Robust support vector machine for high-dimensional imbalanced data
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Publication:5082626
DOI10.1080/03610918.2019.1586922zbMath1489.62185OpenAlexW2938119539WikidataQ128114036 ScholiaQ128114036MaRDI QIDQ5082626
Publication date: 21 June 2022
Published in: Communications in Statistics - Simulation and Computation (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1080/03610918.2019.1586922
Asymptotic properties of nonparametric inference (62G20) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)
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Cites Work
- Distance-Weighted Discrimination
- PCA consistency for the power spiked model in high-dimensional settings
- A distance-based, misclassification rate adjusted classifier for multiclass, high-dimensional data
- Some theory for Fisher's linear discriminant function, `naive Bayes', and some alternatives when there are many more variables than observations
- Distance-based classifier by data transformation for high-dimension, strongly spiked eigenvalue models
- Geometric insights into support vector machine behavior using the KKT conditions
- Support vector machine and its bias correction in high-dimension, low-sample-size settings
- Two-Stage Procedures for High-Dimensional Data
- Geometric Classifier for Multiclass, High-Dimensional Data
- Theoretical Measures of Relative Performance of Classifiers for High Dimensional Data with Small Sample Sizes
- Scale adjustments for classifiers in high-dimensional, low sample size settings
- Comparison of Discrimination Methods for the Classification of Tumors Using Gene Expression Data
- Weighted Distance Weighted Discrimination and Its Asymptotic Properties
- The maximal data piling direction for discrimination
- Geometric Representation of High Dimension, Low Sample Size Data
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