Computational Structural Behavior
暫譯: 計算結構行為
Wang, Cheng
- 出版商: Springer
- 出版日期: 2025-10-28
- 售價: $6,460
- 貴賓價: 9.8 折 $6,331
- 語言: 英文
- 頁數: 232
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9819510120
- ISBN-13: 9789819510122
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相關分類:
Machine Learning
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相關主題
商品描述
As intelligent behavior modeling grows increasingly complex, existing models have reached a bottleneck in their ability to express behavior. This book proposed the concept--Behavioral Molecular Structure--to redefine behavior representation from a structural perspective, paving the way for an entirely new research paradigm: Computational Structural Behavior. Addressing cutting-edge applications in behavior analysis, modeling, and prediction, this book explores how behavioral molecular structures can enhance the expressive power of intelligent models in handling complex behavioral data. It covers key topics such as behavioral space definition, molecular structure construction, representation learning, and downstream task integration, demonstrating their impact through real-world applications in fraud detection, behavior prediction, anomaly detection, and behavior generation. Suitable for researchers, engineers, and professionals in computer science, artificial intelligence, and behavioral studies, this book bridges the gap between theory and practice, offering a novel approach to improving behavior modeling. Whether you're seeking innovative methodologies to enhance intelligent systems or exploring new frontiers in behavioral research, this book provides essential insights and practical guidance.
商品描述(中文翻譯)
隨著智能行為建模變得越來越複雜，現有模型在表達行為的能力上已達到瓶頸。本書提出了「行為分子結構」的概念，從結構的角度重新定義行為表示，為全新的研究範式——計算結構行為鋪平了道路。
本書針對行為分析、建模和預測的前沿應用，探討行為分子結構如何增強智能模型在處理複雜行為數據時的表達能力。內容涵蓋行為空間定義、分子結構構建、表示學習和下游任務整合等關鍵主題，並通過在詐騙檢測、行為預測、異常檢測和行為生成等實際應用中展示其影響。
本書適合計算機科學、人工智能和行為研究領域的研究人員、工程師和專業人士，彌合了理論與實踐之間的鴻溝，提供了一種改善行為建模的新方法。無論您是在尋求增強智能系統的創新方法，還是探索行為研究的新前沿，本書都提供了重要的見解和實用的指導。
作者簡介
Cheng Wang is a professor at the School of Computer Science and Technology, Tongji University, specializing in computational behavior analysis, artificial intelligence, and security informatics. He has published over 150 academic papers, in addition to 34 granted invention patents and leadership in prominent national initiatives, such as the National Key Research and Development Program of the Ministry of Science and Technology and the Industrial Internet Innovation and Development Engineering Program of the Ministry of Industry and Information Technology. He earned the National Science and Technology Progress Award and the Outstanding Ph.D. Dissertation Award from the China Computer Federation (CCF). Dr. Wang is also the author of two books published by Springer, Universal Behavior Computing for Security and Safety and Human Factor Security and Safety.
作者簡介(中文翻譯)
程王是同濟大學計算機科學與技術學院的教授，專注於計算行為分析、人工智慧和安全資訊學。他已發表超過150篇學術論文，並擁有34項授權發明專利，還在多個重要的國家計畫中擔任領導角色，例如科技部的國家重點研究與發展計畫以及工業和信息化部的工業互聯網創新與發展工程計畫。他獲得了國家科技進步獎和中國計算機學會（CCF）的優秀博士論文獎。王博士也是由Springer出版的兩本書的作者，分別是《Universal Behavior Computing for Security and Safety》和《Human Factor Security and Safety》。
