A Guided Tour of Artificial Intelligence Research: Volume III: Interfaces and Applications of Artificial Intelligence
暫譯: 人工智慧研究導覽:第三卷:人工智慧的介面與應用
Marquis, Pierre, Papini, Odile, Prade, Henri
商品描述
The purpose of this book is to provide an overview of AI research, ranging from basic work to interfaces and applications, with as much emphasis on results as on current issues. It is aimed at an audience of master students and Ph.D. students, and can be of interest as well for researchers and engineers who want to know more about AI. The book is split into three volumes:
- the first volume brings together twenty-three chapters dealing with the foundations of knowledge representation and the formalization of reasoning and learning (Volume 1. Knowledge representation, reasoning and learning)
- the second volume offers a view of AI, in fourteen chapters, from the side of the algorithms (Volume 2. AI Algorithms)
- the third volume, composed of sixteen chapters, describes the main interfaces and applications of AI (Volume 3. Interfaces and applications of AI).
This third volume is dedicated to the interfaces of AI with various fields, with which strong links exist either at the methodological or at the applicative levels. The foreword of this volume reminds us that AI was born for a large part from cybernetics. Chapters are devoted to disciplines that are historically sisters of AI: natural language processing, pattern recognition and computer vision, and robotics. Also close and complementary to AI due to their direct links with information are databases, the semantic web, information retrieval and human-computer interaction. All these disciplines are privileged places for applications of AI methods. This is also the case for bioinformatics, biological modeling and computational neurosciences. The developments of AI have also led to a dialogue with theoretical computer science in particular regarding computability and complexity. Besides, AI research and findings have renewed philosophical and epistemological questions, while their cognitive validity raises questions to psychology. The volume also discusses some of the interactions between science and artistic creation in literature and in music. Lastly, an epilogue concludes the three volumes of this Guided Tour of AI Research by providing an overview of what has been achieved by AI, emphasizing AI as a science, and not just as an innovative technology, and trying to dispel some misunderstandings.
商品描述(中文翻譯)
本書的目的是提供人工智慧(AI)研究的概述,涵蓋從基礎工作到介面和應用的各個方面,並同樣強調研究結果和當前議題。目標讀者為碩士生和博士生,對於希望深入了解AI的研究人員和工程師也具有吸引力。本書分為三卷:
- 第一卷匯集了二十三章,探討知識表示、推理和學習的基礎(第一卷:知識表示、推理與學習)
- 第二卷則從演算法的角度提供了十四章的AI觀點(第二卷:AI演算法)
- 第三卷由十六章組成,描述AI的主要介面和應用(第三卷:AI的介面與應用)。
第三卷專注於AI與各個領域的介面,這些領域在方法論或應用層面上存在著緊密的聯繫。本卷的前言提醒我們,AI在很大程度上源於控制論。章節專門討論與AI歷史上密切相關的學科:自然語言處理、模式識別和計算機視覺,以及機器人技術。由於與資訊的直接聯繫,資料庫、語意網、資訊檢索和人機互動也與AI密切且互補。所有這些學科都是AI方法應用的優先場所。生物資訊學、生物建模和計算神經科學也是如此。AI的發展還促進了與理論計算機科學的對話,特別是在可計算性和複雜性方面。此外,AI的研究和發現也重新引發了哲學和認識論的問題,而其認知有效性則引起了心理學的質疑。本卷還討論了科學與文學和音樂中的藝術創作之間的一些互動。最後,結語總結了這三卷《AI研究導覽》的內容,提供了AI所取得成就的概述,強調AI作為一門科學,而不僅僅是一項創新技術,並試圖消除一些誤解。