modernstatisticswithr.com

• charset: utf-8
• equiv: X-UA-Compatible content: IE=edge
• name: description content: Modern Statistics with R
• name: generator content: bookdown 0.46 and GitBook 2.6.7
• property: og:title content: Modern Statistics with R
• property: og:type content: book
• name: twitter:card content: summary
• name: twitter:title content: Modern Statistics with R
• name: author content: Måns Thulin
• name: viewport content: width=device-width, initial-scale=1
• name: apple-mobile-web-app-capable content: yes
• name: apple-mobile-web-app-status-bar-style content: black

• Modern Statistics with R
• http://modernstatisticswithr.com/index.html
• http://modernstatisticswithr.com/introduction.html
• http://modernstatisticswithr.com/introduction.html#welcome-to-r
• http://modernstatisticswithr.com/introduction.html#about-this-book
• http://modernstatisticswithr.com/thebasics.html
• http://modernstatisticswithr.com/thebasics.html#installation
• http://modernstatisticswithr.com/thebasics.html#a-first-look-at-rstudio
• http://modernstatisticswithr.com/thebasics.html#runningcode
• http://modernstatisticswithr.com/thebasics.html#r-scripts
• http://modernstatisticswithr.com/thebasics.html#varsandfuncs
• http://modernstatisticswithr.com/thebasics.html#storing-data
• http://modernstatisticswithr.com/thebasics.html#whats-in-a-name
• http://modernstatisticswithr.com/thebasics.html#vectors-and-data-frames
• http://modernstatisticswithr.com/thebasics.html#functions
• http://modernstatisticswithr.com/thebasics.html#maths
• http://modernstatisticswithr.com/thebasics.html#packages
• http://modernstatisticswithr.com/thebasics.html#descstats
• http://modernstatisticswithr.com/thebasics.html#numerical-data
• http://modernstatisticswithr.com/thebasics.html#catdata1
• http://modernstatisticswithr.com/thebasics.html#plotting-numerical-data
• http://modernstatisticswithr.com/thebasics.html#our-first-plot
• http://modernstatisticswithr.com/thebasics.html#colours-shapes-and-axis-labels
• http://modernstatisticswithr.com/thebasics.html#axis-limits-and-scales
• http://modernstatisticswithr.com/thebasics.html#comparinggroups
• http://modernstatisticswithr.com/thebasics.html#boxplots
• http://modernstatisticswithr.com/thebasics.html#histograms
• http://modernstatisticswithr.com/thebasics.html#catdata2
• http://modernstatisticswithr.com/thebasics.html#bar-charts
• http://modernstatisticswithr.com/thebasics.html#saving-your-plot
• http://modernstatisticswithr.com/thebasics.html#dataframes
• http://modernstatisticswithr.com/thebasics.html#types-and-structures
• http://modernstatisticswithr.com/thebasics.html#typesoftables
• http://modernstatisticswithr.com/thebasics.html#findingpoints
• http://modernstatisticswithr.com/thebasics.html#accessingelements
• http://modernstatisticswithr.com/thebasics.html#adding-and-changing-data-using-dollar-signs
• http://modernstatisticswithr.com/thebasics.html#conditionsintro
• http://modernstatisticswithr.com/thebasics.html#grouped
• http://modernstatisticswithr.com/thebasics.html#pipes
• http://modernstatisticswithr.com/thebasics.html#ceci-nest-pas-une-pipe
• http://modernstatisticswithr.com/thebasics.html#placeholders
• http://modernstatisticswithr.com/thebasics.html#flavours-of-r-base-and-tidyverse
• http://modernstatisticswithr.com/thebasics.html#paths
• http://modernstatisticswithr.com/thebasics.html#importing-files-through-the-rstudio-menus
• http://modernstatisticswithr.com/thebasics.html#importing-csv-files
• http://modernstatisticswithr.com/thebasics.html#file-paths
• http://modernstatisticswithr.com/thebasics.html#importing-excel-files
• http://modernstatisticswithr.com/thebasics.html#saving
• http://modernstatisticswithr.com/thebasics.html#exporting-data
• http://modernstatisticswithr.com/thebasics.html#saving-and-loading-r-data
• http://modernstatisticswithr.com/thebasics.html#rstudio-projects
• http://modernstatisticswithr.com/thebasics.html#troubleshooting
• http://modernstatisticswithr.com/basicstatistics.html
• http://modernstatisticswithr.com/basicstatistics.html#the-three-cultures
• http://modernstatisticswithr.com/basicstatistics.html#freqtables
• http://modernstatisticswithr.com/basicstatistics.html#frequency-tables
• http://modernstatisticswithr.com/basicstatistics.html#publicationreadytables
