Comparison of Strategies Based on Evolutionary Computation for the Design of Similarity Functions

被引：0

作者：

Herrera, A. Fornells ^{[1
]}

Dausa, J. Camps ^{[1
]}

Golobardes i Ribe, E. ^{[1
]}

Garrell i Guiu, J. M. ^{[1
]}

机构：

[1] Univ Ramon Llull, Researching Grp Intelligence Syst Engn & Arquitec, Barcelona 08022, Spain

来源：

ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT | 2005年 / 131卷

关键词：

Reasoning Models; Machine Learning; Similarity Function; Case Base Reasoning; Genetic Programmming; Grammar Evolution;

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：

One of the main keys in case based reasoning system is the retrieval phase where the most similar cases are retrieved by means of a similarity function According to the problem the similarity function must be selected and adapted depending on the characteristics and properties of the problem s domain The goal of this article is to present a platform called BRAIN which incorporates strategies based on different evolutionary approaches to design similarity functions ad hoc for a domain to be used in a case based reasoning system The strategies are based on Genetic Programming and Grammar Evolution approaches Both are applied to different data sets to study the influence of their characteristic in the accuracy rate and in the execution time

引用

页码：231 / 238

页数：8

共 50 条

[31] Grounding grid design using evolutionary computation-based methods
Otero, AF
Cidrás, J
Garrido, C
ELECTRIC POWER COMPONENTS AND SYSTEMS, 2002, 30 (02) : 151 - 165
[32] Design of row-based flexible manufacturing system with evolutionary computation
Ficko, Mirko
Balic, Joze
KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS, 2008, 5178 : 1 - 8
[33] Research on Automobile Body conceptual Design System Based on Evolutionary Computation
Li Yan
Liu Hong
2009 IEEE INTERNATIONAL SYMPOSIUM ON IT IN MEDICINE & EDUCATION, VOLS 1 AND 2, PROCEEDINGS, 2009, : 1313 - 1318
[34] A design of neural-net based PID controllers with evolutionary computation
Suzuki, M
Yamamoto, T
Tsuji, T
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2004, E87A (10) : 2761 - 2768
[35] Adaptive Teaching Learning Sequence based on Instructional Design and Evolutionary Computation
Hnida, Meriem
Idrissi, Mohammed Khalidi
Bennani, Samir
2016 15TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY BASED HIGHER EDUCATION AND TRAINING (ITHET), 2016,
[36] Chinese semantic document classification based on strategies of semantic similarity computation and correlation analysis
Yang, Shuo
Wei, Ran
Guo, Jingzhi
Tan, Hengliang
JOURNAL OF WEB SEMANTICS, 2020, 63
[37] Evolutionary algorithm based on different semantic similarity functions for synonym recognition in the biomedical domain
Chaves-Gonzalez, Jose M.
Martinez-Gil, Jorge
KNOWLEDGE-BASED SYSTEMS, 2013, 37 : 62 - 69
[38] Evolutionary design of Boolean functions
Cao, Ming
Huang, Yin-Feng
Hu, Zheng-Ming
Yang, Yi-Xian
Tongxin Xuebao/Journal on Communications, 2007, 28 (SUPPL.): : 70 - 73
[39] Evolutionary Design of Boolean Functions
WANG Zhang-yi 1
2. School of Software
Wuhan University Journal of Natural Sciences, 2005, (01) : 179 - 182
[40] Strategies for optimizing image processing by genetic and evolutionary computation
Shimodaira, H
INTERNATIONAL SYMPOSIUM ON MULTIMEDIA SOFTWARE ENGINEERING, PROCEEDINGS, 2000, : 315 - 320

← 1 2 3 4 5 →