Big Data Analytics for Large-Scale Multimedia Search
暫譯: 大數據分析於大規模多媒體搜尋
Stefanos Vrochidis (Editor), Benoit Huet (Editor), Edward Y. Chang (Editor), Ioannis Kompatsiaris (Editor)
- 出版商: Wiley
- 出版日期: 2019-05-28
- 售價: $1,600
- 貴賓價: 9.8 折 $1,568
- 語言: 英文
- 頁數: 408
- 裝訂: Hardcover
- ISBN: 1119376971
- ISBN-13: 9781119376972
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相關分類:
大數據 Big-data、Data Science
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商品描述
A timely overview of cutting edge technologies for multimedia retrieval with a special emphasis on scalability
The amount of multimedia data available every day is enormous and is growing at an exponential rate, creating a great need for new and more efficient approaches for large scale multimedia search. This book addresses that need, covering the area of multimedia retrieval and placing a special emphasis on scalability. It reports the recent works in large scale multimedia search, including research methods and applications, and is structured so that readers with basic knowledge can grasp the core message while still allowing experts and specialists to drill further down into the analytical sections.
Big Data Analytics for Large-Scale Multimedia Search covers: representation learning, concept and event-based video search in large collections; big data multimedia mining, large scale video understanding, big multimedia data fusion, large-scale social multimedia analysis, privacy and audiovisual content, data storage and management for big multimedia, large scale multimedia search, multimedia tagging using deep learning, interactive interfaces for big multimedia and medical decision support applications using large multimodal data.
- Addresses the area of multimedia retrieval and pays close attention to the issue of scalability
- Presents problem driven techniques with solutions that are demonstrated through realistic case studies and user scenarios
- Includes tables, illustrations, and figures
- Offers a Wiley-hosted BCS that features links to open source algorithms, data sets and tools
Big Data Analytics for Large-Scale Multimedia Search is an excellent book for academics, industrial researchers, and developers interested in big multimedia data search retrieval. It will also appeal to consultants in computer science problems and professionals in the multimedia industry.
商品描述(中文翻譯)
針對多媒體檢索前沿技術的及時概述,特別強調可擴展性
每天可用的多媒體數據量巨大,並以指數速度增長,這對於大規模多媒體搜索提出了對新穎且更高效方法的迫切需求。本書針對這一需求,涵蓋了多媒體檢索領域,並特別強調可擴展性。它報告了大規模多媒體搜索的最新研究成果,包括研究方法和應用,並以結構化的方式呈現,使具備基本知識的讀者能夠掌握核心信息,同時也讓專家和專業人士能深入分析部分內容。
大數據分析與大規模多媒體搜索 涵蓋了:表示學習、基於概念和事件的大型視頻搜索;大數據多媒體挖掘、大規模視頻理解、大型多媒體數據融合、大規模社交多媒體分析、隱私與視聽內容、大型多媒體的數據存儲與管理、大規模多媒體搜索、使用深度學習的多媒體標記、針對大型多媒體的互動界面以及使用大型多模態數據的醫療決策支持應用。
- 針對多媒體檢索領域,密切關注可擴展性問題
- 提出以問題為驅動的技術,並通過現實案例研究和用戶場景展示解決方案
- 包含表格、插圖和圖形
- 提供由Wiley主辦的BCS,包含開源算法、數據集和工具的鏈接
大數據分析與大規模多媒體搜索 是一本優秀的書籍,適合對大多媒體數據搜索檢索感興趣的學術界、工業研究人員和開發者。它也將吸引計算機科學問題的顧問和多媒體行業的專業人士。