Information Retrieval Architecture and Algorithms
暫譯: 資訊檢索架構與演算法
Gerald Kowalski
- 出版商: Springer
- 出版日期: 2014-10-10
- 售價: $2,300
- 貴賓價: 9.5 折 $2,185
- 語言: 英文
- 頁數: 320
- 裝訂: Paperback
- ISBN: 1489982167
- ISBN-13: 9781489982162
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相關分類:
Algorithms-data-structures
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商品描述
This text presents a theoretical and practical examination of the latest developments in Information Retrieval and their application to existing systems. By starting with a functional discussion of what is needed for an information system, the reader can grasp the scope of information retrieval problems and discover the tools to resolve them. The book takes a system approach to explore every functional processing step in a system from ingest of an item to be indexed to displaying results, showing how implementation decisions add to the information retrieval goal, and thus providing the user with the needed outcome, while minimizing their resources to obtain those results.
The text stresses the current migration of information retrieval from just textual to multimedia, expounding upon multimedia search, retrieval and display, as well as classic and new textual techniques. It also introduces developments in hardware, and more importantly, search architectures, such as those introduced by Google, in order to approach scalability issues.
About this textbook:
- A first course text for advanced level courses, providing a survey of information retrieval system theory and architecture, complete with challenging exercises
- Approaches information retrieval from a practical systems view in order for the reader to grasp both scope and solutions
- Features what is achievable using existing technologies and investigates what deficiencies warrant additional exploration
商品描述(中文翻譯)
這段文字對資訊檢索的最新發展進行了理論和實踐的探討,以及它們在現有系統中的應用。通過從資訊系統所需功能的討論開始,讀者可以掌握資訊檢索問題的範疇,並發現解決這些問題的工具。本書採取系統的方法,探索系統中每一個功能處理步驟,從要被索引的項目的攝取到結果的顯示,展示實施決策如何增強資訊檢索的目標,從而為用戶提供所需的結果,同時最小化獲得這些結果所需的資源。
文本強調資訊檢索目前正從僅限文本轉向多媒體,詳細闡述多媒體搜索、檢索和顯示,以及經典和新型文本技術。它還介紹了硬體的發展,更重要的是,介紹了搜索架構,例如 Google 所提出的架構,以解決可擴展性問題。
關於這本教科書:
- 這是高級課程的第一本課本,提供資訊檢索系統理論和架構的概述,並附有具有挑戰性的練習題
- 從實際系統的角度探討資訊檢索,以便讀者能夠掌握範疇和解決方案
- 特別介紹使用現有技術所能實現的成果,並調查哪些不足之處需要進一步探索