A tour of machine learning: An AI perspective

Michele Sebag

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A tour of machine learning: An AI perspective

机译：机器学习之旅：人工智能的视角

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Machine Learning has been at the core of Artificial Intelligence since its inception. Many promises have been held, if one is to consider that Google is a living demonstration of AI. This paper presents a historical perspective on Machine Learning, describing how the emphasis was gradually shifted from logical to statistical induction, from induction to optimization, from the search of hypotheses to the search of representations. The paper concludes with a discussion about the new frontier of Machine Learning.

机译：自人工智能诞生以来，机器学习一直是人工智能的核心。如果有人认为Google是AI的生动展示，那么人们已经做出了许多承诺。本文介绍了机器学习的历史观点，描述了重点如何从逻辑归纳到统计归纳，从归纳到最优化，从假设的搜索到表示的搜索。本文最后讨论了机器学习的新领域。

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来源
《AI communications》 |2014年第1期|11-23|共13页
作者
Michele Sebag;
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作者单位

TAO, CNRS-INRIA-LRI, Universite Paris-Sud, 91405 Orsay Cedex, France;

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收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类
关键词
Machine Learning; statistical learning; unsupervised learning; change of representation; reinforcement learning; machine reasoning;

机译：机器学习;统计学习;无监督学习;代表变更;强化学习;机器推理;

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A tour of machine learning: An AI perspective

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