Abstract Argumentation for Case-Based Reasoning

被引:0
作者
Cyras, Kristijonas [1 ]
Satoh, Ken [2 ]
Toni, Francesca [1 ]
机构
[1] Imperial Coll London, London, England
[2] Natl Inst Informat, Tokyo, Japan
来源
FIFTEENTH INTERNATIONAL CONFERENCE ON THE PRINCIPLES OF KNOWLEDGE REPRESENTATION AND REASONING | 2016年
关键词
EXPLANATION;
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
We investigate case-based reasoning (CBR) problems where cases are represented by abstract factors and (positive or negative) outcomes, and an outcome for a new case, represented by abstract factors, needs to be established. To this end, we employ abstract argumentation (AA) and propose a novel methodology for CBR, called AA-CBR. The argumentative formulation naturally allows to characterise the computation of an outcome as a dialogical process between a proponent and an opponent, and can also be used to extract explanations for why an outcome for a new case is (not) computed.
引用
收藏
页码:549 / 552
页数:4
相关论文
共 19 条
[1]  
[Anonymous], 2013, CASE BASED REASONING
[2]  
Athakravi D., 2015, LPNMR
[3]  
Bench-Capon T, 2009, P 12 INT C ART INT L, P118, DOI DOI 10.1145/1568234.1568248
[4]   Constructing argument graphs with deductive arguments: a tutorial [J].
Besnard, Philippe ;
Hunter, Anthony .
ARGUMENT & COMPUTATION, 2014, 5 (01) :5-30
[5]   Formal Arguments, Preferences, and Natural Language Interfaces to Humans: an Empirical Evaluation [J].
Cerutti, Federico ;
Tintarev, Nava ;
Oren, Nir .
21ST EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE (ECAI 2014), 2014, 263 :207-212
[6]   Computing ideal sceptical argumentation [J].
Dung, P. M. ;
Mancarella, P. ;
Toni, F. .
ARTIFICIAL INTELLIGENCE, 2007, 171 (10-15) :642-674
[7]   ON THE ACCEPTABILITY OF ARGUMENTS AND ITS FUNDAMENTAL ROLE IN NONMONOTONIC REASONING, LOGIC PROGRAMMING AND N-PERSON GAMES [J].
DUNG, PM .
ARTIFICIAL INTELLIGENCE, 1995, 77 (02) :321-357
[8]   Dialectic proof procedures for assumption-based, admissible argumentation [J].
Dung, PM ;
Kowalski, RA ;
Toni, F .
ARTIFICIAL INTELLIGENCE, 2006, 170 (02) :114-159
[9]  
Fan XY, 2015, AAAI CONF ARTIF INTE, P1496
[10]   Defeasible logic programming: DeLP-servers, contextual queries, and explanations for answers [J].
Garcia, Alejandro J. ;
Simari, Guillermo R. .
ARGUMENT & COMPUTATION, 2014, 5 (01) :63-88