The Problem of Overfitting
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Summary
The focus is on regression problems, which are those in which one of the measures, the dependent Variable, is of special interest, and the authors wish to explore its relationship with the other variables.
- Type
- article
- Published
- 2004-05-11
- Cited by
- 2,566
- References
- 12
- OpenAlex
- https://openalex.org/W2213612645
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:12440383
Keywords
Overfitting, Altmetrics, Citation, Computer science, Icon
References
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- Structure-activity relationships of antifilarial antimycin analogues: a multivariate pattern recognition study.
- The Elements of Statistical Learning
- A Statistical View of Some Chemometrics Regression Tools
- Inflation of R 2 in Best Subset Regression
- Applied Regression Including Computing and Graphics
- A Fuzzy ARTMAP Based on Quantitative Structure-Property Relationships (QSPRs) for Predicting Aqueous Solubility of Organic Compounds
- The jackknife, the bootstrap, and other resampling plans
- Methods for statistical data analysis of multivariate observations
- Methods for Statistical Data Analysis of Multivariate Observations
- Methods for Statistical Data Analysis of Multivariate Observations.
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- Machine Learning in Drug Discovery and Development Part 1: A Primer
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- Multi-Use Management in the Atchafalaya River Basin: Research at the Confluence of Public Policy and Ecosystem Science
- Developmental toxicity prediction.
- Signature Molecular Descriptor: Advanced Applications
- The Diamond Model of Intrusion Analysis
- Spark-based Application for Abnormal Log Detection
- Credit Scoring Using Machine Learning
- Optimisation combinatoire pour la sélection de variables en régression en grande dimension : Application en génétique animale. (Combinatorial optimization for variable selection in high dimensional regression: Application in animal genetic)
- Simulation and the Problem of Simplification
- Centennial Simulation of wind power output through soft computing algorithms
- STRUCTURE VERSUS BIOLOGICAL ROLE OF SUBSTITUTED THIADIAZOLE- AND THIADIAZOLINE- DISULFONAMIDES
- Structure and Kinetics of the PTEN Tumor Suppressor: Investigation of Solution and Membrane-Associated States
- A Comparative Study of Reservoir Computing for Temporal Signal Processing
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