Coordinate Descent Based Hierarchical Interactive Lasso Penalized Logistic Regression and Its Application to Classification Problems
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-12-16
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
We present the hierarchical interactive lasso penalized logistic regression using the coordinate descent algorithm based on the hierarchy theory and variables interactions.
We define the interaction model based on the geometric algebra and hierarchical constraint conditions and then use the coordinate descent algorithm to solve for the coefficients of the hierarchical interactive lasso model.
We provide the results of some experiments based on UCI datasets, Madelon datasets from NIPS2003, and daily activities of the elder.
The experimental results show that the variable interactions and hierarchy contribute significantly to the classification.
The hierarchical interactive lasso has the advantages of the lasso and interactive lasso.
American Psychological Association (APA)
Wang, Jin-Jia& Lu, Yang. 2014. Coordinate Descent Based Hierarchical Interactive Lasso Penalized Logistic Regression and Its Application to Classification Problems. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-1044266
Modern Language Association (MLA)
Wang, Jin-Jia& Lu, Yang. Coordinate Descent Based Hierarchical Interactive Lasso Penalized Logistic Regression and Its Application to Classification Problems. Mathematical Problems in Engineering No. 2014 (2014), pp.1-11.
https://search.emarefa.net/detail/BIM-1044266
American Medical Association (AMA)
Wang, Jin-Jia& Lu, Yang. Coordinate Descent Based Hierarchical Interactive Lasso Penalized Logistic Regression and Its Application to Classification Problems. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-1044266
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1044266