Multivariate ADTrees are multivariate extensions to Alternating Decision Tree (ADTree). These variants are Fisher's ADTree, Sparse ADTree, and Regularized Logistic ADTree. Regularization techniques such as Ridge, Lasso, and Elastic Net are incorporated into ADTree, a special decision tree induced based on boosting algorithm.
View this link for more information: http://aue.erc.monash.edu.au/webMathematica/Asue/ADTree.jsp
Please cite the following papers if you use the toolbox in your work:
1. Sok H K, Ooi M P-L, Kuang Y C and Demidenko S 2016 Multivariate alternating decision trees Pattern Recognition 50 195-209
2. Sok H K, Ooi M P-L and Kuang Y C 2015 Sparse alternating decision tree Pattern Recognition Letters 60 57-64
引用格式
ZyUng (2025). Multivariate Alternating Decision Tree (https://ww2.mathworks.cn/matlabcentral/fileexchange/58182-multivariate-alternating-decision-tree), MATLAB Central File Exchange. 检索时间: .
MATLAB 版本兼容性
平台兼容性
Windows macOS Linux类别
- AI and Statistics > Statistics and Machine Learning Toolbox >
- AI and Statistics > Statistics and Machine Learning Toolbox > Classification >
标签
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!adtree package/adtree/ADTree_AdaBoost/
adtree package/adtree/ADTree_LogitBoost/
adtree package/adtree/adtree_adaboost/ADTree_Model/
adtree package/adtree/adtree_logitboost/LADTree_Model/
adtree package/spasm/
| 版本 | 已发布 | 发行说明 | |
|---|---|---|---|
| 1.0.0.0 | License file updated |
