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检索条件"主题词=prototype-based classifier"
6 条 记 录,以下是1-10 订阅
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On the Efficient Design of a prototype-based classifier Using Differential Evolution
On the Efficient Design of a Prototype-Based Classifier Usin...
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2014 IEEE Symposium on Differential Evolution (SDE)
作者: Soares Filho, Luiz A. Barreto, Guilherme A. Univ Fed Ceara Dept Teleinformat Engn Ctr Technol Av Mister Hull S-NCampus PiciBldg 725 BR-60455970 Fortaleza Ceara Brazil
In this paper we introduce an evolutionary approach for the efficient design of prototype-based classifiers using differential evolution (DE). For this purpose we amalgamate ideas from the Learning Vector Quantization... 详细信息
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A fast nearest neighbor classifier based on self-organizing incremental neural network
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NEURAL NETWORKS 2008年 第10期21卷 1537-1547页
作者: Furao, Shen Hasegawa, Osamu Nanjing Univ State Key Lab Novel Software Technol Nanjing 210093 Peoples R China Tokyo Inst Technol Imaging Sci & Engn Lab Tokyo Japan
A fast prototype-based nearest neighbor classifier is introduced. The proposed Adjusted SOINN classifier (ASC) is based on SOINN (self-organizing incremental neural network), it automatically learns the number of prot... 详细信息
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Constructing L2-SVM-based fuzzy classifiers in high-dimensional space with automatic model selection and fuzzy rule ranking
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IEEE TRANSACTIONS ON FUZZY SYSTEMS 2007年 第3期15卷 398-409页
作者: Zhou, Shang-Ming Gan, John Q. Univ Essex Dept Comp Sci Colchester CO4 3SQ Essex England
In this paper, a new scheme for constructing parsimonious fuzzy classifiers is proposed based on the L2-support vector machine (L2-SVM) technique with model selection and feature ranking performed simultaneously in an... 详细信息
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prototypes Reduction and Feature Selection based on Fuzzy Boundary Area for Nearest Neighbor classifiers
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INTERNATIONAL JOURNAL OF FUZZY SYSTEMS 2019年 第2期21卷 639-654页
作者: Ahn, Tae-Chon Roh, Seok-Beom Kim, Yong Soo Wang, Jihong Wonkwang Univ Dept Elect Convergence Engn Iksan 570749 Chon Buk South Korea Univ Suwon Dept Elect Engn Hwasung 18323 South Korea Daejeon Univ Dept Comp Engn Daejeon 300716 South Korea Hengshui Univ Elect & Informat Engn Hengshui Hebei Peoples R China
For prototype-based classifiers, the number of prototypes results in increasing the computational time so that it takes very long time for a prototype-based classifier to determine the class label of an associated dat... 详细信息
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Imbalanced Data Classification with the K-Closest Resemblance Classifier for Remote Sensing and Social Media Texts
Imbalanced Data Classification with the K-Closest Resemblanc...
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作者: Duan, Cheng University of Ottawa
学位级别:硕士
Data imbalance has been a challenge in many areas of automatic classification. Many popular approaches including over-sampling, under-sampling, and Synthetic Minority Oversampling Technique (SMOTE) have been developed ... 详细信息
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Some novel classifiers designed using prototypes extracted by a new scheme based on self-organizing feature map
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IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS 2001年 第6期31卷 881-890页
作者: Laha, A Pal, NR Natl Inst Management Calcutta Kolkata 700027 W Bengal India Indian Stat Inst Elect & Commun Sci Unit Kolkata 700035 W Bengal India
We propose two new comprehensive schemes for designing prototype-based classifiers. The scheme addresses all major issues (number of prototypes, generation of prototypes, and utilization of the prototypes) involved in... 详细信息
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