Automated Design of Machine Learning and Search Algorithms
暫譯: 機器學習與搜尋演算法的自動化設計
Pillay, Nelishia, Qu, Rong
- 出版商: Springer
- 出版日期: 2021-07-29
- 售價: $6,780
- 貴賓價: 9.5 折 $6,441
- 語言: 英文
- 頁數: 187
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030720683
- ISBN-13: 9783030720681
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相關分類:
Machine Learning、Algorithms-data-structures
海外代購書籍(需單獨結帳)
相關主題
商品描述
Chapter 1: Recent Developments of Automated Machine Learning and Search Techniques.- Chapter 2: Automated Machine Learning.- Chapter 3: A General Model for Automated Algorithm Design.- Chapter 4: Rigorous Performance Analysis of Hyper-Heuristics.- Chapter 5: AutoMoDe.- Chapter 6: A cross-domain method for generation of constructive and perturbative heuristics.- Chapter 7: Hyper-heuristics.- Chapter 8: Towards Real-time Federated Evolutionary Neural.- Chapter 9: Knowledge Transfer in Genetic Programming.- Chapter 10: Automated Design of Classification Algorithms.- Chapter 11: Automated Design (AutoDes).
商品描述(中文翻譯)
第一章：自動化機器學習與搜尋技術的最新發展
第二章：自動化機器學習
第三章：自動化演算法設計的一般模型
第四章：超啟發式的嚴謹性能分析
第五章：AutoMoDe
第六章：生成建設性和擾動性啟發式的跨領域方法
第七章：超啟發式
第八章：朝向即時聯邦進化神經網路
第九章：遺傳編程中的知識轉移
第十章：分類演算法的自動設計
第十一章：自動設計（AutoDes）
作者簡介
Nelishia Pillay is a professor at the University of Pretoria in South Africa. She holds the Multichoice Joint-Chair in Machine Learning and SARChI Chair in Artificial Intelligence. She is chair of the IEEE Technical Committee on Intelligent Systems Applications, IEEE Task Force on Hyper-Heuristics and the IEEE Task Force on Automated Algorithm Design, Configuration and Selection. Her research areas include hyper-heuristics, automated design of machine learning and search techniques, combinatorial optimization, genetic programming, genetic algorithms and deep learning. These are the focus areas of the NICOG (Nature-Inspired Computing Optimization) research group which she has established.
Rong Qu is an associate professor at the School of Computer Science, University of Nottingham. Her research interests include the modeling and optimisation of combinatorial optimisation problems in optimisation research and artificial intelligence. These include evolutionary algorithms, mathematical programming and metaheuristics integrated with machine learning to automate the design of intelligent algorithms. Dr. Qu is an associated editor at IEEE Computational Intelligence Magazine, IEEE Transactions on Evolutionary Computation, Journal of Operational Research Society and PeerJ Computer Science. She is a Senior IEEE Member since 2012 and the Vice-Chair of Evolutionary Computation Task Committee and Technical Committee on Intelligent Systems Applications at IEEE Computational Intelligence Society.作者簡介(中文翻譯)
Nelishia Pillay 是南非比勒陀利亞大學的教授。她擔任多元選擇聯合主席的機器學習及 SARChI 人工智慧主席。她是 IEEE 智能系統應用技術委員會、IEEE 超啟發式任務小組以及 IEEE 自動化演算法設計、配置和選擇任務小組的主席。她的研究領域包括超啟發式、機器學習和搜尋技術的自動化設計、組合優化、遺傳編程、遺傳演算法和深度學習。這些都是她所建立的 NICOG（自然啟發計算優化）研究小組的重點領域。
Rong Qu 是諾丁漢大學計算機科學學院的副教授。她的研究興趣包括在優化研究和人工智慧中建模和優化組合優化問題。這些包括進化演算法、數學規劃以及與機器學習整合的元啟發式，以自動化智能演算法的設計。Qu 博士是 IEEE 計算智能雜誌、IEEE 進化計算期刊、運籌研究學會期刊和 PeerJ 計算機科學的副編輯。自 2012 年以來，她是 IEEE 的高級會員，並擔任 IEEE 計算智能學會進化計算任務委員會和智能系統應用技術委員會的副主席。
