Information Quality in Information Fusion and Decision Making
暫譯: 資訊融合與決策中的資訊品質
Bosse, Eloi, Rogova, Galina L.
- 出版商: Springer
- 出版日期: 2019-04-10
- 售價: $7,160
- 貴賓價: 9.5 折 $6,802
- 語言: 英文
- 頁數: 620
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030036421
- ISBN-13: 9783030036423
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相關主題
商品描述
This book presents a contemporary view of the role of information quality in information fusion and decision making, and provides a formal foundation and the implementation strategies required for dealing with insufficient information quality in building fusion systems for decision making. Information fusion is the process of gathering, processing, and combining large amounts of information from multiple and diverse sources, including physical sensors to human intelligence reports and social media. That data and information may be unreliable, of low fidelity, insufficient resolution, contradictory, fake and/or redundant. Sources may provide unverified reports obtained from other sources resulting in correlations and biases. The success of the fusion processing depends on how well knowledge produced by the processing chain represents reality, which in turn depends on how adequate data are, how good and adequate are the models used, and how accurate, appropriate or applicable prior and contextual knowledge is.
By offering contributions by leading experts, this book provides an unparalleled understanding of the problem of information quality in information fusion and decision-making for researchers and professionals in the field.
商品描述(中文翻譯)
本書提供了當代對於資訊品質在資訊融合與決策中角色的觀點，並提供了處理資訊品質不足所需的正式基礎和實施策略，以建立用於決策的融合系統。資訊融合是從多個多樣的來源（包括物理感測器、人類情報報告和社交媒體）收集、處理和結合大量資訊的過程。這些數據和資訊可能是不可靠的、低保真的、解析度不足的、矛盾的、虛假的和/或冗餘的。來源可能提供從其他來源獲得的未經驗證的報告，導致相關性和偏見。融合處理的成功取決於處理鏈所產生的知識在多大程度上能夠代表現實，而這又取決於數據的充分性、所使用模型的優良程度和適當性，以及先前和上下文知識的準確性、適用性或相關性。
本書通過領先專家的貢獻，為該領域的研究人員和專業人士提供了對於資訊融合和決策中資訊品質問題的無與倫比的理解。
作者簡介
Éloi Bossé received the B.A.Sc., M.Sc., and Ph.D. degrees from Université Laval, Québec City, QC, Canada, in 1979, 1981, and 1990, respectively, all in electrical engineering. In 1981, he joined the Communications Research Centre, Ottawa, ON, Canada, doing research on signal processing and high-resolution spectral analysis. In 1988, he was transferred to the Defence Research Establishment, Ottawa, to research radar target tracking in multipath. In 1992, he moved to Defence Research and Development Canada Valcartier (DRDC Valcartier), Courcelette, QC, Canada, to lead a group of 4-5 Defence Scientists on information fusion and decision support. Since 1993, he has held Adjunct Professor positions with several universities, such as Université Laval (Québec, CA), the University of Calgary (Alberta, CA), Canada, and McMaster University, (Ontario, CA). He headed the Command & Control Decision Support Systems Section at DRDC Valcartier, from 1998 to his retirement in 2011. Dr. Bossé represented Canada (as a DRDC Member) in numerous international research fora under the various cooperation research programs (NATO, TTCP, and bi and bi- and trilaterals) in his area of expertise. Since 2011, he has been conducting some research activities under NATO Peace and Security Programme, as a Researcher with the Mathematics and Industrial Engineering Department, Polytechnic of Montreal, Montreal, QC, Canada, with the Department of Computer and Electrical Engineering Department at McMaster University and finally, as an Associate Researcher with IMT-Atlantique, Plouzané, France (since 2010). In 2015, he founded Expertise Parafuse Inc., in Québec city, a consultant firm on Analytics and Information Fusion Technologies. He has published over 200 papers in journals, book chapters, conference proceedings, and technical reports. He has coauthored and coedited 4-5 books on information fusion.
Galina Rogova received her MSc and PhD in Moscow, Russia. She is a research professor at the State University of New York at Buffalo. She is recognized internationally as an expert in information fusion, machine learning, decision making under uncertainty, and information quality, and has lectured extensively on these topics. Dr. Rogova has worked on a wide range of defense and non-defense applications such as situation and threat assessment, understanding of volcanic eruption patterns, computer-aided diagnosis, and intelligent transportation system, among others. Her research was funded by multiple government agencies as well as commercial companies. She has published numerous papers and co-edited 7 books on information fusion and decision making.
作者簡介(中文翻譯)
Éloi Bossé 於 1979、1981 和 1990 年分別在加拿大魁北克市的拉瓦爾大學（Université Laval）獲得電機工程的學士、碩士和博士學位。1981 年，他加入了位於加拿大渥太華的通訊研究中心（Communications Research Centre），從事信號處理和高解析度光譜分析的研究。1988 年，他被調派至國防研究機構（Defence Research Establishment），專注於多徑雷達目標追蹤的研究。1992 年，他轉至加拿大國防研究與發展中心瓦爾卡提爾（DRDC Valcartier），領導一個由 4-5 名國防科學家組成的團隊，專注於資訊融合和決策支持。自 1993 年以來，他在多所大學擔任兼任教授職位，包括拉瓦爾大學（魁北克，CA）、卡爾加里大學（阿爾伯塔，CA）和麥克馬斯特大學（安大略，CA）。他於 1998 年至 2011 年退休期間，擔任 DRDC Valcartier 的指揮與控制決策支持系統部門負責人。Bossé 博士作為 DRDC 成員，代表加拿大參加了多個國際研究論壇，參與各種合作研究計劃（NATO、TTCP 及雙邊和三邊合作），在其專業領域內發表意見。自 2011 年以來，他在蒙特利爾理工學院的數學與工業工程系、麥克馬斯特大學的計算機與電機工程系以及法國普魯瓦讷的 IMT-Atlantique 擔任副研究員，進行北約和平與安全計劃下的研究活動（自 2010 年起）。2015 年，他在魁北克市創立了 Expertise Parafuse Inc.，這是一家專注於分析和資訊融合技術的顧問公司。他已在期刊、書籍章節、會議論文和技術報告中發表了超過 200 篇論文，並共同編著了 4-5 本有關資訊融合的書籍。
Galina Rogova 在俄羅斯莫斯科獲得碩士和博士學位。她是紐約州立大學布法羅分校的研究教授。她在資訊融合、機器學習、不確定性下的決策和資訊質量方面被國際公認為專家，並在這些主題上進行了廣泛的講座。Rogova 博士曾參與多種國防和非國防應用的研究，例如情況和威脅評估、火山噴發模式的理解、計算機輔助診斷和智能交通系統等。她的研究得到了多個政府機構和商業公司的資助。她已發表了大量論文，並共同編輯了 7 本有關資訊融合和決策的書籍。
