Extensions to the Relational Paths Based Learning Approach RPBL

被引：3
|
作者：
Gao, Zhiqiang [1 ]
Zhang, Zhizheng [1 ]
Huang, Zhisheng [2 ]
机构：
[1] Southeast Univ, Inst Comp Sci & Engn, Nanjing, Peoples R China
[2] Vrije Univ Amsterdam, Dept Comp Sci, Vrije, Netherlands
来源：
2009 FIRST ASIAN CONFERENCE ON INTELLIGENT INFORMATION AND DATABASE SYSTEMS | 2009年
基金：
美国国家科学基金会;
关键词：
D O I：
10.1109/ACIIDS.2009.40
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper we extend RPBL, a Relational Paths Based Learning approach for first order theories in three directions. We apply domain theories to expand structured instance space, learn recursive theories by an example of learningmember relationship of lists, and analyze the performance as well as time complexity theoretically. In addition, we give the details of our experimental results.
引用
收藏
页码：214 / +
页数：2
相关论文
共 50 条
  • [41] Mapping a database into an ontology: an interactive relational learning approach
    Habegger, Benjamin
    2007 IEEE 23RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING, VOLS 1-3, 2007, : 1418 - 1422
  • [42] A Hybrid Approach for Probabilistic Relational Models Structure Learning
    Ben Ishak, Mouna
    Leray, Philippe
    Ben Amor, Nahla
    ADVANCES IN INTELLIGENT DATA ANALYSIS XV, 2016, 9897 : 38 - 49
  • [43] Networked learning a relational approach: weak and strong ties
    Jones, C. R.
    Ferreday, D.
    Hodgson, V.
    JOURNAL OF COMPUTER ASSISTED LEARNING, 2008, 24 (02) : 90 - 102
  • [44] Structure learning for relational logistic regression: an ensemble approach
    Ramanan, Nandini
    Kunapuli, Gautam
    Khot, Tushar
    Fatemi, Bahare
    Kazemi, Seyed Mehran
    Poole, David
    Kersting, Kristian
    Natarajan, Sriraam
    DATA MINING AND KNOWLEDGE DISCOVERY, 2021, 35 (05) : 2089 - 2111
  • [45] Structure Learning for Relational Logistic Regression: An Ensemble Approach
    Ramanan, Nandini
    Kunapuli, Gautam
    Khot, Tushar
    Fatemi, Bahare
    Kazemi, Seyed Mehran
    Poole, David
    Kersting, Kristian
    Natarajan, Sriraam
    SIXTEENTH INTERNATIONAL CONFERENCE ON PRINCIPLES OF KNOWLEDGE REPRESENTATION AND REASONING, 2018, : 661 - 662
  • [46] Redis-based full-text search extensions for relational databases
    Liao, Xuehua
    Peng, Lilan
    Yang, Ting
    Li, Tianrui
    Zhu, Zhousen
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 15 (10) : 4475 - 4491
  • [47] Automated Development of Individual Learning Paths on the Competency Approach
    Shukhman, A. E.
    Motyleva, M. V.
    Belonovskaya, I. D.
    INTERNATIONAL JOURNAL OF ENGINEERING PEDAGOGY, 2013, 3 (04): : 27 - 31
  • [48] Data Fusion Based on Self-Organizing Map Approach to Learning Medical Relational Data
    Alfred, Rayner
    Chung, Chong Jia
    On, Chin Kim
    Ibrahim, Ag Asri Ag
    Sainin, Mohd Shamrie
    Pandiyan, Paulraj Murugesa
    COMPUTATIONAL SCIENCE AND TECHNOLOGY, ICCST 2017, 2018, 488 : 230 - 240
  • [49] An Approach to Group Formation in Collaborative Learning Using Learning Paths in Learning Management Systems
    Ramos, Ilmara
    Ramos, David
    Gadelha, Bruno
    de Oliveira, Elaine Harada Teixeira
    IEEE TRANSACTIONS ON LEARNING TECHNOLOGIES, 2021, 14 (05): : 555 - 567
  • [50] Grey relational analysis based on instance based learning approach for classification of risks of occupational low back disorders
    Akay, Diyar
    SAFETY SCIENCE, 2011, 49 (8-9) : 1277 - 1282
12345