Machine Learning for Text免积分下载

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免积分下载地址：https://xiaoding.pipipan.com/fs/1927055-241730753

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免积分下载地址：https://xiaoding.pipipan.com/fs/1927055-241730753 更多免积分电子书，请关注我的简书主页：https://www.jianshu.com/u/3a2d89402aca

一篇介绍变分法在机器学习中的应用的文章。

异常检测，第二版 This book provides comprehensive coverage of the field of outlier analysis from a computer science point of view. It integrates methods from data mining, machine learning, and statistics within the computational framework and therefore appeals to multiple communities. The chapters of this book can be organized into three categories:, Basic algorithms: Chapters 1 through 7 discuss the fundamental algorithms for outlier analysis, including probabilistic and statistical methods, linear methods, proximity-based met hods, high-dimensional (subspace) methods, ensemble methods, and supervised methods.Domain-specific methods: Chapters 8 through 12 discuss outlier detection algorithms for various domains of data, such as text, categorical data, time-series data, discrete sequence data, spatial data, and network data.Applications: Chapter 13 is devoted to various applications of outlier analysis. Some guidance is also provided for the practitioner., The second edition of this book is more detailed and is written to appeal to both researchers and practitioners. Significant new material has been added on topics such as kernel methods, one-class support-vector machines, matrix factorization, neural networks, outlier ensembles, time-series methods, and subspace methods. It is written as a textbook and can be used for classroom teaching.

SmileMiner是一个包含各种现有的机器学习算法的Java库。主要组件包括：mile 机器学习的核心库SmileMath 数学函数、排序、随机数生成器、最优化、线性代数、统计分布、假设检验SmileData Parsers for arff, libsvm, delimited text, sparse matrix, microarray gene expression data.SmileGraph 邻接表和矩阵图算法SmileInterpolation 一维和二维插值SmileNLP Natural Language Processing.SmilePlot 基于Swing的可视化库标签：smile

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