Predictive Analytics

Predictive analytics is a quantitative discipline within data science that applies statistical algorithms and machine learning to historical data to estimate the likelihood of future outcomes.

33.2K

Publications

2.2M

Citations

98.5K

Authors

11.3K

Institutions

Publications per year

2017–2026

20.7K

Parents

Business AnalyticsData Science

Children

Anomaly DetectionClassificationCredit ScoringCustomer Churn PredictionData PreparationData PreprocessingDecision TreesDimensionality ReductionEnsemble LearningEnsemble Methods

Publications

33.2K

"Why Should I Trust You?"

Marco Túlio Ribeiro, Sameer Singh, Carlos Guestrin · 2016 · 15.2K citations

Computing, Computer Science, Data Science +11

mice: Multivariate Imputation by Chained Equations inR

Stef van Buuren, Karin Groothuis‐Oudshoorn · Journal of Statistical Software · 2011 · 13.6K citations · Full text

Public Health, Biostatistics, Computational Biology +13

On a Method to Measure Supervised Multiclass Model’s Interpretability: Application to Degradation Diagnosis (Short Paper)

Dagstuhl Research Online Publication Server · 2024 · 13.3K citations · Full text

Computing, Computer Science, Data Science +17

Building Predictive Models in R Using the caret Package

Max Kühn · Journal of Statistical Software · 2008 · 9.3K citations · Full text

Computing, Data Science, Computational Chemistry +15

A Unified Approach to Interpreting Model Predictions

Scott Lundberg, Su‐In Lee · arXiv (Cornell University) · 2017 · 7.6K citations · Full text

Computing, Computer Science, Data Science +17

1–5 of 33.2K

Authors

98.5K

EW
Ewout W. Steyerberg
Erasmus MC, Netherlands
46 publications · 22.6K citations
39
h-index
BB
Bart Baesens
KU Leuven, Belgium
48 publications · 7.7K citations
35
h-index
DV
Dirk Van den Poel
Ghent University, Belgium
35 publications · 3.5K citations
28
h-index
HL
Hui Li
Zhejiang Normal University, China
37 publications · 3K citations
27
h-index
PS
Philip S. Yu
University of Illinois Chicago, United States
38 publications · 3.9K citations
27
h-index

1–5 of 98.5K

Institutions

11.3K

1–8 of 11.3K

Venues

Expert Systems with Applications
620 publications · 64.4K citations
127
h-index
arXiv (Cornell University)
Repository · 852 publications · 66.1K citations
97
h-index
IEEE Access
534 publications · 32K citations
89
h-index
Energy
218 publications · 18.9K citations
76
h-index
Applied Energy
162 publications · 18K citations
74
h-index

1–5

See also Predictive Analytics
Core Methods	Deep Learning Text Mining Bayesian Inference Causal Inference Anomaly Detection Ensemble Methods Neural Networks Support Vector Machines Decision Trees Time Series Analysis Regression Random Forests Association Rule Learning Multilevel Regression Linear Mixed Models Clustering Structural Equations
Applications	Finance Demand Forecasting Marketing Predictive Maintenance Weather Forecasting Risk Assessment Student Retention Supply Chain Optimization Customer Churn Prediction Customer Relationship Management Epidemic Forecasting Retail Analytics
Evaluation	Cross-validation Bootstrap Methods Mean Absolute Error K-fold Cross-validation Mean Squared Error Prospective Validation Accuracy Precision Recall Elections Area Under The Receiver Operating Characteristic Curve
Limitations	Data Privacy Algorithmic Bias Model Interpretability Data Quality Overfitting
Data Preparation	Feature Selection Feature Engineering Data Integration Outlier Detection Principal Component Analysis Feature Extraction Data Reduction Data Normalization Data Cleaning Standardization Noise Filtering Categorical Encoding