Towards a Logical Model of Induction from Examples and Communication

被引：0
|
作者：
Ontanon, Santiago [1 ,2 ]
Dellunde, Pilar [2 ,3 ]
Godo, Lluis [2 ]
Plaza, Enric [2 ]
机构：
[1] CSIC Spanish Council Sci Res, IIIA Artificial Intelligence Res Inst, Campus UAB, Bellaterra 08193, Catalonia, Spain
[2] CSIC, IIIA, Artificial Intelligence Res Inst, Madrid, Spain
[3] Univ Autonoma Barcelona, E-08193 Barcelona, Spain
来源：
ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT | 2010年 / 220卷
关键词：
Induction; Logic; Argumentation; Machine Learning; DEFEASIBLE LOGIC;
D O I：
10.3233/978-1-60750-643-0-259
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper focuses on a logical model of induction, and specifically of the common machine learning task of inductive concept learning (ICL). We define an inductive derivation relation, which characterizes which hypothesis can be induced from sets of examples, and show its properties. Moreover, we will also consider the problem of communicating inductive inferences between two agents, which corresponds to the multi-agent ICL problem. Thanks to the introduced logical model of induction, we will show that this communication can be modeled using computational argumentation.
引用
收藏
页码：259 / 268
页数：10
相关论文
共 50 条
  • [1] Towards logical specification of adversarial examples in machine learning
    Zeroual, Marwa
    Hamid, Brahim
    Adedjoumaa, Morayo
    Jaskolka, Jason
    2022 IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS, TRUSTCOM, 2022, : 1575 - 1580
  • [2] A Logical Model of Communication Channels
    Cristani, Matteo
    Olivieri, Francesco
    Santaca, Katia
    INTELLIGENT AND EVOLUTIONARY SYSTEMS, IES 2015, 2016, 5 : 57 - 71
  • [3] Towards a logical reconstruction of CF-induction
    Yamamoto, Yoshitaka
    Ray, Oliver
    Inoue, Katsumi
    NEW FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2008, 4914 : 330 - +
  • [4] Towards a logical model for patterns
    Rizzi, S
    Bertino, E
    Catania, B
    Golfarelli, M
    Halkidi, M
    Terrovitis, M
    Vassiliadis, P
    Vazirgiannis, M
    Vrachnos, E
    CONCEPTUAL MODELING - ER 2003, PROCEEDINGS, 2003, 2813 : 77 - 90
  • [5] TOWARDS A LOGICAL BASIS FOR COMMUNICATION IN NETWORK MANAGEMENT
    BIGHAM, J
    DAVIES, NJ
    WHITNEY, CT
    BRITISH TELECOM TECHNOLOGY JOURNAL, 1991, 9 (03): : 106 - 117
  • [6] COMMUNICATION - A LOGICAL MODEL - HARRAH,D
    SAVIN, HB
    CONTEMPORARY PSYCHOLOGY, 1964, 9 (04): : 186 - 187
  • [7] On the minimum number of logical clauses inferred from examples
    Triantaphyllou, Evangelos
    Soyster, Allen L.
    Computers and Operations Research, 1996, 23 (08): : 783 - 799
  • [8] On the minimum number of logical clauses inferred from examples
    Triantaphyllou, E
    Soyster, AL
    COMPUTERS & OPERATIONS RESEARCH, 1996, 23 (08) : 783 - 799
  • [9] A logical model of social commitment for agent communication
    Verdicchio, M
    Colombetti, M
    ADVANCES IN AGENT COMMUNICATION, 2003, 2922 : 128 - 145
  • [10] A defeasible reasoning model of inductive concept learning from examples and communication
    Ontanon, Santiago
    Dellunde, Pilar
    Godo, Lluis
    Plaza, Enric
    ARTIFICIAL INTELLIGENCE, 2012, 193 : 129 - 148
12345