\/a> (1.5-1) Maintainer: Edzer Pebesma imports/imported by:6/407 depends/is dependency of:1/95 suggests/suggested by:9/118 enhances/enhaced by:0/5 linking_to/linked by:0/2 <img src=https://cranlogs.r-pkg.org/badges/sp?color=969696>","<a href=https://CRAN.R-project.org/package=stargazer>stargazer<\/a> (5.2.3) Maintainer: Marek Hlavac imports/imported by:2/6 depends/is dependency of:0/1 suggests/suggested by:0/8 enhances/enhaced by:32/1 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/stargazer?color=969696>","<a href=https://CRAN.R-project.org/package=StatRank>StatRank<\/a> (0.0.6) Maintainer: Hossein Azari Soufiani imports/imported by:3/1 depends/is dependency of:0/0 suggests/suggested by:4/1 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/StatRank?color=969696>","<a href=https://CRAN.R-project.org/package=stats>stats<\/a> (NA) Maintainer: NA imports/imported by:0/4844 depends/is dependency of:0/675 suggests/suggested by:0/100 enhances/enhaced by:0/4 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/stats?color=969696>","<a href=https://CRAN.R-project.org/package=StepBeta>StepBeta<\/a> (2.1.0) Maintainer: Sergio Garofalo imports/imported by:6/0 depends/is dependency of:0/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/StepBeta?color=969696>","<a href=https://CRAN.R-project.org/package=stringr>stringr<\/a> (1.4.1) Maintainer: Hadley Wickham imports/imported by:3/1461 depends/is dependency of:0/44 suggests/suggested by:6/158 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/stringr?color=969696>","<a href=https://CRAN.R-project.org/package=strucchange>strucchange<\/a> (1.5-3) Maintainer: Achim Zeileis imports/imported by:3/18 depends/is dependency of:2/3 suggests/suggested by:8/15 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/strucchange?color=969696>","<a href=https://CRAN.R-project.org/package=SuppDists>SuppDists<\/a> (1.1-9.7) Maintainer: Thorsten Pohlert imports/imported by:0/8 depends/is dependency of:0/4 suggests/suggested by:1/11 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/SuppDists?color=969696>","<a href=https://CRAN.R-project.org/package=survival>survival<\/a> (3.4-0) Maintainer: Terry M Therneau imports/imported by:6/426 depends/is dependency of:0/218 suggests/suggested by:0/186 enhances/enhaced by:0/7 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/survival?color=969696>","<a href=https://CRAN.R-project.org/package=testthat>testthat<\/a> (3.1.5) Maintainer: Hadley Wickham imports/imported by:20/80 depends/is dependency of:0/11 suggests/suggested by:11/6999 enhances/enhaced by:0/1 linking_to/linked by:0/20 <img src=https://cranlogs.r-pkg.org/badges/testthat?color=969696>","<a href=https://CRAN.R-project.org/package=texreg>texreg<\/a> (1.38.6) Maintainer: Philip Leifeld imports/imported by:3/12 depends/is dependency of:0/0 suggests/suggested by:9/12 enhances/enhaced by:53/3 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/texreg?color=969696>","<a href=https://CRAN.R-project.org/package=tinytest>tinytest<\/a> (1.3.1) Maintainer: Mark van der Loo imports/imported by:2/2 depends/is dependency of:0/1 suggests/suggested by:0/214 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/tinytest?color=969696>","<a href=https://CRAN.R-project.org/package=tm>tm<\/a> (0.7-9) Maintainer: Ingo Feinerer imports/imported by:8/57 depends/is dependency of:1/7 suggests/suggested by:10/25 enhances/enhaced by:0/1 linking_to/linked by:2/0 <img src=https://cranlogs.r-pkg.org/badges/tm?color=969696>","<a href=https://CRAN.R-project.org/package=trackeR>trackeR<\/a> (1.5.2) Maintainer: Ioannis Kosmidis imports/imported by:14/0 depends/is dependency of:1/1 suggests/suggested by:4/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/trackeR?color=969696>","<a href=https://CRAN.R-project.org/package=trackeRapp>trackeRapp<\/a> (1.2) Maintainer: Ioannis Kosmidis imports/imported by:14/0 depends/is dependency of:1/0 suggests/suggested by:0/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/trackeRapp?color=969696>","<a href=https://CRAN.R-project.org/package=urlshorteneR>urlshorteneR<\/a> (1.5.7) Maintainer: John Malc