Fuzzy methods in machine learning and data mining: Status and prospects

Eyke Huellermeier

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Fuzzy methods in machine learning and data mining: Status and prospects

机译：机器学习和数据挖掘中的模糊方法：现状与展望

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Over the past years, methods for the automated induction of models and the extraction of interesting patterns from empirical data have attracted considerable attention in the fuzzy set community. This paper briefly reviews some typical applications and highlights potential contributions that fuzzy set theory can make to machine learning, data mining, and related fields. The paper concludes with a critical consideration of recent developments and some suggestions for future research directions.

机译：在过去的几年中，用于自动归纳模型和从经验数据中提取有趣模式的方法在模糊集界引起了相当大的关注。本文简要回顾了一些典型应用，并重点介绍了模糊集理论可以对机器学习，数据挖掘和相关领域做出的潜在贡献。本文最后对近期的发展进行了认真的考虑，并对未来的研究方向提出了一些建议。

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来源
《Fuzzy sets and systems》 |2005年第3期|p.387-406|共20页
作者
Eyke Huellermeier;
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作者单位

University of Magdeburg, Faculty of Computer Science Universitaetsplatz 2, 39106 Magdeburg, Germany;

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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
中图分类模糊数学;
关键词
machine learning; data mining; knowledge discovery;

机译：机器学习;数据挖掘;知识发现;

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1. Special Issue on Fuzzy Methods in Machine Learning and Data Mining [J] . EYKE HULLERMEIER, FRANK KLAWONN, ANDREAS NURNBERGER International Journal of Uncertainty, Fuzziness, and Knowledge-based Systems . 2007,第5期

机译：机器学习和数据挖掘中的模糊方法专刊
2. Value of fuzzy logic for data mining and machine learning: A case study [J] . Mirzakhanov Vugar E. Expert Systems with Application . 2020,第Deca期

机译：数据挖掘和机器学习模糊逻辑的价值 - 以案例研究
3. Editorial of the special issue: Online fuzzy machine learning and data mining(Conference Paper) [J] . Bouchachia A., Lughofer E., Sanchez D. Information Sciences: An International Journal . 2013,第Null期

机译：特别问题的编辑：网上模糊机器学习和数据挖掘（会议纸）
4. Efficient Multi-method Rule Learning for Pattern Classification Machine Learning and Data Mining [C] . Chinmay Maiti, Somnath Pal Pattern Recognition and Machine Intelligence . 2007

机译：用于模式分类机器学习和数据挖掘的高效多方法规则学习
5. Geometric methods in machine learning and data mining. [D] . Agarwal, Arvind. 2012

机译：机器学习和数据挖掘中的几何方法。
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7. Fuzzy sets in machine learning and data mining [O] . Eyke Hüllermeier 2008

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Fuzzy methods in machine learning and data mining: Status and prospects

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