Introduction to Information Retrieval and Quantum Mechanics
暫譯: 資訊檢索與量子力學導論
Melucci, Massimo
- 出版商: Springer
- 出版日期: 2019-03-21
- 售價: $4,480
- 貴賓價: 9.5 折 $4,256
- 語言: 英文
- 頁數: 232
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3662569167
- ISBN-13: 9783662569160
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相關分類:
量子 Quantum
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book introduces the quantum mechanical framework to information retrieval scientists seeking a new perspective on foundational problems. As such, it concentrates on the main notions of the quantum mechanical framework and describes an innovative range of concepts and tools for modeling information representation and retrieval processes.
The book is divided into four chapters. Chapter 1 illustrates the main modeling concepts for information retrieval (including Boolean logic, vector spaces, probabilistic models, and machine-learning based approaches), which will be examined further in subsequent chapters. Next, chapter 2 briefly explains the main concepts of the quantum mechanical framework, focusing on approaches linked to information retrieval such as interference, superposition and entanglement. Chapter 3 then reviews the research conducted at the intersection between information retrieval and the quantum mechanical framework. The chapter is subdivided into a number of topics, and each description ends with a section suggesting the most important reference resources. Lastly, chapter 4 offers suggestions for future research, briefly outlining the most essential and promising research directions to fully leverage the quantum mechanical framework for effective and efficient information retrieval systems.
This book is especially intended for researchers working in information retrieval, database systems and machine learning who want to acquire a clear picture of the potential offered by the quantum mechanical framework in their own research area. Above all, the book offers clear guidance on whether, why and when to effectively use the mathematical formalism and the concepts of the quantum mechanical framework to address various foundational issues in information retrieval.
商品描述(中文翻譯)
本書向尋求新視角以解決基礎問題的信息檢索科學家介紹量子力學框架。因此,本書專注於量子力學框架的主要概念,並描述了一系列創新的概念和工具,用於建模信息表示和檢索過程。
本書分為四個章節。第一章說明了信息檢索的主要建模概念(包括布林邏輯、向量空間、概率模型和基於機器學習的方法),這些概念將在後續章節中進一步探討。接下來,第二章簡要解釋了量子力學框架的主要概念,重點介紹與信息檢索相關的方法,如干涉、疊加和糾纏。第三章回顧了信息檢索與量子力學框架交集處的研究。該章節分為多個主題,每個描述結尾都有一個建議最重要參考資源的部分。最後,第四章提供了未來研究的建議,簡要概述了最重要和最具潛力的研究方向,以充分利用量子力學框架來實現有效和高效的信息檢索系統。
本書特別針對從事信息檢索、數據庫系統和機器學習的研究人員,幫助他們清晰了解量子力學框架在其研究領域中所提供的潛力。最重要的是,本書提供了清晰的指導,幫助讀者了解何時、為何以及如何有效地使用量子力學框架的數學形式和概念,以解決信息檢索中的各種基礎問題。
作者簡介
Massimo Melucci is a professor of Computer Engineering at the University of Padova, Italy. He has been teaching and doing research in information retrieval since 1993. In particular, he investigates and experiments theoretical models especially from a geometrical, probabilistic, and statistical perspective. He is the author of a book on contextual search and co-edited a Springer book on "Advanced Topics in Information Retrieval."
作者簡介(中文翻譯)
馬西莫·梅盧奇(Massimo Melucci)是義大利帕多瓦大學(University of Padova)計算機工程的教授。他自1993年以來一直從事信息檢索的教學和研究。特別是,他從幾何、概率和統計的角度研究和實驗理論模型。他是一本關於上下文搜索的書籍的作者,並共同編輯了斯普林格(Springer)出版的《信息檢索中的進階主題》('Advanced Topics in Information Retrieval')一書。