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Explainable Agency in Artificial Intelligence: Research and Practice (Chapman and Hall CRC Artificial Intelligence and Robotics Series) - Silvia Tulli January 22, 2024 PDF  BOOKS
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Explainable Agency in Artificial Intelligence: Research and Practice (Chapman and Hall CRC Artificial Intelligence and Robotics Series)
Author: Silvia Tulli
Year: January 22, 2024
Format: PDF
File size: PDF 9.5 MB
Language: English



Descriptive Text: Explainable Agency in Artificial Intelligence Research and Practice Chapman and Hall CRC Artificial Intelligence and Robotics Series, is a groundbreaking book that delves into the intricacies of developing intelligent agents with explainable agency, enabling them to be trusted by humans in critical domains such as finance, self-driving vehicles, and military operations. The book focuses on the subtopic of Explainable AI (XAI) called Explainable Agency (EA), which involves providing human-accessible explanations of decisions made during agent reasoning. This book presents the work of various researchers from diverse perspectives, discussing challenges, recent research results, lessons learned from applications, and recommendations for future research directions in EA. The book begins with an introductory chapter, setting the stage for the importance of explainable agency in modern artificial intelligence.
Descriptive Text: Explainable Agency in Artificial Intelligence Research and Practice Chapman and Hall CRC Artificial Intelligence and Robotics Series - это новаторская книга, которая вникает в тонкости разработки интеллектуальных агентов с помощью explainable agency, позволяя им доверять людям в критических областях, таких как финансы, самоуправляемые транспортные средства и военные операции. Книга посвящена подтеме Explainable AI (XAI) под названием Explainable Agency (EA), которая включает в себя предоставление доступных для человека объяснений решений, принятых во время рассуждений агента. Эта книга представляет работу различных исследователей с разных точек зрения, обсуждая проблемы, последние результаты исследований, уроки, извлеченные из приложений, и рекомендации для будущих направлений исследований в ЕА. Книга начинается со вступительной главы, подготавливающей почву для важности объяснимой агентности в современном искусственном интеллекте.
Descriptive Text : L'Agence d'Intelligence Artificielle Recherche et Pratique Chapman and Hall CRC Intelligence Artificielle and Robotics Series est un livre innovant qui met en évidence la finesse du développement des agents intelligents grâce à l'utilisation de l'Intelligence en leur permettant de faire confiance à des personnes dans des domaines critiques comme la finance, les véhicules autonomes et les opérations militaires. livre est consacré au sous-thème AI (XAI) Explosible Agency (EA), qui comprend la fourniture d'explications accessibles à la personne des décisions prises lors du raisonnement de l'agent. Ce livre présente les travaux de divers chercheurs de différents points de vue, discutant des défis, des résultats de recherche récents, des leçons tirées des applications et des recommandations pour les orientations futures de la recherche en EE. livre commence par un chapitre liminaire qui prépare le terrain à l'importance de l'agent explicable dans l'intelligence artificielle moderne.
Texto descriptivo: Agencia Explorable en Inteligencia Artificial Investigación y Práctica Chapman y Sala CRC Inteligencia Artificial y Robótica Serie es un libro pionero que ahonda en los entresijos del desarrollo de los agentes inteligentes mediante una agencia explotable, permitiéndoles confiar en las personas en áreas críticas como las finanzas, los vehículos autogestionados y las operaciones militares. libro trata sobre el subtema de AI Explorable (XAI) llamado Agencia Explorable (EA), que incluye proporcionar explicaciones disponibles para el ser humano de las decisiones tomadas durante el razonamiento del agente. Este libro presenta el trabajo de diferentes investigadores desde diferentes perspectivas, discutiendo los retos, los últimos resultados de la investigación, las lecciones aprendidas de los anexos y las recomendaciones para futuras líneas de investigación en EA. libro comienza con un capítulo introductorio que prepara el terreno para la importancia de la agencia explicable en la inteligencia artificial moderna.
Descriptive Text: Offshore Agency in Arterial Intelligence Research and Pratice Chapman and Hall CRC Inteligência Artística e Robotics series - um livro inovador que envolve a finitude do desenvolvimento de agentes inteligentes através da agência explorável permitindo-lhes confiar em pessoas em áreas críticas, como finanças, veículos autônomos e operações militares. O livro trata do subtema Explorable AI (XAI), intitulado Agência Explorável (EA), que inclui dar explicações ao indivíduo sobre as decisões tomadas durante o raciocínio do agente. Este livro apresenta o trabalho de vários pesquisadores de diferentes pontos de vista, discutindo os desafios, os resultados recentes da pesquisa, as lições aprendidas dos aplicativos e orientações para futuras áreas de pesquisa na EA. O livro começa com um capítulo de abertura que prepara o terreno para a importância da agência explicável na inteligência artificial moderna.
