Advances in Human-AI Collaboration
暫譯: 人類與人工智慧合作的進展
Duffy, Vincent, Salvendy, Gavriel, Karwowski, Waldemar
商品描述
Detailed guide on how humans and AI systems work in tandem, focused on the successful deployment and use of applications
Advances in Human-AI Collaboration offers a comprehensive exploration of AI technologies and applications in the field of Industrial and Systems Engineering. The book incorporates knowledge about AI technology, methodologies, and tools for enabling human-AI collaboration at work, covers the effective design and use of systems and operations utilizing human-AI collaboration to benefit productivity, quality, and customer satisfaction, and provides readers with the skills necessary to effectively implement and consider human-AI collaboration across a variety of settings.
This book delivers insights on a wide range of topics including similarities and differences of human and artificial intelligence, effort in creating algorithms versus meeting user needs and enabling improved decision support, sentiment analysis and language models, AI tutors and their design, engagement, and theory building, situation awareness of AI models in relation to human performance, and fact-checking beyond machine learning and predictive accuracy.
Written by a team of highly qualified academics with significant experience in the field, Advances in Human-AI Collaboration includes information on:
- Autonomous vehicles and delivery systems, covering sensors and perception as well as adoption rate and safety projections
- Chat-based customer service, covering theory-based interventions to enhance public services and examples of intentional human-technology interaction
- Ship safety, covering increased automation and machine vision to enable collision avoidance
- Strategies for moving beyond passive writing assistance and writing-related best pratices
- Vulnerabilities in technology-centered design including biased and distorted data, with examples of real-world accidents
Advances in Human-AI Collaboration is an essential read for industry practitioners and corporate researchers concerned with using AI in integrated system design and operation. The book also provides essential knowledge for academics researching AI and integrated systems.
商品描述(中文翻譯)
人類與人工智慧系統協同工作的詳細指南，專注於應用程式的成功部署與使用
人類與人工智慧協作的進展 提供了對工業與系統工程領域中人工智慧技術和應用的全面探索。本書整合了有關人工智慧技術、方法論和工具的知識，以促進工作中的人類與人工智慧協作，涵蓋了有效設計和使用系統及操作，利用人類與人工智慧的協作來提升生產力、品質和顧客滿意度，並為讀者提供在各種環境中有效實施和考量人類與人工智慧協作所需的技能。
本書提供了廣泛主題的見解，包括人類與人工智慧的相似性和差異、創建演算法的努力與滿足用戶需求及提升決策支持的關係、情感分析和語言模型、人工智慧導師及其設計、參與和理論建構、人工智慧模型在與人類表現相關的情境意識，以及超越機器學習和預測準確性的事實檢查。
由一組在該領域具有豐富經驗的高素質學者撰寫，人類與人工智慧協作的進展 包含以下資訊：
- 自主車輛和配送系統，涵蓋感測器和感知，以及採用率和安全預測
- 基於聊天的客戶服務，涵蓋基於理論的介入以增強公共服務和有意識的人機互動範例
- 船舶安全，涵蓋增加自動化和機器視覺以實現避撞
- 超越被動寫作輔助和寫作相關最佳實踐的策略
- 以技術為中心的設計中的脆弱性，包括偏見和扭曲數據，並附有真實世界事故的範例
人類與人工智慧協作的進展 是對於關心在整合系統設計和操作中使用人工智慧的行業從業者和企業研究人員的重要讀物。本書也為研究人工智慧和整合系統的學者提供了必要的知識。
作者簡介
Vincent G. Duffy is a Professor of Industrial Engineering and Agricultural & Biological Engineering at Purdue University.
Waldemar Karwowski is a Pegasus Professor and Chairman in the Department of Industrial Engineering and Management Systems at the University of Central Flori\da.
Gavriel Salvendy is a University Distinguished Professor at the University of Central Florida.
作者簡介(中文翻譯)
文森特·G·達菲是普渡大學工業工程及農業與生物工程的教授。
瓦爾德馬·卡爾沃斯基是中央佛羅里達大學工業工程與管理系的佩加索斯教授及系主任。
加夫里爾·薩爾文迪是中央佛羅里達大學的特聘教授。