imports/imported by:9/1 depends/is dependency of:0/0 suggests/suggested by:8/0 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/urlshorteneR?color=969696>","<a href=https://CRAN.R-project.org/package=V8>V8<\/a> (4.2.2) Maintainer: Jeroen Ooms imports/imported by:4/38 depends/is dependency of:0/0 suggests/suggested by:3/13 enhances/enhaced by:0/1 linking_to/linked by:1/0 <img src=https://cranlogs.r-pkg.org/badges/V8?color=969696>","<a href=https://CRAN.R-project.org/package=visNetwork>visNetwork<\/a> (2.1.2) Maintainer: Benoit Thieurmel imports/imported by:8/43 depends/is dependency of:0/5 suggests/suggested by:12/23 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/visNetwork?color=969696>","<a href=https://CRAN.R-project.org/package=WeightIt>WeightIt<\/a> (0.13.1) Maintainer: Noah Greifer imports/imported by:4/3 depends/is dependency of:0/0 suggests/suggested by:18/2 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/WeightIt?color=969696>","<a href=https://CRAN.R-project.org/package=whisker>whisker<\/a> (0.4) Maintainer: Edwin de Jonge imports/imported by:0/38 depends/is dependency of:0/3 suggests/suggested by:1/6 enhances/enhaced by:0/0 linking_to/linked by:0/0 <img src=https://cranlogs.r-pkg.org/badges/whisker?color=969696>","<a href=https://CRAN.R-project.org/package=wordcloud>wordcloud<\/a> (2.6) Maintainer: Ian Fellows imports/imported by:1/19 depends/is dependency of:2/2 suggests/suggested by:2/10 enhances/enhaced by:0/0 linking_to/linked by:1/0 <img src=https://cranlogs.r-pkg.org/badges/wordcloud?color=969696>","<a href=https://CRAN.R-project.org/package=xml2>xml2<\/a> (1.3.3) Maintainer: Hadley Wickham imports/imported by:1/374 depends/is dependency of:0/7 suggests/suggested by:8/121 enhances/enhaced by:0/1 linking_to/linked by:0/1 <img src=https://cranlogs.r-pkg.org/badges/xml2?color=969696>","<a href=https://CRAN.R-project.org/package=zoo>zoo<\/a> (1.8-11) Maintainer: Achim Zeileis imports/imported by:4/320 depends/is dependency of:1/59 suggests/suggested by:13/81 enhances/enhaced by:0/4 linking_to/linked by:0/1 <img src=https://cranlogs.r-pkg.org/badges/zoo?color=969696>"]},"edges":{"from":["brglm","betareg","betareg","graphics","grDevices","methods","stats","flexmix","Formula","lmtest","modeltools","sandwich","brglm","MASS","stats","Matrix","graphics","nnet","enrichwith","numDeriv","brglm","profileModel","detectseparation","visNetwork","colorspace","igraph","stringr","ggplot2","countrycode","wordcloud","tm","ROI","ROI.plugin.lpsolve","lpSolveAPI","pkgload","betareg","betareg","betareg","betareg","PlackettLuce","betareg","betareg","brglm","betareg","betareg","CVXR","Matrix","igraph","matrixStats","methods","partykit","psychotools","psychotree","R6","RSpectra","qvcalc","sandwich","stats","PlackettLuce","betareg","brglm2","jsonlite","lubridate","parsedate","leaflet","urlshorteneR","betareg","brglm2","brglm2","betareg","ggplot2","ggridges","xml2","RSQLite","jsonlite","raster","scam","foreach","fda","sp","leaflet","ggmap","gridExtra","gtable","colorspace","zoo","foreach","mgcv","plotly","DT","changepoint","shiny","shinyjs","shinydashboard","shinyWidgets","sf","mapdeck","V8","brglm","betareg","betareg","car","lattice","partykit","strucchange","MASS","detectseparation","testthat","knitr","rmarkdown","covr","betareg","betareg","PlackettLuce","knitr","rmarkdown","betareg","knitr","rmarkdown","covr","brglm2","AER","tinytest","ROI.plugin.ecos","ROI.plugin.glpk","ROI.plugin.alabama","ROI.plugin.neos","betareg","whisker","SuppDists","brglm","ggplot2","knitr","rmarkdown","betareg","betareg","betareg","brglm2","betareg","brglm","betareg","betareg","brglm","betareg","brglm2","betareg","brglm","BiocStyle","BayesMallows","BradleyTerry2","PLMIX","ROlogit","StatRank","bookdown","covr","hyper2","kableExtra","knitr","lbfgs","gnm","pmr","prefmod","rmarkdown","survival","testthat","MASS","gnm","betareg","betareg","cranly","betareg","covr","tinytest","testthat","knitr","rmarkdown","covr","brglm2","enrichwith","enrichwith","enrichwith","margins","MuMIn","prediction","prediction","stargazer","stargazer","texreg","texreg","profileModel","brglm","enrichwith