Descriptive Text: Explainable Agency in Artistical Intelligence Research and Practice Chapman and Hall CRC Artistical Intelligence and Robotics Series è un libro innovativo che si traduce nella finezza dello sviluppo di agenti intelligenti mediante l'esplainable agency permettendo loro di fidarsi delle persone in aree critiche come la finanza, i veicoli autonomi e le operazioni militari. Il libro è dedicato al sottometto Esplainable AI (XAI), intitolato «Expainable Agency» (EA), che include la fornitura di spiegazioni accessibili alla persona per le decisioni prese durante il ragionamento dell'agente. Questo libro presenta il lavoro di diversi ricercatori da diversi punti di vista, discutendo i problemi, i recenti risultati della ricerca, le lezioni acquisite dalle applicazioni e le linee guida per i futuri ambiti di ricerca in EA. Il libro inizia con un capitolo introduttivo che prepara il terreno all'importanza di un'agenzia spiegabile nell'intelligenza artificiale moderna.
Beschreibender Text: Explainable Agency in Artificial Intelligence Forschung und Praxis Chapman and Hall Die CRC Artificial Intelligence and Robotics Series ist ein bahnbrechendes Buch, das die Feinheiten der Entwicklung intelligenter Agenten mit Explainable Agency aufgreift und es ihnen ermöglicht, den Menschen in der kritische Bereiche wie Finanzen, selbstfahrende Fahrzeuge und militärische Operationen. Das Buch konzentriert sich auf ein Unterthema von Explainable AI (XAI) namens Explainable Agency (EA), das die Bereitstellung von für den Einzelnen zugänglichen Erklärungen der Entscheidungen umfasst, die während der Argumentation des Agenten getroffen werden. Dieses Buch präsentiert die Arbeit verschiedener Forscher aus verschiedenen Perspektiven und diskutiert Probleme, neueste Forschungsergebnisse, hren aus Anwendungen und Empfehlungen für zukünftige Forschungsrichtungen in EA. Das Buch beginnt mit einem einleitenden Kapitel, das den Boden für die Bedeutung erklärbarer Agenten in der modernen künstlichen Intelligenz bereitet.
Tekst opisowy: Explainable Agency in Artificial Intelligence Research and Practice Chapman and Hall CRC Artificial Intelligence and Robotics Series to przełomowa książka, która zagłębia się w zawiłości rozwoju inteligentnych agentów poprzez wyjaśnione agencji, pozwalając im zaufać ludziom w krytycznych obszarach takich jak finanse, pojazdy samojezdne i operacje wojskowe. Książka skupia się na subtopiku Explainable AI (XAI) o nazwie Explainable Agency (EA), który polega na dostarczaniu ludzkich wyjaśnień decyzji podejmowanych podczas rozumowania agenta. Niniejsza książka przedstawia prace różnych badaczy z różnych perspektyw, omawiając wyzwania, najnowsze wyniki badań, wnioski wyciągnięte z zastosowań oraz zalecenia dotyczące przyszłych kierunków badań w EA. Książka rozpoczyna się od wstępnego rozdziału, w którym wyznacza scenę znaczenia wytłumaczalnej zwinności we współczesnej sztucznej inteligencji.
Descriptive Text: Agency in Artifical Intelligence Research and Practical Chapman and Hall CRC Artifical Intelligence and Robotics Series) הוא ספר פורץ דרך העוסק בפיתוח סוכנים אינטליגנטיים באמצעות סוכנות. הספר מתמקד ב-Explainable AI (XAI) תת-טופי הנקרא Explainable Agency (EA), אשר כרוך במתן הסברים אנושיים נגישים להחלטות שהתקבלו במהלך הסקת מסקנות הסוכן. ספר זה מציג את עבודתם של חוקרים שונים מנקודות מבט שונות, דן באתגרים, ממצאי מחקר עדכניים, לקחים הנלמדים מיישומים, והמלצות לכיווני מחקר עתידיים ב-EA. הספר מתחיל בפרק מבוא המציב את הבמה לחשיבות הזריזות המוסברת בבינה המלאכותית המודרנית.''
