Description: ICA is used to classify text in extension to the latent semantic indexing framework. ICA show to align the context grouping structure well in a human sense [1], thus can be used for unsupervised classification. The demonstration shows this on medical abstracts (MED dataset), that uses BIC to estimate the number of classes and produces keywords for each class. The icaML algorithm is used.
-ICA is used to classify text in extension to the latent semantic indexing framework. ICA show to align the context grouping structure well in a human sense [1], thus can be used for unsupervised classification. The demonstration shows this on medical abstracts (MED dataset), that uses BIC to estimate the number of classes and produces keywords for each class. The icaML algorithm is used. Platform: |
Size: 2495488 |
Author:海心 |
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Description: 用于文本语义分析的潜在语义分析算法LSA(Latent Semantic Analysis),包含详细的函数说明,原理分析及数据。相比原来版本的LSA,增加了文件demo.m以增加可视化效果,更有利于读者使用。--Semantic Analysis for Text of Latent Semantic Analysis Algorithm LSA (Latent Semantic Analysis), contains a detailed description, principles of function analysis and data. Run demo.m can see the visualization effect. Platform: |
Size: 186368 |
Author:Tang Ketan |
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Description: 用于文本分析和分类的pLSA(Probability Latent Semantic Analysis)的Matlab算法,含有测试数据及算法原理介绍。也可用于图像分析。相比原来的版本,增加了示例程序demo.m,以实现可视化效果,用户更容易使用和理解pLSA算法。-For text analysis and classification of pLSA (Probability Latent Semantic Analysis) of the Matlab algorithm with test data and algorithm theory description. Can also be used for image analysis. Compared to the original version, an increase of sample programs demo.m, to achieve the visual effect, the user can more easily use and understand the algorithm. Platform: |
Size: 302080 |
Author:Tang Ketan |
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Description: 该matlab代码实现了plsa算法。plsa全称是概率隐语义分析,是一个非常重要的隐语义分析模型。-This matlab code implements plsa algorithm, which is the short of probability latent semantic analysis and is a very important latent semantic analysis model. Platform: |
Size: 1024 |
Author: |
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Description: 潜在语义分析的一个matlab实现,用于理解原理的代码。-Latent Semantic Analysis of a matlab implementation, for understanding the principles of the code. Platform: |
Size: 52224 |
Author:MK |
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