Engineering Artificially Intelligent Systems: A Systems Engineering Approach to Realizing Synergistic Capabilities
暫譯: 工程人工智慧系統:實現協同能力的系統工程方法

Lawless, William F., Llinas, James, Sofge, Donald A.

  • 出版商: Springer
  • 出版日期: 2021-11-17
  • 售價: $3,050
  • 貴賓價: 9.5$2,898
  • 語言: 英文
  • 頁數: 296
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030893847
  • ISBN-13: 9783030893842
  • 相關分類: 地理資訊系統 Gis
  • 海外代購書籍(需單獨結帳)

商品描述

Many current AI and machine learning algorithms and data and information fusion processes attempt in software to estimate situations in our complex world of nested feedback loops. Such algorithms and processes must gracefully and efficiently adapt to technical challenges such as data quality induced by these loops, and interdependencies that vary in complexity, space, and time.
To realize effective and efficient designs of computational systems, a Systems Engineering perspective may provide a framework for identifying the interrelationships and patterns of change between components rather than static snapshots. We must study cascading interdependencies through this perspective to understand their behavior and to successfully adopt complex system-of-systems in society.
This book derives in part from the presentations given at the AAAI 2021 Spring Symposium session on Leveraging Systems Engineering to Realize Synergistic AI / Machine Learning Capabilities. Its 16 chapters offer an emphasis on pragmatic aspects and address topics in systems engineering; AI, machine learning, and reasoning; data and information fusion; intelligent systems; autonomous systems; interdependence and teamwork; human-computer interaction; trust; and resilience.

商品描述(中文翻譯)

許多當前的人工智慧(AI)和機器學習演算法以及數據和信息融合過程,試圖在我們複雜的嵌套反饋迴路世界中,通過軟體來估計情況。這些演算法和過程必須優雅且高效地適應技術挑戰,例如這些迴路所引起的數據質量,以及在複雜性、空間和時間上變化的相互依賴性。

為了實現計算系統的有效和高效設計,系統工程的視角可能提供一個框架,以識別組件之間的相互關係和變化模式,而不是靜態快照。我們必須通過這一視角研究級聯相互依賴性,以理解其行為,並成功地在社會中採用複雜的系統之系統。

本書部分源自於在2021年AAAI春季研討會上關於利用系統工程實現協同AI/機器學習能力的演講。其16章強調實用方面,並涵蓋系統工程;AI、機器學習和推理;數據和信息融合;智能系統;自主系統;相互依賴和團隊合作;人機互動;信任;以及韌性等主題。

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