Açıklayıcı Metin: Yapay Zeka Araştırma ve Uygulamasında Açıklanabilir Ajans Chapman ve Hall CRC Yapay Zeka ve Robotik Serisi, açıklanabilir ajans aracılığıyla akıllı ajanlar geliştirmenin inceliklerini inceleyen ve insanlara finans, kendi kendini süren araçlar ve askeri operasyonlar gibi kritik alanlarda güvenmelerini sağlayan çığır açan bir kitaptır. Kitap, ajan akıl yürütme sırasında verilen kararların insan tarafından erişilebilir açıklamalarını sağlamayı içeren Explainable Agency (EA) adlı bir Açıklanabilir AI (XAI) alt konusuna odaklanmaktadır. Bu kitap, farklı bakış açılarından çeşitli araştırmacıların çalışmalarını, zorlukları, son araştırma bulgularını, uygulamalardan öğrenilen dersleri ve EA'daki gelecekteki araştırma yönleri için önerileri tartışmaktadır. Kitap, modern yapay zekada açıklanabilir çevikliğin önemine zemin hazırlayan bir giriş bölümüyle başlıyor.
النص الوصفي: الوكالة القابلة للتفسير في أبحاث وممارسات الذكاء الاصطناعي تشابمان وهول CRC سلسلة الذكاء الاصطناعي والروبوتات هو كتاب رائد يتعمق في تعقيدات تطوير وكلاء أذكياء من خلال وكالة يمكن تفسيرها، مما يسمح لهم بالثقة في الأشخاص في المجالات الحرجة مثل التمويل والذات قيادة المركبات والعمليات العسكرية. يركز الكتاب على موضوع فرعي قابل للتفسير للذكاء الاصطناعي (XAI) يسمى الوكالة القابلة للتفسير (EA)، والذي يتضمن تقديم تفسيرات يسهل الوصول إليها من قبل الإنسان للقرارات المتخذة أثناء تفكير الوكيل. يعرض هذا الكتاب أعمال باحثين مختلفين من وجهات نظر مختلفة، ويناقش التحديات، ونتائج الأبحاث الحديثة، والدروس المستفادة من التطبيقات، والتوصيات الخاصة باتجاهات البحث المستقبلية في EA. يبدأ الكتاب بفصل تمهيدي يمهد الطريق لأهمية خفة الحركة القابلة للتفسير في الذكاء الاصطناعي الحديث.
설명 텍스트: 채프먼과 홀 CRC 인공 지능 및 로봇 시리즈의 설명 가능한 에이전시는 설명 가능한 에이전시를 통해 지능형 에이전트의 복잡성을 탐구하여 금융, 자율 주행 차량 및 군사 작전과 같은 중요한 분야의 사람들을 신뢰합니다. 이 책은 EA (Explainable Agency) 라는 XAI (Explainable AI) 하위 주제에 중점을두고 있으며, 여기에는 에이전트 추론 중에 내려진 결정에 대한 사람이 접근 할 수있는 설명이 포함됩니다. 이 책은 다양한 관점에서 다양한 연구자들의 연구, 도전 과제, 최근 연구 결과, 응용 프로그램에서 배운 교훈 및 EA의 향후 연구 방향에 대한 권장 사항을 논의합니다. 이 책은 현대 인공 지능에서 설명 가능한 민첩성의 중요성을위한 무대를 설정하는 입문 장으로 시작합니다.
Descriptive Text: Explainable Agency in Artificial Intelligence Research and Practice Chapman and Hall CRC人工知能とロボット工学シリーズは、説明可能な機関を通じてインテリジェントなエージェントを開発し、金融、自動運転、車両などの重要分野で人々を信頼できる画期的な本です軍事作戦だ。本書では、Explainable Agency (EA)と呼ばれるExplainable AI (XAI)サブトピックに焦点を当てています。本書では、様々な観点からの様々な研究者の仕事を紹介し、課題、最近の研究成果、応用から得られた教訓、EAにおける今後の研究の方向性の提言について議論します。この本は、現代の人工知能における説明可能な俊敏性の重要性の段階を設定する入門章から始まります。
描述性文本:人工智能研究與實踐查普曼與霍爾的CRC人工智能與機器人系列中的可解釋性機構是一本開創性的書,通過可解釋性機構深入研究智能代理的微妙發展,從而允許使用可解釋性代理。他們在金融、自動駕駛車輛和軍事行動等關鍵領域信任人民。該書著重於名為Explainable Agency(EA)的Explainable AI(XAI)子主題,其中包括對代理人推理期間做出的決定提供人類可訪問的解釋。本書從不同的角度介紹了不同研究人員的工作,討論了挑戰,最新的研究結果,從應用程序中汲取的經驗教訓以及EA未來研究方向的建議。本書從介紹性章節開始,為可解釋的代理在現代人工智能中的重要性奠定了基礎。

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