An Agent Architecture for Knowledge Discovery and Evolution

被引：2
|
作者：
Wanyana, Tezira [1 ,2 ]
Moodley, Deshendran [1 ,2 ]
机构：
[1] Univ Cape Town UCT, Dept Comp Sci, Cape Town, South Africa
[2] Ctr Artificial Intelligence Res CAIR, Cape Town, South Africa
来源：
ADVANCES IN ARTIFICIAL INTELLIGENCE, KI 2021 | 2021年 / 12873卷
关键词：
Agent architecture; BDI; Knowledge discovery and evolution; Abductive theory of method; INTERNET; SYSTEM; CARE;
D O I：
10.1007/978-3-030-87626-5_18
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The abductive theory of method (ATOM) was recently proposed to describe the process that scientists use for knowledge discovery. In this paper we propose an agent architecture for knowledge discovery and evolution (KDE) based on ATOM. The agent incorporates a combination of ontologies, rules and Bayesian networks for representing different aspects of its internal knowledge. The agent uses an external AI service to detect unexpected situations from incoming observations. It then uses rules to analyse the current situation and a Bayesian network for finding plausible explanations for unexpected situations. The architecture is evaluated and analysed on a use case application for monitoring daily household electricity consumption patterns.
引用
收藏
页码：241 / 256
页数：16
相关论文
共 50 条
  • [1] Multi-agent architecture for Knowledge Discovery
    Pop, Daniel
    Negru, Viorel
    Sandru, Calin
    [J]. SYNASC 2006: EIGHTH INTERNATIONAL SYMPOSIUM ON SYMBOLIC AND NUMERIC ALGORITHMS FOR SCIENTIFIC COMPUTING, PROCEEDINGS, 2007, : 217 - +
  • [2] A secure mobile agent architecture for knowledge discovery and data mining
    Humphries, JW
    [J]. 6TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL V, PROCEEDINGS: COMPUTER SCI I, 2002, : 291 - 296
  • [3] Towards a Conversational Agent Architecture to Favor Knowledge Discovery in Serious Games
    Bellotti, Francesco
    Berta, Riccardo
    De Gloria, Alessandro
    Lavagnino, Elisa
    [J]. PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTER ENTERTAINMENT TECHNOLOGY (ACE 2011), 2011,
  • [4] Architecture for knowledge discovery and knowledge management
    Gupta, SK
    Bhatnagar, V
    Wasan, SK
    [J]. KNOWLEDGE AND INFORMATION SYSTEMS, 2005, 7 (03) : 310 - 336
  • [5] Architecture for knowledge discovery and knowledge management
    S.K. Gupta
    V. Bhatnagar
    S.K. Wasan
    [J]. Knowledge and Information Systems, 2005, 7 : 310 - 336
  • [6] An architecture for ABEN-KDD - an agent-based environment for knowledge discovery in databases
    Sousa, M
    Gottgtroy, M
    Ebecken, N
    Rodrigues, M
    [J]. DATA MINING II, 2000, 2 : 221 - 230
  • [7] A SOFTWARE ARCHITECTURE FOR KNOWLEDGE DISCOVERY IN DATABASE
    Dias, Maria Madalena
    Valentim, Lucio Geronimo
    Carvalho, Jose Rafael
    [J]. ICEIS 2008: PROCEEDINGS OF THE TENTH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS, VOL DISI: DATABASES AND INFORMATION SYSTEMS INTEGRATION, 2008, : 433 - 436
  • [8] SoPhIA: A unified architecture for knowledge discovery
    Korentzelos, DK
    Tianfield, H
    Buggy, T
    [J]. ADVANCES IN WEB INTELLIGENCE, PROCEEDINGS, 2005, 3528 : 486 - 491
  • [9] A programmable agent for knowledge discovery on the web
    Shan, F
    Jun, M
    Chao, T
    Xu, LD
    [J]. EXPERT SYSTEMS, 2003, 20 (02) : 79 - 85
  • [10] KRAFT: An agent architecture for knowledge fusion
    Preece, A
    Hui, K
    Gray, A
    Marti, P
    Bench-Capon, T
    Cui, Z
    Jones, D
    [J]. INTERNATIONAL JOURNAL OF COOPERATIVE INFORMATION SYSTEMS, 2001, 10 (1-2) : 171 - 195
12345