Explainable Machine Intelligence in Healthcare
暫譯: 可解釋的醫療機器智慧
Ortale, Riccardo, Costa, Giovanni, Forestiero, Agostino
- 出版商: Springer
- 出版日期: 2025-11-02
- 售價: $7,200
- 貴賓價: 9.5 折 $6,840
- 語言: 英文
- 頁數: 200
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031913787
- ISBN-13: 9783031913785
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相關分類:
Machine Learning
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商品描述
商品描述(中文翻譯)
本書深入分析了可解釋機器智慧在醫療保健應用中的前沿研究。它展示了一系列最新的研究結果、應用和實證結果,利用先進的方法在多個醫療領域進行有效且值得信賴的分析和診斷。關鍵領域進行了回顧,並進一步探討了挑戰、觀點、新興趨勢和機會。可解釋機器智慧在醫療保健領域的變革潛力顯示出其通過實施透明且值得信賴的方法來重塑醫療保健的格局。《醫療保健中的可解釋機器智慧》提供了有關機器智慧在醫療服務和病人護理中的設計、開發、整合和部署的寶貴見解。它面向廣泛的讀者群,包括學者、研究人員、學者、講師、從業者、學生、行業專業人士、公共衛生機構和非政府組織等多元利益相關者。
作者簡介
Riccardo Ortale is currently a researcher at ICAR-CNR. He received his Ph.D. in Systems and Computer Engineering and graduated summa cum laude in Computer Science Engineering, both from the University of Calabria. He holds a Master's degree in Internet Software Design from Cefriel (Politecnico di Milano) and Siemens. His research interests span explainable/interpretable machine intelligence, knowledge discovery and data mining, intelligent information systems, recommender systems, text analysis, and social network/media analysis. He has published various scientific papers in international journals, conference proceedings, and volumes from renowned publishers. He has served as a program committee member for premier international conferences, including IEEE ICDM, IJCAI, ACM CIKM, SIAM SDM, and PAKDD. He has served as an associate/guest editor for numerous esteemed international journals. His service as a reviewer has been acknowledged on the corresponding WoS/ORCID profiles by several prestigious international journals. He has organized and co-chaired international workshops at premier international conferences.
Gianni Costa is currently a researcher at the Institute of High Performance Computing and Networks (ICAR-CNR) of the National Research Council of Italy. He graduated summa cum laude in computer science engineering in 2003 and received Ph.D. in systems and computer engineering in 2007 from the University of Calabria, Italy. His research interests include data mining and knowledge discovery, recommender systems, social network analysis, explainable AI, and topic modeling. He published several scientific papers in international conferences and journals. He serves as a program committee member for various international conferences, as an associate editor for different international journal and as Guest Editor for diverse Special Issues among which: "Explainable Artificial Intelligence for Medical Applications" - Neural Computing and Applications, "Recent Applications of Machine Learning and Data Mining in Bioinformatics" - Applied Sciences, "Automatic Disinformation Detection on Social Media Platforms" - Data, "Role-Aware Analysis of Complex Networks" - Entropy.
Agostino Forestiero is Senior Researcher at the Institute for High Performance Computing and Networking of Italian National Research Council (CNR). He received the National Scientific Habilitation as full professor of Information Processing Systems (09/H1). He is adjunct professor of Medical Informatics at University of Calabria. He published more than 150 papers on international conferences and journals. His research interests include Artificial Intelligence, eHealth, Internet of Things and Cybersecurity. He co-founded the company eco4cloud srl, spin-off of the University of Calabria and CNR, and he filed six patents. He is Associate Editor of IEEE Access, Expert Systems with Applications (Elsevier), Frontiers in Big Data (Frontiers), and Editorial Board Member of Neural Computing and Applications (Springer), Engineering Application of Artificial Intelligence and Computer Communication (Elsevier), Computational Intelligence and Neuroscience, and Journal of Healthcare Engineering (Hindawi). He edited the book "Integrating Artificial Intelligence and IoT for Advanced Health Informatics", Springer Series.
作者簡介(中文翻譯)
Riccardo Ortale 目前是 ICAR-CNR 的研究員。他在卡拉布里亞大學獲得系統與計算機工程的博士學位,並以優異的成績(summa cum laude)畢業於計算機科學工程。他擁有米蘭理工大學 Cefriel 和西門子合作的網際網路軟體設計碩士學位。他的研究興趣涵蓋可解釋/可解釋的機器智能、知識發現與資料探勘、智能資訊系統、推薦系統、文本分析以及社交網路/媒體分析。他在國際期刊、會議論文集及知名出版社的專著中發表了多篇科學論文。他曾擔任多個國際頂尖會議的程序委員會成員,包括 IEEE ICDM、IJCAI、ACM CIKM、SIAM SDM 和 PAKDD。他還擔任多本國際期刊的副編輯/客座編輯。他的審稿服務已在多個知名國際期刊的 WoS/ORCID 檔案中獲得認可。他曾在多個國際會議上組織並共同主持工作坊。
Gianni Costa 目前是意大利國家研究委員會高效能計算與網路研究所(ICAR-CNR)的研究員。他於 2003 年以優異的成績(summa cum laude)畢業於計算機科學工程,並於 2007 年在卡拉布里亞大學獲得系統與計算機工程的博士學位。他的研究興趣包括資料探勘與知識發現、推薦系統、社交網路分析、可解釋的人工智慧以及主題建模。他在國際會議和期刊上發表了多篇科學論文。他擔任多個國際會議的程序委員會成員,並擔任不同國際期刊的副編輯,以及多個特刊的客座編輯,其中包括:「醫療應用的可解釋人工智慧」- Neural Computing and Applications、「生物資訊學中機器學習與資料探勘的最新應用」- Applied Sciences、「社交媒體平台上的自動假資訊檢測」- Data、「複雜網路的角色感知分析」- Entropy。
Agostino Forestiero 是意大利國家研究委員會(CNR)高效能計算與網路研究所的高級研究員。他獲得了資訊處理系統(09/H1)全職教授的國家科學資格認證。他是卡拉布里亞大學醫療資訊學的兼任教授。他在國際會議和期刊上發表了超過 150 篇論文。他的研究興趣包括人工智慧、電子健康、物聯網和網路安全。他共同創立了 eco4cloud srl 公司,該公司是卡拉布里亞大學和 CNR 的衍生公司,並申請了六項專利。他是 IEEE Access、Expert Systems with Applications(Elsevier)、Frontiers in Big Data(Frontiers)的副編輯,以及 Neural Computing and Applications(Springer)、Engineering Application of Artificial Intelligence 和 Computer Communication(Elsevier)、Computational Intelligence and Neuroscience 和 Journal of Healthcare Engineering(Hindawi)的編輯委員會成員。他編輯了《Integrating Artificial Intelligence and IoT for Advanced Health Informatics》一書,該書屬於 Springer 系列。