• http://modernstatisticswithr.com/basicstatistics.html#contingency-tables
• http://modernstatisticswithr.com/basicstatistics.html#three-way-and-four-way-tables
• http://modernstatisticswithr.com/basicstatistics.html#hypotheses
• http://modernstatisticswithr.com/basicstatistics.html#the-lady-tasting-tea
• http://modernstatisticswithr.com/basicstatistics.html#how-low-does-the-p-value-have-to-be
• http://modernstatisticswithr.com/basicstatistics.html#fishers-exact-test
• http://modernstatisticswithr.com/basicstatistics.html#onetwosided
• http://modernstatisticswithr.com/basicstatistics.html#the-lady-binging-tea-power-and-how-the-sample-size-affects-the-analysis
• http://modernstatisticswithr.com/basicstatistics.html#permutation-tests
• http://modernstatisticswithr.com/basicstatistics.html#chi2-tests
• http://modernstatisticswithr.com/basicstatistics.html#when-can-we-use-chi2-tests
• http://modernstatisticswithr.com/basicstatistics.html#confidence-intervals
• http://modernstatisticswithr.com/basicstatistics.html#confprop
• http://modernstatisticswithr.com/basicstatistics.html#sample-size-calculations
• http://modernstatisticswithr.com/basicstatistics.html#ttest
• http://modernstatisticswithr.com/basicstatistics.html#oldschoolt
• http://modernstatisticswithr.com/basicstatistics.html#one-sided-hypotheses
• http://modernstatisticswithr.com/basicstatistics.html#the-t-test-for-a-single-sample
• http://modernstatisticswithr.com/basicstatistics.html#the-t-test-for-paired-samples
• http://modernstatisticswithr.com/basicstatistics.html#when-can-we-use-the-t-test
• http://modernstatisticswithr.com/basicstatistics.html#permutation-t-tests
• http://modernstatisticswithr.com/basicstatistics.html#bootstrap-t-tests
• http://modernstatisticswithr.com/basicstatistics.html#publication-ready-tables-for-means
• http://modernstatisticswithr.com/basicstatistics.html#sample-size-computations-for-the-t-test
• http://modernstatisticswithr.com/basicstatistics.html#multipletesting
• http://modernstatisticswithr.com/basicstatistics.html#adjusting-for-multiplicity
• http://modernstatisticswithr.com/basicstatistics.html#hotellingst2
• http://modernstatisticswithr.com/basicstatistics.html#correlations
• http://modernstatisticswithr.com/basicstatistics.html#estimation
• http://modernstatisticswithr.com/basicstatistics.html#hypothesis-testing
• http://modernstatisticswithr.com/basicstatistics.html#bayesianinference
• http://modernstatisticswithr.com/basicstatistics.html#inference-for-a-proportion
• http://modernstatisticswithr.com/basicstatistics.html#inference-for-means
• http://modernstatisticswithr.com/basicstatistics.html#reporting-statistical-results
• http://modernstatisticswithr.com/basicstatistics.html#what-should-you-include
• http://modernstatisticswithr.com/basicstatistics.html#citing-r-packages
• http://modernstatisticswithr.com/basicstatistics.html#ethicalguidelines
• http://modernstatisticswithr.com/basicstatistics.html#ethical-guidelines
• http://modernstatisticswithr.com/basicstatistics.html#ethicsinference
• http://modernstatisticswithr.com/basicstatistics.html#reproducibility
• http://modernstatisticswithr.com/eda.html
• http://modernstatisticswithr.com/eda.html#rmarkdown
• http://modernstatisticswithr.com/eda.html#a-first-example
• http://modernstatisticswithr.com/eda.html#formatting-text
• http://modernstatisticswithr.com/eda.html#lists-tables-and-images
• http://modernstatisticswithr.com/eda.html#code-chunks
• http://modernstatisticswithr.com/eda.html#themes
• http://modernstatisticswithr.com/eda.html#modifying-labels
• http://modernstatisticswithr.com/eda.html#modifying-axis-scales
• http://modernstatisticswithr.com/eda.html#using-themes
• http://modernstatisticswithr.com/eda.html#colourpalettes
• http://modernstatisticswithr.com/eda.html#theme-settings
• http://modernstatisticswithr.com/eda.html#exploring-distributions
• http://modernstatisticswithr.com/eda.html#density-plots-and-frequency-polygons
• http://modernstatisticswithr.com/eda.html#asking-questions
• http://modernstatisticswithr.com/eda.html#violin-plots
• http://modernstatisticswithr.com/eda.html#patchwork
• http://modernstatisticswithr.com/eda.html#outliers-and-missing-data
• http://modernstatisticswithr.com/eda.html#detecting-outliers
