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
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
  • [21] Supporting Adaptive English Learning With Fuzzy Logic-Based Personalized Learning
    Ding, Fangfang
    INTERNATIONAL JOURNAL OF GAMING AND COMPUTER-MEDIATED SIMULATIONS, 2022, 14 (02)
  • [22] An Innovative Fuzzy Logic-Based Machine Learning Algorithm for Supporting Predictive Analytics on Big Transportation Data
    Leung, Carson K.
    Elias, Jonathan D.
    Minuk, Shael M.
    de Jesus, A. Roy R.
    Cuzzocrea, Alfredo
    2020 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2020,
  • [23] RETRACTED: Fuzzy Logic-Based Machine Learning Algorithm for Cultural and Creative Product Design (Retracted Article)
    Lan, Taihua
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [24] Logic-based updating
    Ma, Jinling
    Zhao, Chen
    JOURNAL OF ECONOMIC THEORY, 2024, 221
  • [25] A Logic-Based Learning Approach to Explore Diabetes Patient Behaviors
    Lamp, Josephine
    Silvetti, Simone
    Breton, Marc
    Nenzi, Laura
    Feng, Lu
    COMPUTATIONAL METHODS IN SYSTEMS BIOLOGY (CMSB 2019), 2019, 11773 : 188 - 206
  • [26] Fuzzy Logic-Based Direct Torque Control for Induction Machine Drive
    Bouhoune, K.
    Yazid, K.
    Boucherit, M. S.
    Menaa, M.
    2017 25TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2017, : 577 - 582
  • [27] Towards Safer (Smart) Cities: Discovering Urban Crime Patterns Using Logic-based Relational Machine Learning
    Lourenco, Vitor
    Mann, Paulo
    Guimaraes, Artur
    Paes, Aline
    de Oliveira, Daniel
    2018 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2018,
  • [28] A Fuzzy Logic-based Personalized Learning System for Supporting Adaptive English Learning
    Hsieh, Tung-Cheng
    Wang, Tzone-I
    Su, Chien-Yuan
    Lee, Ming-Che
    EDUCATIONAL TECHNOLOGY & SOCIETY, 2012, 15 (01): : 273 - 288
  • [29] Logic-Based Ethical Planning
    Grandi, Umberto
    Lorini, Emiliano
    Parker, Timothy
    Alami, Rachid
    AIXIA 2022 - ADVANCES IN ARTIFICIAL INTELLIGENCE, 2023, 13796 : 198 - 211
  • [30] Computational logic-based agents
    Toni, Francesca
    Bentahar, Jamal
    AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS, 2008, 16 (03) : 211 - 213