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She received her PhD in 1990 from the University of Michigan under Douglas Hofstadter and John Holland, for which she developed the Copycat cognitive architecture. She is the author of "Analogy-Making as Perception", essentially a book about Copycat. She has also critiqued Stephen Wolfram's A New Kind of Science[3] and showed that genetic algorithms could find better solutions to the majority problem for one-dimensional cellular automata. She is the author of An Introduction to Genetic Algorithms, a widely known introductory book published by MIT Press in 1996. She is also author of Complexity: A Guided Tour (Oxford University Press, 2009), which won the 2010 Phi Beta Kappa Science Book Award, and Artificial Intelligence: A Guide for Thinking Humans (Farrar, Straus, and Giroux).

She received her PhD in 1990 from the University of Michigan under Douglas Hofstadter and John Holland, for which she developed the Copycat cognitive architecture. She is the author of "Analogy-Making as Perception", essentially a book about Copycat. She has also critiqued Stephen Wolfram's A New Kind of Science[3] and showed that genetic algorithms could find better solutions to the majority problem for one-dimensional cellular automata. She is the author of An Introduction to Genetic Algorithms, a widely known introductory book published by MIT Press in 1996. She is also author of Complexity: A Guided Tour (Oxford University Press, 2009), which won the 2010 Phi Beta Kappa Science Book Award, and Artificial Intelligence: A Guide for Thinking Humans (Farrar, Straus, and Giroux).

1990年，她在密歇根大学获得了博士学位，在侯世达和'''约翰·霍兰德 John Holland''' 的指导下，她开发了模仿的认知结构。也写下了'''《以类比为知觉》《Analogy-Making as Perception》'''一书，这本书本质上也是关于模仿。她还批评了'''斯蒂芬·沃尔夫拉姆 Stephen Wolfram'''所写的'''《一种新科学》《A New Kind of Science》''' ，并指出遗传算法能够更好的解决一维元胞自动机的大多数问题。她撰写的《遗传算法导论》《 Genetic Algorithms》是一本广为人知的介绍性书籍，由麻省理工学院出版社于1996年出版。她也是'''《复杂性: 导览》《Complexity: A Guided Tour 》'''(牛津大学出版社，2009年)一书的作者，该书获得了2010年斐陶斐卡帕科学图书奖。此外，她的新书《人工智能: 人类思考指南》(由Farrar，Straus，和 Giroux 出版社)Farrar, Straus, and Giroux

1990年，她在密歇根大学获得了博士学位，在侯世达和'''约翰·霍兰德 John Holland''' 的指导下，她开发了模仿的认知结构。也写下了'''《以类比为知觉》《Analogy-Making as Perception》'''一书，这本书本质上也是关于模仿。她还批评了'''斯蒂芬·沃尔夫拉姆 Stephen Wolfram'''所写的'''《一种新科学》《A New Kind of Science》''' ，并指出遗传算法能够更好的解决一维元胞自动机的大多数问题。她撰写的'''《遗传算法导论》《 Genetic Algorithms》'''是一本广为人知的介绍性书籍，由麻省理工学院出版社于1996年出版。她也是'''《复杂性: 导览》《Complexity: A Guided Tour 》'''(牛津大学出版社，2009年)一书的作者，该书获得了2010年斐陶斐卡帕科学图书奖。此外，她的新书《人工智能: 人类思考指南》也获得了不错的反响。

==观点==

==观点==

==代表作品==

==代表作品==

===书籍===

===书籍===

* {{Cite book|first=Melanie|last=Mitchell|year=1993|title=Analogy-Making as Perception|isbn=0-262-13289-3}}

* {{Cite book|first=Melanie|last=Mitchell|year=1993|title=Analogy-Making as Perception以类比为知觉|isbn=0-262-13289-3}}

* {{Cite book|first=Melanie|last=Mitchell|title=An Introduction to Genetic Algorithms|isbn=0-262-63185-7|year=1998|publisher=MIT Press|location=Cambridge, Massachusetts}}

* {{Cite book|first=Melanie|last=Mitchell|title=An Introduction to Genetic Algorithms遗传算法导论|isbn=0-262-63185-7|year=1998|publisher=MIT Press|location=Cambridge, Massachusetts}}

* {{Cite book|first=Melanie|last=Mitchell|title=Complexity: A Guided Tour|isbn=0-19-512441-3|year=2009|publisher=Oxford University Press|location=Oxford, U.K.}}

* {{Cite book|first=Melanie|last=Mitchell|title=Complexity: A Guided Tour复杂性: 导览|isbn=0-19-512441-3|year=2009|publisher=Oxford University Press|location=Oxford, U.K.}}

* {{cite book |last1=Mitchell |first1=Melanie |title=Artificial Intelligence: A Guide for Thinking Humans |date=October 15, 2019 |publisher=Farrar, Straus and Giroux |isbn=978-0374257835 |edition=First |language=English}}

* {{cite book |last1=Mitchell |first1=Melanie |title=Artificial Intelligence: A Guide for Thinking Humans 人工智能: 人类思考指南|date=October 15, 2019 |publisher=Farrar, Straus and Giroux |isbn=978-0374257835 |edition=First |language=English}}

===文章===

===文章===