• http://modernstatisticswithr.com/eda.html#labelling-outliers
• http://modernstatisticswithr.com/eda.html#missing-data
• http://modernstatisticswithr.com/eda.html#exploring-data
• http://modernstatisticswithr.com/eda.html#trends-in-scatterplots
• http://modernstatisticswithr.com/eda.html#tsplots
• http://modernstatisticswithr.com/eda.html#annotations-and-reference-lines
• http://modernstatisticswithr.com/eda.html#longitudinal-data
• http://modernstatisticswithr.com/eda.html#path-plots
• http://modernstatisticswithr.com/eda.html#spaghetti-plots
• http://modernstatisticswithr.com/eda.html#stlsec
• http://modernstatisticswithr.com/eda.html#detecting-changepoints
• http://modernstatisticswithr.com/eda.html#interactivets
• http://modernstatisticswithr.com/eda.html#polar
• http://modernstatisticswithr.com/eda.html#visualising-periodic-data
• http://modernstatisticswithr.com/eda.html#pie-charts
• http://modernstatisticswithr.com/eda.html#visualising-multiple-variables
• http://modernstatisticswithr.com/eda.html#scatterplotmatrix
• http://modernstatisticswithr.com/eda.html#d-scatterplots
• http://modernstatisticswithr.com/eda.html#correlograms
• http://modernstatisticswithr.com/eda.html#adding-more-variables-to-scatterplots
• http://modernstatisticswithr.com/eda.html#overplotting
• http://modernstatisticswithr.com/eda.html#categorical-data
• http://modernstatisticswithr.com/eda.html#putting-it-all-together
• http://modernstatisticswithr.com/eda.html#sankey-diagrams
• http://modernstatisticswithr.com/eda.html#pca
• http://modernstatisticswithr.com/eda.html#running-a-principal-component-analysis
• http://modernstatisticswithr.com/eda.html#choosing-the-number-of-components
• http://modernstatisticswithr.com/eda.html#plotting-the-results
• http://modernstatisticswithr.com/eda.html#clustering
• http://modernstatisticswithr.com/eda.html#hierarchical-clustering
• http://modernstatisticswithr.com/eda.html#heatmaps-and-clustering-variables
• http://modernstatisticswithr.com/eda.html#centroid
• http://modernstatisticswithr.com/eda.html#fuzzy-clustering
• http://modernstatisticswithr.com/eda.html#modelbasedclustering
• http://modernstatisticswithr.com/eda.html#comparing-clusters
• http://modernstatisticswithr.com/messychapter.html
• http://modernstatisticswithr.com/messychapter.html#coercion
• http://modernstatisticswithr.com/messychapter.html#lists2
• http://modernstatisticswithr.com/messychapter.html#splitvector
• http://modernstatisticswithr.com/messychapter.html#collapsing-lists-into-vectors
• http://modernstatisticswithr.com/messychapter.html#working-with-numbers
• http://modernstatisticswithr.com/messychapter.html#rounding-numbers
• http://modernstatisticswithr.com/messychapter.html#sums-and-means-in-data-frames
• http://modernstatisticswithr.com/messychapter.html#rle
• http://modernstatisticswithr.com/messychapter.html#scientific-notation-1e-03
• http://modernstatisticswithr.com/messychapter.html#floatingpoints
• http://modernstatisticswithr.com/messychapter.html#factors
• http://modernstatisticswithr.com/messychapter.html#creating-factors
• http://modernstatisticswithr.com/messychapter.html#factorlevels
• http://modernstatisticswithr.com/messychapter.html#changing-the-order-of-levels
• http://modernstatisticswithr.com/messychapter.html#combining-levels
• http://modernstatisticswithr.com/messychapter.html#strings
• http://modernstatisticswithr.com/messychapter.html#concatenating-strings
• http://modernstatisticswithr.com/messychapter.html#changing-case
• http://modernstatisticswithr.com/messychapter.html#regexp
• http://modernstatisticswithr.com/messychapter.html#sub
• http://modernstatisticswithr.com/messychapter.html#splitting-strings
• http://modernstatisticswithr.com/messychapter.html#variable-names
• http://modernstatisticswithr.com/messychapter.html#datetime
• http://modernstatisticswithr.com/messychapter.html#date-formats
• http://modernstatisticswithr.com/messychapter.html#plotting-with-dates
• http://modernstatisticswithr.com/messychapter.html#data-manipulation-with-data.table-dplyr-and-tidyr
• http://modernstatisticswithr.com/messychapter.html#dtbasics
• http://modernstatisticswithr.com/messychapter.html#modifyvar
• http://modernstatisticswithr.com/messychapter.html#computing-a-new-variable-based-on-existing-variables
