Diversity-based case base maintenance

被引：0

作者：

Yang, LZ ^{[1
]}

Ha, MH ^{[1
]}

Wang, XZ ^{[1
]}

机构：

[1] Hebei Univ, Fac Math & Comp Sci, Machine Learning Ctr, Badoing, Hebei, Peoples R China

来源：

2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS | 2003年

关键词：

relative diversity; evolution strategy; case base maintenance;

D O I：

10.1109/ICMLC.2003.1259750

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Three algorithms are proposed for maintaining a case base. Different from other algorithms that have been proposed for updating a case base, the diversity of cases (relative to each other) plays an important role in these new algorithms. Specifically, these algorithms combine similarity and diversity of cases together for determining a new case base. Experimental results demonstrate that these algorithms can greatly reduce the size of a case base without comprising its competence, especially for the algorithm based on evolution strategies (ESs).

引用

页码：1591 / 1596

页数：6

共 50 条

[31] Waveform synthesis for diversity-based transmit beampattern design
Stoica, Petre
Li, Jian
Zhu, Xumin
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (06) : 2593 - 2598
[32] Diversity-Based Random Forests with Sample Weight Learning
Chun Yang
Xu-Cheng Yin
Cognitive Computation, 2019, 11 : 685 - 696
[33] Diversity-based approaches to selective biomimetic oxidation catalysis
Berkessel, A
ADVANCES IN INORGANIC CHEMISTRY INCLUDING BIOINORGANIC STUDIES, VOL 58: HOMOGENEOUS BIOMIMETIC OXIDATION CATALYSIS, 2006, 58 : 1 - 28
[34] Fast algorithms for phase diversity-based blind deconvolution
Vogel, CR
Chan, T
Plemmons, R
ADAPTIVE OPTICAL SYSTEM TECHNOLOGIES, PARTS 1 AND 2, 1998, 3353 : 994 - 1005
[35] Diversity-based organic synthesis in the era of genomics and proteomics
Arya, P
Chou, DTH
Baek, MG
ANGEWANDTE CHEMIE-INTERNATIONAL EDITION, 2001, 40 (02) : 339 - 346
[36] Diversity-Based Pool of Models for Dealing with Recurring Concepts
Chiu, Chun Wai
Minku, Leandro L.
2018 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2018,
[37] Diversity-Based Offspring Selection Criteria for Genetic Algorithms
Scheibenpflug, Andreas
Wagner, Stefan
Affenzeller, Michael
COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2015, 2015, 9520 : 393 - 400
[38] An adaptive microbiome α-diversity-based association analysis method
Hyunwook Koh
Scientific Reports, 8
[39] Diversity-based reasoning in children age 5 to 8
Heit, E
Hahn, U
PROCEEDINGS OF THE TWENTY FIRST ANNUAL CONFERENCE OF THE COGNITIVE SCIENCE SOCIETY, 1999, : 212 - 217
[40] Reliable Diversity-Based Spatial Crowdsourcing by Moving Workers
Cheng, Peng
Lian, Xiang
Chen, Zhao
Fu, Rui
Chen, Lei
Han, Jinsong
Zhao, Jizhong
PROCEEDINGS OF THE VLDB ENDOWMENT, 2015, 8 (10): : 1022 - 1033

← 1 2 3 4 5 →