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| [[CategoryMathematics|Mathematics]] applied to data. Generally, all pages on descriptive statistics will be found here. |
A branch of [[CategoryMathematics|mathematics]]. |
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| * [[Statistics/CovarianceMatrices|Covariance Matrices]] | |
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| * [[Statistics/Logit|Logit]] | |
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| * [[Statistics/FDistribution|F]] | |
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| * [[Statistic/StudentsTDistribution|Student's t]] | |
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| * [[Statistics/SobelTest|Sobel test]] | |
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| * [[Statistics/PostStratification|Post-Stratification]] | * [[Statistics/SimpleRandomSample|Simple random sample]] |
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| * [[Statistics/SurveySampling|Survey Sampling]] | |
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| * SurveyWeights |
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| * [[Statistics/StandardError|Standard Error]] |
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| * [[Statistics/BayesianHierarchicalModel|Bayesian Hierarchical Model]] | |
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| * [[Statistics/Exogeneity|Exogeneity]] | * [[Statistics/FixedEffectsModel|Fixed effects Model]] |
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| * [[Statistics/Homoskedasticity|Homoskedasticity]] | * [[Statistics/Lasso|Lasso]] |
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| * [[Statistics/PostStratification|Post-Stratification]] * [[Statistics/StandardErrors|Standard errors]] * [[Statistics/StructuralEquationModeling|Structural Equation Modeling]] |
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| == Non-parametric Modeling == | |
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| * [[Statistics/Bagging|Bagging]] * [[Statistics/DecisionTrees|Decision trees]] * [[Statistics/GradientBoosting|Gradient Boosting]] * [[Statistics/RandomForest|Random forest]] * [[Statistics/SupportVectorMachines|Support-Vector Machines]] |
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| == Surveying == | == Analysis == * [[Statistics/FactorAnalysis|Factor analysis]] * [[Statistics/MediationAnalysis|Mediation analysis]] == Survey Analysis == |
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| * SurveyError | |
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| * SurveyNonResponse | * [[Statistics/MarginOfError|Margin of Error]] * [[Statistics/NonResponseBias|Non-response Bias]] |
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| * SurveyQualitativeCoding | * [[Statistics/QualitativeCoding|Qualitative Coding]] |
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| * [[Statistics/SurveyWeights|Survey Weights]] * [[Statistics/UnequalWeightingAndDesignEffects|Unequal Weighting and Design Effects]] |
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| == Natural Language Processing == | |
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| * [[Statistics/BagOfWordsModel|Bag of Words Model]] * [[Statistics/NaturalLanguageProcessingDataPreparation|NLP data preparation]] * [[Statistics/WordEmbedding|Word Embedding]] * [[Statistics/RecursiveSequencing|Recursive Sequencing]] * [[Statistics/TopicModel|Topic Model]] * [[Statistics/SentimentAnalysis|Sentiment Analysis]] * [[Statistics/TextClassification|Text Classification]] |
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| * [[TheEffectOfWeightTrimmingOnNonlinearSurveyEstimates|The Effect of Weight Trimming on Nonlinear Survey Estimates]], Frank J. Potter, 1993 | |
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| * [[SamplingWeightsAndRegressionAnalysis|Sampling Weights and Regression Analysis]], Christopher Winship and Larry Radbill, 1994 * [[ImprovingOnProbabilityWeightingForHouseholdSize|Improving on Probability Weighting for Household Size]], Andrew Gelman and Thomas C. Little, 1998 * [[StatisticalModelingTheTwoCultures|Statistical Modeling: The Two Cultures]], Leo Breiman, 2001 |
