Clustering and instance based learning in first order logic

Jan Ramon

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Clustering and instance based learning in first order logic

机译：一阶逻辑中的聚类和基于实例的学习

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摘要

Instance based learning and clustering are popular methods in propositional machine learning. Both methods use a notion of similarity between objects. This dissertation investigates these methods in a relational setting. First, a number of new metrics are proposed. Next, these metrics are used to upgrade clustering and instance based learning to first order logic.

机译：基于实例的学习和聚类是命题机器学习中流行的方法。两种方法都使用对象之间的相似性概念。本文在关系背景下研究了这些方法。首先，提出了许多新指标。接下来，这些指标用于将群集和基于实例的学习升级为一阶逻辑。

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来源
《AI communications》 |2002年第4期|p.217-218|共2页
作者
Jan Ramon;
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作者单位

K.U.Leuven, Department of Computer Science, Celestijnenlaan 200A, 3001 Heverlee, Belgium;

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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
中图分类人工智能理论;
关键词
machine learning; inductive logic programming; instance based learning; clustering;

机译：机器学习归纳逻辑编程;基于实例的学习;聚类;

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专利

1. Making Instance-based Learning Theory usable and understandable: The Instance-based Learning Tool [J] . Varun Dutt, Cleotilde Gonzalez Computers in Human Behavior . 2012,第4期

机译：使基于实例的学习理论变得可用和易于理解：基于实例的学习工具
2. Constrained instance clustering in multi-instance multi-label learning [J] . Yuanli Pei, Xiaoli Z. Fern Pattern recognition letters . 2014,第feba1期

机译：多实例多标签学习中的约束实例聚类
3. Clustering-based multiple instance learning with multi-view feature [J] . He Chengkun, Shao Jie, Zhang Jiasheng, Expert Systems with Application . 2020,第Deca期

机译：基于聚类的多实例学习使用多视图功能
4. Experimental Evaluation of the Agent-Based Population Learning Algorithm for the Cluster-Based Instance Selection [C] . Ireneusz Czarnowski, Piotr Jedrzejowicz International conference on computational collective intelligence;ICCCI 2011 . 2011

机译：基于Agent的种群学习算法在基于集群的实例选择中的实验评估
5. Multiple Instance Learning Under Real-World Conditions =Apprentissage par instances multiples dans des conditions réelles [D] . Carbonneau, Marc-André. 2017

机译：现实条件下的多实例学习=现实条件下的多实例学习
6. Localized instance fusion of MRI data of Alzheimer’s disease for classification based on instance transfer ensemble learning [O] . Xiaoheng Tan, Yuchuan Liu, Yongming Li, 2018

机译：基于实例转移集成学习的阿尔茨海默氏病MRI数据的局部实例融合以进行分类
7. Conceptual clustering and instance based learning in first order logic. [O] . Ramon Jan 2002

机译：一阶逻辑中的概念聚类和基于实例的学习。

Clustering and instance based learning in first order logic

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