2,135
Views
26
CrossRef citations to date
0
Altmetric
Theory and Methods

Feature Augmentation via Nonparametrics and Selection (FANS) in High-Dimensional Classification

Pages 275-287 | Received 01 Dec 2013, Published online: 05 May 2016

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (3)

Youssef Anzarmou & Abdallah Mkhadri. (2024) Classification in high dimension with an Alternative Feature Augmentation via Nonparametrics and Selection (AFANS). Communications in Statistics - Simulation and Computation 53:1, pages 476-498.
Read now
Xuanjie Deng & Siyang Wang. (2023) A two-stage framework for credit scoring based on feature augmentation and dimension reduction. Communications in Statistics - Simulation and Computation 0:0, pages 1-13.
Read now
Qiying Wu, Huiwen Wang & Shanshan Wang. (2022) An efficient approach for discriminant analysis based on adaptive feature augmentation. Journal of Statistical Computation and Simulation 92:16, pages 3414-3429.
Read now

Articles from other publishers (23)

Shan Lu, Wenjing Wang & Rong Guan. (2024) Kent feature embedding for classification of compositional data with zeros. Statistics and Computing 34:2.
Crossref
Hana Lee, Yumou Qiu, Alicia Carriquiry & Danica Ommen. (2024) Density-based matching rule: Optimality, estimation, and application in forensic problems. The Annals of Applied Statistics 18:1.
Crossref
Degui Li. (2024) Estimation of Large Dynamic Covariance Matrices: A Selective Review. Econometrics and Statistics 29, pages 16-30.
Crossref
Zaoli Yang, Weijian Zhang, Chunjia Han, Yuchen Li, Mu Yang & Petros Ieromonachou. (2023) A semisupervised classification algorithm combining noise learning theory and a disagreement cotraining framework. Information Sciences 622, pages 889-902.
Crossref
Fang Fang, Jialiang Li & Xiaochao Xia. (2022) Semiparametric model averaging prediction for dichotomous response. Journal of Econometrics 229:2, pages 219-245.
Crossref
Jianan Zhu & Yang Feng. (2021) Super RaSE: Super Random Subspace Ensemble Classification. Journal of Risk and Financial Management 14:12, pages 612.
Crossref
Huihui Li, Guihua Wen, Xiping Jia, Zhiyong Lin, Huimin Zhao & Xiangling Xiao. (2021) Augmenting features by relative transformation for small data. Knowledge-Based Systems 225, pages 107121.
Crossref
Jie Gu & Shan Lu. (2021) An effective intrusion detection approach using SVM with naïve Bayes feature embedding. Computers & Security 103, pages 102158.
Crossref
K. Umamaheswari, Subbiah Janakiraman & K. Chandraprabha. (2021) Multilevel Hybrid Firefly-Based Bayesian Classifier for Intrusion Detection in Huge Imbalanced Data. Journal of Testing and Evaluation 49:1, pages 525-536.
Crossref
Jie Gu, Bin Cui & Shan Lu. (2021) A classification framework for multivariate compositional data with Dirichlet feature embedding. Knowledge-Based Systems 212, pages 106614.
Crossref
Yufei Wu & Guan Yu. (2020) Weighted linear programming discriminant analysis for high‐dimensional binary classification. Statistical Analysis and Data Mining: The ASA Data Science Journal 13:5, pages 437-450.
Crossref
David A. Pritchard & Yufeng Liu. (2020) Composite quantile‐based classifiers. Statistical Analysis and Data Mining: The ASA Data Science Journal 13:4, pages 337-353.
Crossref
Ying Sheng & Qihua Wang. (2020) Model-free feature screening for ultrahigh dimensional classification. Journal of Multivariate Analysis 178, pages 104618.
Crossref
Ying Sheng & Qihua Wang. (2020) Conditional probability estimation based classification with class label missing at random. Journal of Multivariate Analysis 176, pages 104566.
Crossref
Jie Gu. 2020. Cyber Security. Cyber Security 133 140 .
Jia Chen, Degui Li & Oliver Linton. (2019) A new semiparametric estimation approach for large dynamic covariance matrices with multiple conditioning variables. Journal of Econometrics 212:1, pages 155-176.
Crossref
Jie Gu, Lihong Wang, Huiwen Wang & Shanshan Wang. (2019) A novel approach to intrusion detection using SVM ensemble with feature augmentation. Computers & Security 86, pages 53-62.
Crossref
Hui Zou. (2018) Classification with high dimensional features. WIREs Computational Statistics 11:1.
Crossref
W. Shi & J. Jiang. (2017) Principal Component Analysis Based on Marginal Density Ratios. Journal of Testing and Evaluation 46:3, pages 1168-1174.
Crossref
Danyang Huang, Guoyu Guan, Jing Zhou & Hansheng Wang. (2017) Network-based naive Bayes model for social network. Science China Mathematics 61:4, pages 627-640.
Crossref
Huiwen Wang, Jie Gu & Shanshan Wang. (2017) An effective intrusion detection framework based on SVM with feature augmentation. Knowledge-Based Systems 136, pages 130-139.
Crossref
Jiadong Ji, Di He, Yang Feng, Yong He, Fuzhong Xue & Lei Xie. (2017) JDINAC: joint density-based non-parametric differential interaction network analysis and classification using high-dimensional sparse omics data. Bioinformatics 33:19, pages 3080-3087.
Crossref
Jia Chen, Degui Li & Oliver B. Linton. (2018) A New Semiparametric Estimation Approach of Large Dynamic Covariance Matrices with Multiple Conditioning Variables. SSRN Electronic Journal.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.