Multimedia Data Mining: A Systematic Introduction to Concepts and Theory
暫譯: 多媒體資料探勘:概念與理論的系統性介紹

Zhang, Zhongfei, Zhang, Ruofei

  • 出版商: CRC
  • 出版日期: 2019-10-18
  • 售價: $3,090
  • 貴賓價: 9.5$2,936
  • 語言: 英文
  • 頁數: 320
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0367386275
  • ISBN-13: 9780367386276
  • 相關分類: Data-mining
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Collecting the latest developments in the field, Multimedia Data Mining: A Systematic Introduction to Concepts and Theory defines multimedia data mining, its theory, and its applications. Two of the most active researchers in multimedia data mining explore how this young area has rapidly developed in recent years.





The book first discusses the theoretical foundations of multimedia data mining, presenting commonly used feature representation, knowledge representation, statistical learning, and soft computing techniques. It then provides application examples that showcase the great potential of multimedia data mining technologies. In this part, the authors show how to develop a semantic repository training method and a concept discovery method in an imagery database. They demonstrate how knowledge discovery helps achieve the goal of imagery annotation. The authors also describe an effective solution to large-scale video search, along with an application of audio data classification and categorization.





This novel, self-contained book examines how the merging of multimedia and data mining research can promote the understanding and advance the development of knowledge discovery in multimedia data.

商品描述(中文翻譯)

收集該領域的最新發展,《多媒體資料探勘:概念與理論的系統介紹 定義了多媒體資料探勘、其理論及應用。兩位在多媒體資料探勘領域最活躍的研究者探討了這個年輕領域在近年來如何迅速發展。

本書首先討論多媒體資料探勘的理論基礎,介紹常用的特徵表示、知識表示、統計學習及軟計算技術。接著提供應用範例,展示多媒體資料探勘技術的巨大潛力。在這部分,作者展示了如何在影像資料庫中開發語意庫訓練方法和概念發現方法。他們演示了知識發現如何幫助實現影像標註的目標。作者還描述了一個有效的大規模視頻搜尋解決方案,以及音頻資料分類和類別化的應用。

這本新穎且自成一體的書籍探討了多媒體與資料探勘研究的融合如何促進對多媒體資料中知識發現的理解和發展。

最後瀏覽商品 (20)