• http://modernstatisticswithr.com/messychapter.html#renaming-a-variable
• http://modernstatisticswithr.com/messychapter.html#removing-a-variable
• http://modernstatisticswithr.com/messychapter.html#recodedplyr
• http://modernstatisticswithr.com/messychapter.html#grouped2
• http://modernstatisticswithr.com/messychapter.html#fillNA
• http://modernstatisticswithr.com/messychapter.html#chaining-commands-together
• http://modernstatisticswithr.com/messychapter.html#filtering
• http://modernstatisticswithr.com/messychapter.html#filtering-using-row-numbers
• http://modernstatisticswithr.com/messychapter.html#conditions2
• http://modernstatisticswithr.com/messychapter.html#selecting-rows-at-random
• http://modernstatisticswithr.com/messychapter.html#using-regular-expressions-to-select-rows
• http://modernstatisticswithr.com/messychapter.html#subsetting-select-columns
• http://modernstatisticswithr.com/messychapter.html#selecting-a-single-column
• http://modernstatisticswithr.com/messychapter.html#selecting-multiple-columns
• http://modernstatisticswithr.com/messychapter.html#using-regular-expressions-to-select-columns
• http://modernstatisticswithr.com/messychapter.html#subsetusingcn
• http://modernstatisticswithr.com/messychapter.html#sorting
• http://modernstatisticswithr.com/messychapter.html#changing-the-column-order
• http://modernstatisticswithr.com/messychapter.html#changing-the-row-order
• http://modernstatisticswithr.com/messychapter.html#reshaping
• http://modernstatisticswithr.com/messychapter.html#from-long-to-wide
• http://modernstatisticswithr.com/messychapter.html#from-wide-to-long
• http://modernstatisticswithr.com/messychapter.html#splittingcolumns
• http://modernstatisticswithr.com/messychapter.html#merging-columns
• http://modernstatisticswithr.com/messychapter.html#mergedata
• http://modernstatisticswithr.com/messychapter.html#binds
• http://modernstatisticswithr.com/messychapter.html#merging-tables-using-keys
• http://modernstatisticswithr.com/messychapter.html#inner-and-outer-joins
• http://modernstatisticswithr.com/messychapter.html#semijoins
• http://modernstatisticswithr.com/messychapter.html#scraping-data-from-websites
• http://modernstatisticswithr.com/messychapter.html#commontasks
• http://modernstatisticswithr.com/messychapter.html#deleting-variables
• http://modernstatisticswithr.com/messychapter.html#foreign
• http://modernstatisticswithr.com/messychapter.html#importing-data-from-databases
• http://modernstatisticswithr.com/messychapter.html#importing-data-from-json-files
• http://modernstatisticswithr.com/progchapter.html
• http://modernstatisticswithr.com/progchapter.html#ownfunctions
• http://modernstatisticswithr.com/progchapter.html#createfunctions
• http://modernstatisticswithr.com/progchapter.html#local-and-global-variables
• http://modernstatisticswithr.com/progchapter.html#willfunctionwork
• http://modernstatisticswithr.com/progchapter.html#more-on-arguments
• http://modernstatisticswithr.com/progchapter.html#namespaces
• http://modernstatisticswithr.com/progchapter.html#sourcing-other-scripts
• http://modernstatisticswithr.com/progchapter.html#morepipes
• http://modernstatisticswithr.com/progchapter.html#ce-ne-sont-pas-non-plus-des-pipes
• http://modernstatisticswithr.com/progchapter.html#writing-functions-with-pipes
• http://modernstatisticswithr.com/progchapter.html#conditions
• http://modernstatisticswithr.com/progchapter.html#if-and-else
• http://modernstatisticswithr.com/progchapter.html#section
• http://modernstatisticswithr.com/progchapter.html#ifelse
• http://modernstatisticswithr.com/progchapter.html#switch
• http://modernstatisticswithr.com/progchapter.html#failing-gracefully
• http://modernstatisticswithr.com/progchapter.html#loopsection
• http://modernstatisticswithr.com/progchapter.html#forloops
• http://modernstatisticswithr.com/progchapter.html#nestedloops
• http://modernstatisticswithr.com/progchapter.html#beepr
• http://modernstatisticswithr.com/progchapter.html#lists
• http://modernstatisticswithr.com/progchapter.html#whileloop
• http://modernstatisticswithr.com/progchapter.html#vectorloops
• http://modernstatisticswithr.com/progchapter.html#a-first-example-with-apply
• http://modernstatisticswithr.com/progchapter.html#variations-on-a-theme
• http://modernstatisticswithr.com/progchapter.html#purrr
