Building a Bayesian Network for Object Oriented Programming with Experts' Knowledge

被引：1

作者：

Ramirez-Noriega, Alan ^{[1
]}

Juarez-Ramirez, Reyes ^{[1
]}

Jimenez, Samantha ^{[1
]}

Martinez-Ramirez, Yobani ^{[2
]}

Armenta, Jose ^{[2
]}

机构：

[1] Univ Autonoma Baja California, Tijuana, BC, Mexico

[2] Univ Autonoma Sinaloa, Los Mochis, SIN, Mexico

来源：

RECENT ADVANCES IN INFORMATION SYSTEMS AND TECHNOLOGIES, VOL 1 | 2017年 / 569卷

关键词：

Bayesian network; Object orientation; Ontology; Methodology; Intelligent Tutoring System;

D O I：

10.1007/978-3-319-56535-4_27

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Bayesian Networks have been related to education for several years due to the advantages that this technique offers. Building a Bayesian Network (BN) in the educational domain is laborious. The objective of this study is to define a methodology to develop BNs to be implemented them in an Intelligent Tutoring Systems based on ontologies and experts' knowledge. Also, establish a method for building automatically BN qualitative part. The main contributions of our work are the methodology to build BNs based on experts' knowledge, the formalization of ontologies, and the process of construct BN qualitative part. The resulted BNs are useful to infer and diagnose students' knowledge. This inference will be helpful to decide what are concepts need to be reinforce.

引用

页码：267 / 276

页数：10

共 17 条

[1] Abuhassam I., 2012, J COMPUT MODEL, V2, P75
[2] Cataldi Z., 2010, REV IBEROAMERICANA T, V5, P29
[3] Using Bayesian networks to manage uncertainty in student modeling
Conati, C
Gertner, A
Vanlehn, K
[J]. USER MODELING AND USER-ADAPTED INTERACTION, 2002, 12 (04) : 371 - 417
[4] Conejo R., 2001, Revista Iberoamericana de Inteligencia Artificial, V12, P50
[5] Ding Z., 2004, P 37 ANN HAW INT C S, P1, DOI DOI 10.1109/HICSS.2004.1265290
[6] Fernandez M., 1997, Methontology: From ontological art towards ontological engineering
[7] Using expert's knowledge to build Bayesian networks
Hu Xiao-Xuan
Hui, Wang
Shuo, Wang
[J]. CIS WORKSHOPS 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY WORKSHOPS, 2007, : 220 - 223
[8] Khodeir N, 2012, 2012 6TH IEEE INTERNATIONAL CONFERENCE ON E-LEARNING IN INDUSTRIAL ELECTRONICS (ICELIE), P12, DOI 10.1109/ICELIE.2012.6471140
[9] Madsen A. L., 2015, DIAGNOSTIC MODELS US
[10] Mendes E., 2011, Proceedings of the 2011 World Congress on Information and Communication Technologies (WICT), P612, DOI 10.1109/WICT.2011.6141315

← 1 2 →