Logic-based machine learning

被引：0
|
作者：
Muggleton, S [1 ]
Marginean, F [1 ]
机构：
[1] Univ York, Dept Comp Sci, York YO1 5DD, N Yorkshire, England
来源：
LOGIC-BASED ARTIFICIAL INTELLIGENCE | 2000年 / 597卷
关键词：
inductive logic programming; machine learning; scientific discovery; protein prediction; learning of natural language;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The last three decades has seen the development of Computational Logic techniques within Artificial Intelligence. This has led to the development of the subject of Logic Programming (LP), which can be viewed as a key part of Logic-Based Artificial Intelligence. The subtopic of LP concerned with Machine Learning is known as "Inductive Logic Programming" (ILP), which again can be broadened to Logic-Based Machine Learning by dropping Horn clause restrictions. ILP has its roots in the ground-breaking research of Cordon Plotkin and Ehud Shapiro. This paper provides a brief survey of the state of ILP applications, theory and techniques.
引用
收藏
页码：315 / 330
页数：16
相关论文
共 50 条
  • [31] Interconnectivity in Logic-Based Therapy
    Cohen, Elliot D.
    RELIGIONS, 2025, 16 (02)
  • [32] Logic-based hybrid agents
    Jung, Christoph G.
    Fischer, Klaus
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2002, 2407 : 626 - 654
  • [33] Logic-based subsumption architecture
    Amir, E
    Maynard-Reid, P
    IJCAI-99: PROCEEDINGS OF THE SIXTEENTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOLS 1 & 2, 1999, : 147 - 152
  • [34] Logic-Based Pattern Discovery
    Sim, Alex Tze Hiang
    Indrawan, Maria
    Zutshi, Samar
    Srinivasan, Bala
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2010, 22 (06) : 798 - 811
  • [35] Organising logic-based agents
    Fisher, M
    Ghidini, C
    Hirsch, B
    FORMAL APPROACHES TO AGENT-BASED SYSTEMS, 2003, 2699 : 15 - 27
  • [36] Molecular logic-based computation
    De Silva, A. Prasanna
    Monographs in Supramolecular Chemistry, 2013, : 1 - 417
  • [37] Logic-Based Probabilistic Modeling
    Sato, Taisuke
    LOGIC, LANGUAGE, INFORMATION AND COMPUTATION, 2009, 5514 : 61 - 71
  • [38] Logic-based hybrid agents
    Jung, CG
    Fischer, K
    COMPUTATIONAL LOGIC: LOGIC PROGRAMMING AND BEYOND, PT I: ESSAYS IN HONOUR OF ROBERT A KOWALSKI, 2002, 2407 : 626 - 654
  • [39] Logic-Based Question Answering
    Furbach, Ulrich
    Gloeckner, Ingo
    Helbig, Hermann
    Pelzer, Bjoern
    KUNSTLICHE INTELLIGENZ, 2010, 24 (01): : 51 - 55
  • [40] Topicality in Logic-Based Ontologies
    Del Vescovo, Chiara
    Parsia, Bijan
    Sattler, Ulrike
    CONCEPTUAL STRUCTURES FOR DISCOVERING KNOWLEDGE, 2011, 6828 : 187 - 200
12345