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| * [[StrugglesWithSurveyWeightingAndRegressionModeling|Struggles with Survey Weighting and Regression Modeling]], Andrew Gelman, 2007 | |
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| * [[HowRobustStandardErrorsExposeMethodologicalProblemsTheyDoNotFix|How Robust Standard Errors Expose Methodological Problems They Do Not Fix, and What to Do About It]], Gary King and Margaret E. Roberts, 2015 * [[SamplingBasedVsDesignBasedUncertaintyInRegressionAnalysis|Sampling-based vs. Design-based Uncertainty in Regression Analysis]]; Alberto Abadie, Susan Athey, Guido W. Imbens, and Jeffrey M. Wooldridge; 2017 * [[WhenShouldYouAdjustStandardErrorsForClustering|When Should You Adjust Standard Errors for Clustering?]]; Alberto Abadie, Susan Athey, Guido W. Imbens, and Jeffrey M. Wooldridge; 2017 |
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| * [[TheIndependentContractorWorkforce|The Independent Contractor Workforce: New Evidence on Its Size and Composition and Ways to Improve Its Measurement in Household Surveys]]; Katharine G. Abraham, Brad J. Hershbein, Susan N. Houseman, and Beth C. Truesdale; 2023 * [[SurveysOfConsumersTechnicalReport|Surveys of Consumers Technical Report: Technical Documentation for the 2024 Methodological Transition to Web Surveys]], 2024 * [[TheEffectOfOnlineInterviewsOnTheUniversityOfMichiganSurveyOfConsumerSentiment|The effect of online interviews on the University of Michigan Survey of Consumer Sentiment]], Ryan Cummings and Ernie Tedeschi, 2024 * [[MeasurementErrorWhenSurveyingIssuePositions|Measurement error when surveying issue positions: a MultiTrait MultiError approach]]; Kim Backström, Alexandru Cernat, Rasmus Sirén, and Peter Söderlund; 2025 |
Statistics
A branch of mathematics.
Foundations
Probability
Probability Distributions
Probability Tests
Samples
Prediction
Modeling
Non-parametric Modeling
Analysis
Survey Analysis
Natural Language Processing
Reading Notes
Measurement Error Models, Wayne A. Fuller, 1987
The Effect of Weight Trimming on Nonlinear Survey Estimates, Frank J. Potter, 1993
Evidence on the Validity of Cross-sectional and Longitudinal Labor Market Data, John Bound, Charles Brown, Greg J. Duncan, and Willard L. Rodgers, 1994
Sampling Weights and Regression Analysis, Christopher Winship and Larry Radbill, 1994
Improving on Probability Weighting for Household Size, Andrew Gelman and Thomas C. Little, 1998
Statistical Modeling: The Two Cultures, Leo Breiman, 2001
Ascertaining the validity of individual protocols from Web-based personality inventories, John A. Johnson, 2004
Struggles with Survey Weighting and Regression Modeling, Andrew Gelman, 2007
Identifying Careless Responses in Survey Data, Andrew Meade, S. Bartholomew Craig, 2012
Estimating Measurement Error in Annual Job Earnings, John M. Abowd and Martha H. Stinson, 2013
How Robust Standard Errors Expose Methodological Problems They Do Not Fix, and What to Do About It, Gary King and Margaret E. Roberts, 2015
Sampling-based vs. Design-based Uncertainty in Regression Analysis; Alberto Abadie, Susan Athey, Guido W. Imbens, and Jeffrey M. Wooldridge; 2017
When Should You Adjust Standard Errors for Clustering?; Alberto Abadie, Susan Athey, Guido W. Imbens, and Jeffrey M. Wooldridge; 2017
Regression and Other Stories, Andrew Gelman, Jennifer Hill, and Aki Vehtari, 2020
The Independent Contractor Workforce: New Evidence on Its Size and Composition and Ways to Improve Its Measurement in Household Surveys; Katharine G. Abraham, Brad J. Hershbein, Susan N. Houseman, and Beth C. Truesdale; 2023
The effect of online interviews on the University of Michigan Survey of Consumer Sentiment, Ryan Cummings and Ernie Tedeschi, 2024
Measurement error when surveying issue positions: a MultiTrait MultiError approach; Kim Backström, Alexandru Cernat, Rasmus Sirén, and Peter Söderlund; 2025