Compressed Sensing for Privacy-Preserving Data Processing (SpringerBriefs in Electrical and Computer Engineering)
暫譯: 隱私保護數據處理的壓縮感知(電機與計算機工程系列簡報)
Matteo Testa
- 出版商: Springer
- 出版日期: 2018-09-11
- 售價: $2,410
- 貴賓價: 9.5 折 $2,290
- 語言: 英文
- 頁數: 100
- 裝訂: Paperback
- ISBN: 9811322783
- ISBN-13: 9789811322785
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商品描述
The objective of this book is to provide the reader with a comprehensive survey of the topic compressed sensing in information retrieval and signal detection with privacy preserving functionality without compromising the performance of the embedding in terms of accuracy or computational efficiency. The reader is guided in exploring the topic by first establishing a shared knowledge about compressed sensing and how it is used nowadays. Then, clear models and definitions for its use as a cryptosystem and a privacy-preserving embedding are laid down, before tackling state-of-the-art results for both applications. The reader will conclude the book having learned that the current results in terms of security of compressed techniques allow it to be a very promising solution to many practical problems of interest. The book caters to a broad audience among researchers, scientists, or engineers with very diverse backgrounds, having interests in security, cryptography and privacy in information retrieval systems. Accompanying software is made available on the authors’ website to reproduce the experiments and techniques presented in the book. The only background required to the reader is a good knowledge of linear algebra, probability and information theory.
商品描述(中文翻譯)
本書的目標是為讀者提供有關資訊檢索和信號檢測中壓縮感知(compressed sensing)主題的全面調查,並具備隱私保護功能,同時不妨礙嵌入的準確性或計算效率。讀者將首先建立對壓縮感知的共同認識,了解其當前的應用情況,然後清晰地定義其作為加密系統和隱私保護嵌入的使用模型,接著探討這兩個應用的最新成果。讀者將在結束本書後了解到,壓縮技術在安全性方面的當前成果使其成為許多實際問題的非常有前景的解決方案。本書適合於背景多樣的研究人員、科學家或工程師,這些讀者對資訊檢索系統中的安全性、密碼學和隱私有興趣。隨書提供的軟體可在作者的網站上獲得,以重現書中所呈現的實驗和技術。讀者所需的唯一背景知識是良好的線性代數、概率論和資訊理論知識。