• http://modernstatisticswithr.com/progchapter.html#specialised-functions
• http://modernstatisticswithr.com/progchapter.html#exploring-data-with-functionals
• http://modernstatisticswithr.com/progchapter.html#keep-calm-and-carry-on
• http://modernstatisticswithr.com/progchapter.html#multiiter
• http://modernstatisticswithr.com/progchapter.html#measureperformance
• http://modernstatisticswithr.com/progchapter.html#timing-functions
• http://modernstatisticswithr.com/progchapter.html#measuring-memory-usage-and-a-note-on-compilation
• http://modernstatisticswithr.com/modchapter.html
• http://modernstatisticswithr.com/modchapter.html#simulation
• http://modernstatisticswithr.com/modchapter.html#generating-random-numbers
• http://modernstatisticswithr.com/modchapter.html#distfunctions
• http://modernstatisticswithr.com/modchapter.html#distrass
• http://modernstatisticswithr.com/modchapter.html#monte-carlo-integration
• http://modernstatisticswithr.com/modchapter.html#simeval
• http://modernstatisticswithr.com/modchapter.html#comparing-estimators
• http://modernstatisticswithr.com/modchapter.html#simtypeI
• http://modernstatisticswithr.com/modchapter.html#simpower
• http://modernstatisticswithr.com/modchapter.html#powerlocation
• http://modernstatisticswithr.com/modchapter.html#simadvice
• http://modernstatisticswithr.com/modchapter.html#sscus
• http://modernstatisticswithr.com/modchapter.html#simcorpower
• http://modernstatisticswithr.com/modchapter.html#the-wilcoxon-mann-whitney-test
• http://modernstatisticswithr.com/modchapter.html#bootstrap
• http://modernstatisticswithr.com/modchapter.html#a-general-approach
• http://modernstatisticswithr.com/modchapter.html#bootstrap-confidence-intervals
• http://modernstatisticswithr.com/modchapter.html#intervalinversion
• http://modernstatisticswithr.com/modchapter.html#parametricbootstrap
• http://modernstatisticswithr.com/regression.html
• http://modernstatisticswithr.com/regression.html#linearmodels
• http://modernstatisticswithr.com/regression.html#fitting-linear-models
• http://modernstatisticswithr.com/regression.html#publication-ready-summary-tables
• http://modernstatisticswithr.com/regression.html#dummy
• http://modernstatisticswithr.com/regression.html#modeldiagnostics
• http://modernstatisticswithr.com/regression.html#bootreg1
• http://modernstatisticswithr.com/regression.html#transformations
• http://modernstatisticswithr.com/regression.html#prediction
• http://modernstatisticswithr.com/regression.html#ANOVA
• http://modernstatisticswithr.com/regression.html#linearmodels2
• http://modernstatisticswithr.com/regression.html#robust-estimation
• http://modernstatisticswithr.com/regression.html#polynomialterms
• http://modernstatisticswithr.com/regression.html#regbootstrap
• http://modernstatisticswithr.com/regression.html#prediction-intervals-using-the-bootstrap
• http://modernstatisticswithr.com/regression.html#multipredict
• http://modernstatisticswithr.com/regression.html#broom
• http://modernstatisticswithr.com/regression.html#stepwise
• http://modernstatisticswithr.com/regression.html#bayeslm
• http://modernstatisticswithr.com/regression.html#logreg
• http://modernstatisticswithr.com/regression.html#generalised-linear-models
• http://modernstatisticswithr.com/regression.html#fitting-logistic-regression-models
• http://modernstatisticswithr.com/regression.html#bootstrap-confidence-intervals-1
• http://modernstatisticswithr.com/regression.html#model-diagnostics
• http://modernstatisticswithr.com/regression.html#prediction-1
• http://modernstatisticswithr.com/regression.html#regression-models-for-multicategory-response-variables
• http://modernstatisticswithr.com/regression.html#ordinal-response-variables
• http://modernstatisticswithr.com/regression.html#nominal-response-variables
• http://modernstatisticswithr.com/regression.html#modelling-count-data
• http://modernstatisticswithr.com/regression.html#poisson-and-negative-binomial-regression
• http://modernstatisticswithr.com/regression.html#modelling-rates
• http://modernstatisticswithr.com/regression.html#bayesian-estimation-of-generalised-linear-models
• http://modernstatisticswithr.com/regression.html#multipleimputation
• http://modernstatisticswithr.com/regression.html#multiple-imputation
