Data Science

Data science is an academic discipline that integrates statistical, computational, and domain-specific methods to systematically extract, analyze, and interpret actionable knowledge from data.

81.5K

Publications

6.1M

Citations

176.9K

Authors

15.1K

Institutions

Publications per year

2017–2026

41.2K

Variants

Data Sciences

Parents

Computing

Children

Bayesian Data AnalysisBig Data AnalyticsCausal InferenceData EngineeringData EthicsData MiningData VisualizationDatabasesExperimental DesignFeature Engineering

Publications

81.5K

XGBoost

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

Multivariate Data Analysis.

H. Herne, William W. Cooley, Paul R. Lohnes · Journal of the Royal Statistical Society Series A (General) · 1973 · 35.9K citations

Natural Sciences, Data Science, Categorical Data Analysis +13

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

Computing, Data Science, Visualization +13

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

1–5 of 81.5K

Authors

176.9K

PS
Philip S. Yu
University of Illinois Chicago, United States
163 publications · 16.5K citations
65
h-index
FH
Francisco Herrera
Universidad de Granada, Spain
108 publications · 15.8K citations
61
h-index
FN
Feiping Nie
Northwestern Polytechnical University, China
107 publications · 11.3K citations
51
h-index
WP
Witold Pedrycz
University of Alberta, Canada
134 publications · 9.4K citations
50
h-index
JH
Jiawei Han
University of Illinois Urbana-Champaign, United States
83 publications · 11.1K citations
49
h-index

1–5 of 176.9K

Institutions

15.1K

1–8 of 15.1K

Venues

Expert Systems with Applications
1.5K publications · 113.4K citations
153
h-index
arXiv (Cornell University)
Repository · 2.6K publications · 174.2K citations
152
h-index
Journal of the American Statistical Association
536 publications · 142.9K citations
146
h-index
IEEE Transactions on Knowledge and Data Engineering
TKDE · 534 publications · 67.5K citations
118
h-index
Information Sciences
903 publications · 65.7K citations
115
h-index

1–5

See also Data Science
Core Methods	Machine Learning Data Mining Predictive Analytics Natural Language Processing Signal Processing Classification Supervised Learning Sentiment Analysis Data Visualization Statistical Modeling Unsupervised Learning Cluster Analysis Ensemble Learning Association Rule Learning Regression Optimization Data Cleaning Data Preprocessing Text Analytics Multivariate Statistics Descriptive Statistics A/b Testing Inferential Statistics Spatial Analysis
Applications	Social Sciences Medicine Business Intelligence Marketing Geographic Information Systems Humanities Public Health Surveillance
Evaluation	Cross-validation Bootstrap Methods Model Evaluation Mean Absolute Error K-fold Cross-validation Mean Squared Error Accuracy Precision Recall Elections Area Under The Receiver Operating Characteristic Curve Holdout Evaluation
Ethical Issues	Data Privacy Algorithmic Bias Data Governance Explainable Artificial Intelligence Data Ownership Accountability Data Auditing Consent Fairness In Machine Learning
Data Pipeline	Data Integration Dimensionality Reduction Feature Engineering Data Preparation Data Warehousing Data Acquisition Data Provenance Data Validation Data Cleaning Data Transformation Data Profiling Data Storage Systems Data Pipeline Orchestration Extract, Transform, Load