首頁外文書人文科普 〉Data Classification: Algorithms and Applications
商品訊息
作者書籍
Data Classification: Algorithms and Applications

Data Classification: Algorithms and Applications


作者  /  Charu C. Aggarwal/ Ed.

出版社 / CRC Press

出版日期 / 2014/07/25

商品語言 / 英文

裝訂 / 精裝

定價 / NT$3,520

售價 / 9折, NT$ 3,168

※ 無庫存


Data Classification: Algorithms and Applications 其它優惠/消息


introduction all_character


內容簡介

Comprehensive Coverage of the Entire Area of Classification

Research on the problem of classification tends to be fragmented across such areas as pattern recognition, database, data mining, and machine learning. Addressing the work of these different communities in a unified way, Data Classification: Algorithms and Applications explores the underlying algorithms of classification as well as applications of classification in a variety of problem domains, including text, multimedia, social network, and biological data.

This comprehensive book focuses on three primary aspects of data classification:

  • Methods: The book first describes common techniques used for classification, including probabilistic methods, decision trees, rule-based methods, instance-based methods, support vector machine methods, and neural networks.
  • Domains: The book then examines specific methods used for data domains such as multimedia, text, time-series, network, discrete sequence, and uncertain data. It also covers large data sets and data streams due to the recent importance of the big data paradigm.
  • Variations: The book concludes with insight on variations of the classification process. It discusses ensembles, rare-class learning, distance function learning, active learning, visual learning, transfer learning, and semi-supervised learning as well as evaluation aspects of classifiers.







詳細資料

誠品26碼 /2681435861008
ISBN 13 /9781466586741
ISBN 10 /1466586745
EAN /9781466586741

頁數707
尺寸25.6X18CM
裝訂精裝
級別
語言英文
成份




Share/Save/Bookmark

查看全台書店有無此商品