首頁外文書人文科普 〉Outlier Analysis (2 Ed.)
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Outlier Analysis (2 Ed.)

Outlier Analysis (2 Ed.)


作者  /  Charu C. Aggarwal

出版社 / SPRINGER VERLAG

出版日期 / 2016/12/12

商品語言 / 英文

裝訂 / 精裝

定價 / NT$3,600

售價 / NT$ 3,600 ※ 特價商品,不再折扣

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Outlier Analysis (2 Ed.) 其它優惠/消息


introduction all_character


內容簡介

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 methods, 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.







詳細資料

誠品26碼 /2681435879003
ISBN 13 /9783319475776
ISBN 10 /3319475770
EAN /9783319475776

頁數466
尺寸25.4X17.8CM
裝訂精裝
級別
語言英文
成份




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