","betareg","brglm2","betareg","zoo","trackeR"],"to":["analogue","betaBayes","BetaPASS","betareg","betareg","betareg","betareg","betareg","betareg","betareg","betareg","betareg","BradleyTerry2","brglm2","brglm2","brglm2","brglm2","brglm2","brglm2","brglm2","brlrmr","brlrmr","corncob","cranly","cranly","cranly","cranly","cranly","cranly","cranly","cranly","detectseparation","detectseparation","detectseparation","detectseparation","distreg.vis","earlygating","ecoCopula","gcmr","gosset","hier.part","ib","MixedPsy","opticut","PASSED","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PLMIX","plsRbeta","PPSFS","semnar","semnar","semnar","semnar","semnar","SetMethods","smcfcs","SOIL","StepBeta","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeR","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","trackeRapp","abn","agridat","AICcmodavg","betareg","betareg","betareg","betareg","brglm","brglm2","brglm2","brglm2","brglm2","brglm2","brmsmargins","broom","ClimMobTools","cranly","cranly","DeclareDesign","detectseparation","detectseparation","detectseparation","detectseparation","detectseparation","detectseparation","detectseparation","detectseparation","detectseparation","detectseparation","effects","enrichwith","enrichwith","enrichwith","enrichwith","enrichwith","enrichwith","ggeffects","insight","marginaleffects","marginaleffects","MarginalMediation","mbrglm","mi","modelsummary","optmatch","parameters","parameters","performance","picante","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","PlackettLuce","profileModel","profileModel","rstanarm","RVAideMemoire","RWsearch","scITD","semnar","semnar","trackeR","trackeR","trackeR","trackeR","WeightIt","betareg","gnm","stats","betareg","betareg","betareg","brglm","betareg","brglm","betareg","brglm","brglm","glmvsd","mbrglm","mfx","ProSGPV","robustbetareg","trackeR","trackeRapp"],"color":["#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#C7CEF5","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A","#D33F6A"],"title":["is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is imported by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","is suggested by","enhances","enhances","enhances","enhances","enhances","enhances","enhances","enhances","enhances","enhances","enhances","is dependency of","is dependency of","is dependency of","is dependency of","is dependency of","is dependency of","is dependency of","is dependency of"],"dashes":[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false]},"nodesToDataframe":true,"edgesToDataframe":true,"options":{"width":"100%","height":"100%","nodes":{"shape":"dot"},"manipulation":{"enabled":false},"edges":{"physics":true,"arrows":{"to":{"enabled":true,"scaleFactor":0.5}}},"interaction":{"dragNodes":true,"dragView":true,"zoomView":true,"zoomSpeed":1}},"groups":null,"width":"100%","height":null,"idselection":{"enabled":false,"style":"width: 150px; height: 26px","useLabels":true,"main":"Select by id"},"byselection":{"enabled":false,"style":"width: 150px; height: 26px","multiple":false,"hideColor":"rgba(200,200,200,0.5)","highlight":false},"main":{"text":null,"style":"font-family:Georgia, Times New Roman, Times, serif;font-size:15px"},"submain":null,"footer":null,"background":"rgba(0, 0, 0, 0)","highlight":{"enabled":true,"hoverNearest":false,"degree":1,"algorithm":"all","hideColor":"rgba(200,200,200,0.5)","labelOnly":true},"collapse":{"enabled":false,"fit":false,"resetHighlight":true,"clusterOptions":null,"keepCoord":true,"labelSuffix":"(cluster)"},"legend":{"width":0.2,"useGroups":false,"position":"left","ncol":1,"stepX":100,"stepY":100,"zoom":true},"tooltipStay":300,"tooltipStyle":"position: fixed;visibility:hidden;padding: 5px;white-space: nowrap;font-family: verdana;font-size:14px;font-color:#000000;background-color: #f5f4ed;-moz-border-radius: 3px;-webkit-border-radius: 3px;border-radius: 3px;border: 1px solid #808074;box-shadow: 3px 3px 10px rgba(0, 0, 0, 0.2);","export":{"type":"png","css":"float:right;","background":"#fff","name":"cranly_network-11-Nov-2022-Ioannis Kosmidis-Inf.png","label":"PNG snapshot"}},"evals":[],"jsHooks":[]}</script>