• http://modernstatisticswithr.com/regression.html#the-effect-of-missing-data
• http://modernstatisticswithr.com/regression.html#the-effect-of-multiple-imputation
• http://modernstatisticswithr.com/regression.html#mixedmodels
• http://modernstatisticswithr.com/regression.html#fitting-a-linear-mixed-model
• http://modernstatisticswithr.com/regression.html#model-diagnostics-1
• http://modernstatisticswithr.com/regression.html#nested-random-effects-and-multilevelhierarchical-models
• http://modernstatisticswithr.com/regression.html#anova-with-random-effects
• http://modernstatisticswithr.com/regression.html#generalised-linear-mixed-models
• http://modernstatisticswithr.com/regression.html#bayesian-estimation-of-mixed-models
• http://modernstatisticswithr.com/regression.html#creating-matched-samples
• http://modernstatisticswithr.com/regression.html#propensity-score-matching
• http://modernstatisticswithr.com/regression.html#stepwise-matching
• http://modernstatisticswithr.com/regression.html#ethical-issues-in-regression-modelling
• http://modernstatisticswithr.com/survivalchapter.html
• http://modernstatisticswithr.com/survivalchapter.html#survival
• http://modernstatisticswithr.com/survivalchapter.html#visualising-survival
• http://modernstatisticswithr.com/survivalchapter.html#testing-for-group-differences
• http://modernstatisticswithr.com/survivalchapter.html#hazard-functions
• http://modernstatisticswithr.com/survivalchapter.html#regression-models
• http://modernstatisticswithr.com/survivalchapter.html#the-cox-proportional-hazards-model
• http://modernstatisticswithr.com/survivalchapter.html#repeated-observation-and-frailty-models
• http://modernstatisticswithr.com/survivalchapter.html#aft
• http://modernstatisticswithr.com/survivalchapter.html#competing-risks
• http://modernstatisticswithr.com/survivalchapter.html#recurrent-events
• http://modernstatisticswithr.com/survivalchapter.html#advanced-topics
• http://modernstatisticswithr.com/survivalchapter.html#multivariate-survival-analysis
• http://modernstatisticswithr.com/survivalchapter.html#bayesian-survival-analysis
• http://modernstatisticswithr.com/survivalchapter.html#power-estimates-for-the-logrank-test
• http://modernstatisticswithr.com/survivalchapter.html#left-censored-data-and-nondetects
• http://modernstatisticswithr.com/survivalchapter.html#estimation-1
• http://modernstatisticswithr.com/survivalchapter.html#tests-of-means
• http://modernstatisticswithr.com/survivalchapter.html#censored-regression
• http://modernstatisticswithr.com/sem.html
• http://modernstatisticswithr.com/sem.html#efa
• http://modernstatisticswithr.com/sem.html#running-a-factor-analysis
• http://modernstatisticswithr.com/sem.html#choosing-the-number-of-factors
• http://modernstatisticswithr.com/sem.html#lca
• http://modernstatisticswithr.com/sem.html#cfa
• http://modernstatisticswithr.com/sem.html#running-a-confirmatory-factor-analysis
• http://modernstatisticswithr.com/sem.html#plotting-path-diagrams
• http://modernstatisticswithr.com/sem.html#cfamodelfit
• http://modernstatisticswithr.com/sem.html#semmodels
• http://modernstatisticswithr.com/sem.html#fitting-a-sem
• http://modernstatisticswithr.com/sem.html#assessing-and-plotting-the-model
• http://modernstatisticswithr.com/sem.html#mediation
• http://modernstatisticswithr.com/sem.html#fitting-a-mediation-model
• http://modernstatisticswithr.com/sem.html#mediation-with-confounders
• http://modernstatisticswithr.com/sem.html#moderation
• http://modernstatisticswithr.com/sem.html#mediated-moderation-and-moderated-mediation
• http://modernstatisticswithr.com/mlchapter.html
• http://modernstatisticswithr.com/mlchapter.html#evaluating-predictive-models
• http://modernstatisticswithr.com/mlchapter.html#evaluating-regression-models
• http://modernstatisticswithr.com/mlchapter.html#test-training-splits
• http://modernstatisticswithr.com/mlchapter.html#loocv
• http://modernstatisticswithr.com/mlchapter.html#kfoldcv
• http://modernstatisticswithr.com/mlchapter.html#twinned-observations
• http://modernstatisticswithr.com/mlchapter.html#bootstrapping
• http://modernstatisticswithr.com/mlchapter.html#classifieraccuracy
• http://modernstatisticswithr.com/mlchapter.html#decisionboundaries
• http://modernstatisticswithr.com/mlchapter.html#ethical-issues-in-predictive-modelling
