Optimizing data-dependent kernel using semi-supervised learning with pairwise constraints

被引：0

作者：

Wang, Na ^{[1
]}

Liu, Guo-Sheng ^{[1
]}

Li, Xia ^{[1
]}

机构：

[1] College of Information Engineering, Shenzhen University, Shenzhen 518060, China

来源：

Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence | 2011年 / 24卷 / 05期

关键词：

Supervised learning - Principal component analysis;

D O I：

暂无

中图分类号：

学科分类号：

摘要：

The selection of kernel function and its parameters determine the performance of kernel function. A semi-supervised data-dependent kernel optimization algorithm is presented, which uses unlabeled data and pairwise constraints to maximize an objective function sensitive to data-dependent kernel, so that its performance is improved. Then the proposed method is employed to optimize the kernel of kernel principal components analysis (KPCA) and the experimental results of the classification and clustering performance on the artificial data and UCI data sets show its efficiency.

引用

页码：685 / 691

共 50 条

[1] Semi-Supervised Metric Learning Using Pairwise Constraints
Baghshah, Mahdieh Soleymani
Shouraki, Saeed Bagheri
21ST INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI-09), PROCEEDINGS, 2009, : 1217 - 1222
[2] Metric learning for semi-supervised clustering using pairwise constraints and the geometrical structure of data
Baghshah, Mahdieh Soleymani
Shouraki, Saeed Bagheri
INTELLIGENT DATA ANALYSIS, 2009, 13 (06) : 887 - 899
[3] Data-dependent kernel sparsity preserving projection and its application for semi-supervised classification
Ao Zhang
Xianwen Gao
Multimedia Tools and Applications, 2018, 77 : 24459 - 24475
[4] Data-dependent kernel sparsity preserving projection and its application for semi-supervised classification
Zhang, Ao
Gao, Xianwen
MULTIMEDIA TOOLS AND APPLICATIONS, 2018, 77 (18) : 24459 - 24475
[5] Kernel parameter optimization for semi-supervised fuzzy clustering with pairwise constraints
Na, Wang
Xia, Li
CHINESE JOURNAL OF ELECTRONICS, 2008, 17 (02): : 297 - 300
[6] Semi-supervised classification with pairwise constraints
Gong, Chen
Fu, Keren
Wu, Qiang
Tu, Enmei
Yang, Jie
NEUROCOMPUTING, 2014, 139 : 130 - 137
[7] Centroid Neural Network with Pairwise Constraints for Semi-supervised Learning
Minh Tran Ngoc
Dong-Chul Park
Neural Processing Letters, 2018, 48 : 1721 - 1747
[8] Centroid Neural Network with Pairwise Constraints for Semi-supervised Learning
Minh Tran Ngoc
Park, Dong-Chul
NEURAL PROCESSING LETTERS, 2018, 48 (03) : 1721 - 1747
[9] Similarity Learning via Optimizing the Data-Dependent Kernel
Xiong, Huilin
Shi, Panfei
2009 INTERNATIONAL JOINT CONFERENCE ON BIOINFORMATICS, SYSTEMS BIOLOGY AND INTELLIGENT COMPUTING, PROCEEDINGS, 2009, : 512 - 516
[10] Semi-supervised dimensionality reduction using pairwise equivalence constraints
Cevikalp, Hakan
Verbeek, Jakob
Jurie, Frederic
Klaser, Alexander
VISAPP 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 1, 2008, : 489 - 496

← 1 2 3 4 5 →