特征选择是机器学习的一个重要领域,改代码是经典无监督特征选择算法LaplacianScore算法matlab代码,这里上传给大家下载,希望能对大家有所帮助
2019-12-21 19:29:02 3KB 机器学习 子空间学习 特征选择
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特征选择DF方法实现源代码 要求要先自行分好词 代码中有详细注释
2019-12-21 19:28:13 4KB 特征选择 DF 源代码 信息检索
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特征选择MATLAB,用于对高维特征进行降唯,深度学习也可用
2019-12-21 19:24:53 867B 特征选择 MATLAB
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n many data analysis tasks, one is often confronted with very high dimensional data. Feature selection techniques are designed to find the relevant feature subset of the original features which can facilitate clustering, classification and retrieval. The feature selection problem is essentially a combinatorial optimization problem which is computationally expensive. Traditional feature selection methods address this issue by selecting the top ranked features based on certain scores computed independently for each feature. These approaches neglect the possible correlation between different features and thus can not produce an optimal feature subset. Inspired from the recent developments on manifold learning and L1-regularized models for subset selection, we propose here a new approach, called {\em Multi-Cluster/Class Feature Selection} (MCFS), for feature selection. Specifically, we select those features such that the multi-cluster/class structure of the data can be best preserved. The corresponding optimization problem can be efficiently solved since it only involves a sparse eigen-problem and a L1-regularized least squares problem. It is important to note that MCFS can be applied in superised, unsupervised and semi-supervised cases. If you find these algoirthms useful, we appreciate it very much if you can cite our following works: Papers Deng Cai, Chiyuan Zhang, Xiaofei He, "Unsupervised Feature Selection for Multi-cluster Data", 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'10), July 2010. Bibtex source Xiaofei He, Deng Cai, and Partha Niyogi, "Laplacian Score for Feature Selection", Advances in Neural Information Processing Systems 18 (NIPS'05), Vancouver, Canada, 2005 Bibtex source
2019-12-21 19:22:32 5KB featur
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基于特征的互信息计算,互信息配准的MATLAB程序代码!
2019-12-21 18:50:48 675KB matlab 特征选择 互信息
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reliefF算法及其源码,c语言~~~~~~~~~~~~~~~~~
2019-12-21 18:47:48 669KB reliefF 特征选择
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