• http://modernstatisticswithr.com/mlchapter.html#modellingchallenges
• http://modernstatisticswithr.com/mlchapter.html#imbalanced
• http://modernstatisticswithr.com/mlchapter.html#varimportance
• http://modernstatisticswithr.com/mlchapter.html#extrapolation
• http://modernstatisticswithr.com/mlchapter.html#missing-data-and-imputation
• http://modernstatisticswithr.com/mlchapter.html#endless-waiting
• http://modernstatisticswithr.com/mlchapter.html#overfittingtestset
• http://modernstatisticswithr.com/mlchapter.html#regularised
• http://modernstatisticswithr.com/mlchapter.html#ridge-regression
• http://modernstatisticswithr.com/mlchapter.html#lasso
• http://modernstatisticswithr.com/mlchapter.html#elastic-net
• http://modernstatisticswithr.com/mlchapter.html#choosing-the-best-model
• http://modernstatisticswithr.com/mlchapter.html#regularised-mixed-models
• http://modernstatisticswithr.com/mlchapter.html#mlmethods
• http://modernstatisticswithr.com/mlchapter.html#decisiontrees
• http://modernstatisticswithr.com/mlchapter.html#randomforests
• http://modernstatisticswithr.com/mlchapter.html#boosted-trees
• http://modernstatisticswithr.com/mlchapter.html#model-trees
• http://modernstatisticswithr.com/mlchapter.html#discriminant-analysis
• http://modernstatisticswithr.com/mlchapter.html#support-vector-machines
• http://modernstatisticswithr.com/mlchapter.html#nearest-neighbours-classifiers
• http://modernstatisticswithr.com/mlchapter.html#tsforecast
• http://modernstatisticswithr.com/mlchapter.html#decomposition
• http://modernstatisticswithr.com/mlchapter.html#forecasting-using-arima-models
• http://modernstatisticswithr.com/mlchapter.html#deploying-models
• http://modernstatisticswithr.com/mlchapter.html#creating-apis-with-plumber
• http://modernstatisticswithr.com/mlchapter.html#different-types-of-output
• http://modernstatisticswithr.com/advancedchapter.html
• http://modernstatisticswithr.com/advancedchapter.html#moreonpackages
• http://modernstatisticswithr.com/advancedchapter.html#loading-and-auto-installing-packages
• http://modernstatisticswithr.com/advancedchapter.html#updating-r-and-your-packages
• http://modernstatisticswithr.com/advancedchapter.html#alternative-repositories
• http://modernstatisticswithr.com/advancedchapter.html#removing-packages
• http://modernstatisticswithr.com/advancedchapter.html#parallel
• http://modernstatisticswithr.com/advancedchapter.html#parallelising-for-loops
• http://modernstatisticswithr.com/advancedchapter.html#parallelising-functionals
• http://modernstatisticswithr.com/advancedchapter.html#linearalgebra
• http://modernstatisticswithr.com/advancedchapter.html#creating-matrices
• http://modernstatisticswithr.com/advancedchapter.html#sparse-matrices
• http://modernstatisticswithr.com/advancedchapter.html#matrix-operations
• http://modernstatisticswithr.com/advancedchapter.html#integration
• http://modernstatisticswithr.com/advancedchapter.html#integration-with-c
• http://modernstatisticswithr.com/advancedchapter.html#integration-with-python
• http://modernstatisticswithr.com/advancedchapter.html#integration-with-tensorflow-and-pytorch
• http://modernstatisticswithr.com/advancedchapter.html#integration-with-spark
• http://modernstatisticswithr.com/errorchapter.html
• http://modernstatisticswithr.com/errorchapter.html#debugging
• http://modernstatisticswithr.com/errorchapter.html#find-out-where-the-error-occured-with-traceback
• http://modernstatisticswithr.com/errorchapter.html#interactive-debugging-of-functions-with-debug
• http://modernstatisticswithr.com/errorchapter.html#investigate-the-environment-with-recover
• http://modernstatisticswithr.com/errorchapter.html#commonerrors
• http://modernstatisticswithr.com/errorchapter.html#section-1
• http://modernstatisticswithr.com/errorchapter.html#could-not-find-function
• http://modernstatisticswithr.com/errorchapter.html#object-not-found
• http://modernstatisticswithr.com/errorchapter.html#cannot-open-the-connection-and-no-such-file-or-directory
• http://modernstatisticswithr.com/errorchapter.html#invalid-description-argument
• http://modernstatisticswithr.com/errorchapter.html#missing-value-where-truefalse-needed
• http://modernstatisticswithr.com/errorchapter.html#unexpected-in-...
