Machine Learning Topic

Machine Learning
Cluster: Research Methods
Research design and estimation techniques.
Tagged articles: 12

Aliases

adaptive learningclassificationcnnsconvolutional neural networksdeep learninggenerative modelslarge language modelspu learningrandom foreststatistical learning techniquessupervised classificationsupervised learningtransfer learning

Related in Research Methods

Bayesian Methods bootstrapping Causal Inference Cohort Analysis Comparative Analysis computational methods Conjoint Experiments Content Analysis counterfactuals crowdsourcing Difference-In-Differences Dyadic Analysis ecological inference Experimental Methods external validity Field Experiment Fixed Effects Focus Groups Forecasting Images-as-Data implicit association test Instrumental Variables Interviews item response theory Laboratory Experiment latent variables List Experiments listwise deletion Logistic Regression Machine Learning manipulation checks Matching Meta-Analysis Mixed Methods Monte Carlo Multilevel Modeling Multimethod Multiple Imputation Natural Experiment Network Analysis nonparametric methods Poststratification Preregistration qualitative analysis Qualitative Comparative Analysis random forests analysis Regression Discontinuity Replication Sensitivity Analysis Simulation Spatial Models Speech-as-Data Structural Models Survey Experiments Survival Analysis Synthetic Control Text Analysis Time Series Analysis Triple Difference

Articles Tagged "Machine Learning"

Improve Proportion Estimates From Text With Matching And Continuous Features
Machine Learning nonparametric methodstext features2023@Pol. An.Dataverse

How CNNs Read Handwritten Vote Tallies for Social Science Research
Images-as-Data Machine Learningvote tallieshandwriting2022@Pol. An.Dataverse

How to Balance Preferences and Predicted Outcomes in Refugee and School Assignments
Machine Learning Matching Refugeesschool choicestrategy-proofness2022@Pol. An.42 R files 2 datasets Dataverse

How a 'Binary Snowball' Method Boosts Precision in News Topic Coding
Machine Learningtext classificationComparative Agendasbinary classificationHungary2021@Pol. An.Dataverse

Material Actions Outweigh Words in Diplomatic Crises: A Signal Clarity Study
Germany Machine Learningcredibility2019@APSR 3 R files 23 datasets Dataverse

How Machine Learning Combines Forensic Tools to Spot Election Irregularities
Comparative Politics Election Fraud Machine Learningelectoral forensicsBART2015@Pol. An.17 R files 1 dataset Dataverse

Partisans Skip or Switch News When Coverage Turns Negative
Machine Learning Partisanship Selective Exposurenews sentimentonline traces2025@AJPS 9 R files 17 Datasets Dataverse

Pride Online, Violence Offline: The Proud Boys' Telegram Cycle
Machine LearningProud BoysTelegramCrisis Monitor2024@APSR 1 R file 3 Stata files 4 Datasets Dataverse

How Machine Learning Identifies Which Anti-Recidivism Policies Work in Colombia
Causal Inference Colombia Machine Learningensemblesrecidivism2016@Pol. An.13 R files 1 Stata file 4 Datasets Dataverse

PULSAR Teaches Machines to Read Human Rights Reports and Spot Judgments
Human Rights Machine Learning Text AnalysisPULSARAmnesty International2014@JHR Dataverse

When Algorithms Read Politics: Promise and Pitfalls of Text-as-Data
Machine Learning Text Analysisvalidationnatural language processingpolitical texts2013@Pol. An.Dataverse

Disputes Erupt More Often Under Democracies? New Data Challenges Prevailing Wisdom.
Machine LearningEthnic ConflictDemocratic Transitions2003@APSR 1 dataset Dataverse