.right[.huge[[ikosmidis.com/software](https://ikosmidis.com/software)]]

---

## References I

<a name=bib-bartlettkosmidissilva2021></a>[Bartlett, T. E., I. K., and
R. Silva](#cite-bartlettkosmidissilva2021) (2021). "Two-way sparsity
for time-varying networks with applications in genomics". In: _The
Annals of Applied Statistics_ 15.2, pp. 856 - 879. DOI:
[10.1214/20-AOAS1416](https://doi.org/10.1214%2F20-AOAS1416). URL:
[https://doi.org/10.1214/20-AOAS1416](https://doi.org/10.1214/20-AOAS1416).

<a name=bib-kosmidisfirth2021></a>[K., I. and D.
Firth](#cite-kosmidisfirth2021) (2021). "Jeffreys-Prior Penalty,
Finiteness and Shrinkage in Binomial-Response Generalized Linear
Models". In: _Biometrika_ 108.1, pp. 71-82. DOI:
[10.1093/biomet/asaa052](https://doi.org/10.1093%2Fbiomet%2Fasaa052).

<a name=bib-kosmidiskarlis2016></a>[K., I. and D.
Karlis](#cite-kosmidiskarlis2016) (2016). "Model-based clustering using
copulas with applications". In: _Statistics and Computing_, pp.
1079-1099. DOI:
[10.1007/s11222-015-9590-5](https://doi.org/10.1007%2Fs11222-015-9590-5).
URL:
[http://dx.doi.org/10.1007/s11222-015-9590-5](http://dx.doi.org/10.1007/s11222-015-9590-5).

<a name=bib-kosmidiskennepaguisartori2020></a>[K., I., E. C. Kenne
Pagui, and N. Sartori](#cite-kosmidiskennepaguisartori2020) (2020).
"Mean and median bias reduction in generalized linear models". In:
_Statistics and Computing (to appear)_ 30, pp. 43-59.

<a name=bib-kosmidislunardon2021></a>[K., I. and N.
Lunardon](#cite-kosmidislunardon2021) (2021). "Empirical bias-reducing
adjustments to estimating functions". In: _arXiv:2001.03786_. URL:
[https://arxiv.org/abs/2001.03786](https://arxiv.org/abs/2001.03786).

---

## References II

<a name=bib-narayanankosmidisdellaportas2022></a>[Narayanan, S., I. K.,
and P. Dellaportas](#cite-narayanankosmidisdellaportas2022) (2022).
"Flexible marked spatio-temporal point processes with applications to
event sequences from association football". In: _Discussion paper in
the Journal of the Royal Statistical Society: Series C (Accepted)_.
URL:
[https://arxiv.org/abs/2103.04647](https://arxiv.org/abs/2103.04647).

<a name=bib-sterzingerkosmidis2022></a>[Sterzinger, P. and I.
K.](#cite-sterzingerkosmidis2022) (2022). "Maximum softly-penalized
likelihood for mixed effects logistic regression". In:
_arXiv:2206.02561_. URL:
[https://arxiv.org/abs/2206.02561](https://arxiv.org/abs/2206.02561).

<a name=bib-turneretal2021></a>[Turner, H. L., J. van Etten, D. Firth,
et al.](#cite-turneretal2021) (2020). "Modelling rankings in R: the
PlackettLuce package". In: _Computational Statistics_, pp. 1027–-1057.
URL:
[https://doi.org/10.1007/s00180-020-00959-3](https://doi.org/10.1007/s00180-020-00959-3).

<a name=bib-zietkiewiczkosmidis2022></a>[Zietkiewicz, P. and I.
K.](#cite-zietkiewiczkosmidis2022) (2022). "Mean and median bias
reduction in generalized linear models with large data sets". In:
_Proceedings of the 36th International Workshop Statistical Modelling
July 18-22, 2022 - Trieste, Italy_. Ed. by N. Torelli, R. Bellio and V.
Muggeo. Heidelberg: EUT Edizioni Università di Trieste. URL:
[http://hdl.handle.net/10077/33741](http://hdl.handle.net/10077/33741).