• http://modernstatisticswithr.com/errorchapter.html#attempt-to-apply-non-function
• http://modernstatisticswithr.com/errorchapter.html#undefined-columns-selected
• http://modernstatisticswithr.com/errorchapter.html#subscript-out-of-bounds
• http://modernstatisticswithr.com/errorchapter.html#object-of-type-closure-is-not-subsettable
• http://modernstatisticswithr.com/errorchapter.html#operator-is-invalid-for-atomic-vectors
• http://modernstatisticswithr.com/errorchapter.html#list-object-cannot-be-coerced-to-type-double
• http://modernstatisticswithr.com/errorchapter.html#arguments-imply-differing-number-of-rows
• http://modernstatisticswithr.com/errorchapter.html#non-numeric-argument-to-a-binary-operator
• http://modernstatisticswithr.com/errorchapter.html#non-numeric-argument-to-mathematical-function
• http://modernstatisticswithr.com/errorchapter.html#cannot-allocate-vector-of-size-...
• http://modernstatisticswithr.com/errorchapter.html#error-in-plot.new-figure-margins-too-large
• http://modernstatisticswithr.com/errorchapter.html#error-in-.call.graphicsc_palette2-.callc_palette2-null-invalid-graphics-state
• http://modernstatisticswithr.com/errorchapter.html#error-in-select...-unused-argument-...
• http://modernstatisticswithr.com/errorchapter.html#commonwarnings
• http://modernstatisticswithr.com/errorchapter.html#replacement-has-...-rows-...
• http://modernstatisticswithr.com/errorchapter.html#iferror
• http://modernstatisticswithr.com/errorchapter.html#number-of-items-to-replace-is-not-a-multiple-of-replacement-length
• http://modernstatisticswithr.com/errorchapter.html#longer-object-length-is-not-a-multiple-of-shorter-object-length
• http://modernstatisticswithr.com/errorchapter.html#nas-introduced-by-coercion
• http://modernstatisticswithr.com/errorchapter.html#package-is-not-available-for-r-version-x.x.x
• http://modernstatisticswithr.com/mathschap.html
• http://modernstatisticswithr.com/mathschap.html#bootstrapcimaths
• http://modernstatisticswithr.com/mathschap.html#confintequal
• http://modernstatisticswithr.com/mathschap.html#twotypesofpvalues
• http://modernstatisticswithr.com/mathschap.html#deviance
• http://modernstatisticswithr.com/mathschap.html#regreg
• http://modernstatisticswithr.com/references.html
• http://modernstatisticswithr.com/references.html#references1
• http://modernstatisticswithr.com/references.html#references2
• http://modernstatisticswithr.com/solutions.html
• http://modernstatisticswithr.com/solutions.html#solutionsch2
• http://modernstatisticswithr.com/solutions.html#solutionsch3
• http://modernstatisticswithr.com/solutions.html#solutionsch4
• http://modernstatisticswithr.com/solutions.html#ch5solutions
• http://modernstatisticswithr.com/solutions.html#ch6solutions
• http://modernstatisticswithr.com/solutions.html#ch7solutions
• http://modernstatisticswithr.com/solutions.html#ch7bsolutions
• http://modernstatisticswithr.com/solutions.html#survivalsolutions
• http://modernstatisticswithr.com/solutions.html#semsolutions
• http://modernstatisticswithr.com/solutions.html#ch8solutions
• http://modernstatisticswithr.com/#
• http://modernstatisticswithr.com/index.html#welcome
• The datasets used for the examples and the exercises can be downloaded here.

• Måns Thulin
• Printed copies
• this page

            Domain Name: MODERNSTATISTICSWITHR.COM
Registrar: Ascio Technologies, Inc. Danmark - Filial af Ascio technologies, Inc. USA
Domain Status: active
Creation Date: 2020-08-28T13:14:29Z
Registry Expiry Date: 2028-08-28T13:14:29Z
Updated Date: 2025-08-02T13:40:38Z
Name Server: NS1.DIGITALOCEAN.COM
Name Server: NS2.DIGITALOCEAN.COM
Name Server: NS3.DIGITALOCEAN.COM
REGISTRAR Contact: Ascio Technologies, Inc. Danmark - Filial af Ascio technologies, Inc. USA
>>> Last update of RDAP database: 2026-03-21T00:11:49Z         

			Sitemap: https://www.mansthulin.se/sitemap.xml
        

Τεχνικό SEO

SEO στη σελίδα

Περιεχόμενο και UX