Hybrid Dimensionality Reduction Method Based on Support Vector Machine and Independent Component Analysis

Sangwoo Moon;  Hairong Qi

doi:10.1109/tnnls.2012.2189581

Hybrid Dimensionality Reduction Method Based on Support Vector Machine and Independent Component Analysis

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2012.2189581 ◽

2012 ◽

Vol 23 (5) ◽

pp. 749-761 ◽

Cited By ~ 15

Author(s):

Sangwoo Moon ◽

Hairong Qi

Keyword(s):

Support Vector Machine ◽

Independent Component Analysis ◽

Dimensionality Reduction ◽

Reduction Method ◽

Component Analysis ◽

Independent Component ◽

Support Vector ◽

Dimensionality Reduction Method

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Dimensionality Reduction using Hybrid Support Vector Machine and Discriminant Independent Component Analysis for Hyperspectral Image

International Journal of Advanced Computer Science and Applications ◽

10.14569/ijacsa.2017.081176 ◽

2017 ◽

Vol 8 (11) ◽

Author(s):

Murinto ◽

Nur Rochmah

Keyword(s):

Support Vector Machine ◽

Independent Component Analysis ◽

Dimensionality Reduction ◽

Hyperspectral Image ◽

Component Analysis ◽

Independent Component ◽

Support Vector

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Forecasting model of short-term traffic flow for road network based on independent component analysis and support vector machine

Journal of Computer Applications ◽

10.3724/sp.j.1087.2009.02550 ◽

2009 ◽

Vol 29 (9) ◽

pp. 2550-2553 ◽

Cited By ~ 1

Author(s):

Hong XIE ◽

Min LIU ◽

Shu-rong CHEN

Keyword(s):

Support Vector Machine ◽

Independent Component Analysis ◽

Traffic Flow ◽

Road Network ◽

Component Analysis ◽

Independent Component ◽

Support Vector ◽

Forecasting Model ◽

Short Term

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Learning Algorithms for Audio and Video Processing: Independent Component Analysis and Support Vector Machine Based Approaches

10.21236/ada458739 ◽

2000 ◽

Author(s):

Yuan Qi

Keyword(s):

Support Vector Machine ◽

Independent Component Analysis ◽

Video Processing ◽

Learning Algorithms ◽

Component Analysis ◽

Independent Component ◽

Support Vector

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Cancer Classification in Microarray Data using a Hybrid Selective Independent Component Analysis and ϑ-Support Vector Machine Algorithm

Journal of Medical Signals & Sensors ◽

10.4103/2228-7477.143811 ◽

2014 ◽

Vol 4 (4) ◽

pp. 291 ◽

Cited By ~ 5

Author(s):

Hamidreza Saberkari ◽

Mousa Shamsi ◽

Mahsa Joroughi ◽

Faegheh Golabi ◽

MohammadHossein Sedaaghi

Keyword(s):

Support Vector Machine ◽

Independent Component Analysis ◽

Microarray Data ◽

Component Analysis ◽

Cancer Classification ◽

Independent Component ◽

Support Vector ◽

Support Vector Machine Algorithm

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Online Statistical Monitoring and Fault Classification of the Tennessee Eastman Challenge Process Based on Dynamic Independent Component Analysis and Support Vector Machine

IFAC Proceedings Volumes ◽

10.3182/20080706-5-kr-1001.01252 ◽

2008 ◽

Vol 41 (2) ◽

pp. 7405-7412 ◽

Cited By ~ 2

Author(s):

Karim Salahshoor ◽

Fariborz Kiasi

Keyword(s):

Support Vector Machine ◽

Independent Component Analysis ◽

Component Analysis ◽

Independent Component ◽

Fault Classification ◽

Support Vector ◽

Statistical Monitoring

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Process Fault Detection Method Based on Time Structure Independent Component Analysis and One-Class Support Vector Machine

IFAC-PapersOnLine ◽

10.1016/j.ifacol.2015.09.689 ◽

2015 ◽

Vol 48 (21) ◽

pp. 1198-1203 ◽

Cited By ~ 2

Author(s):

Lianfang Cai ◽

Xuemin Tian ◽

Hanyuan Zhang

Keyword(s):

Support Vector Machine ◽

Fault Detection ◽

Independent Component Analysis ◽

Detection Method ◽

Component Analysis ◽

Independent Component ◽

Time Structure ◽

Support Vector

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Independent Component Analysis and Support Vector Machine for Face Feature Extraction

Lecture Notes in Computer Science - Audio- and Video-Based Biometric Person Authentication ◽

10.1007/3-540-44887-x_14 ◽

2003 ◽

pp. 111-118 ◽

Cited By ~ 9

Author(s):

Gianluca Antonini ◽

Vlad Popovici ◽

Jean-Philippe Thiran

Keyword(s):

Support Vector Machine ◽

Feature Extraction ◽

Independent Component Analysis ◽

Component Analysis ◽

Independent Component ◽

Support Vector

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Support vector machine ensemble based on independent component analysis and fuzzy kernel clustering

2011 Chinese Control and Decision Conference (CCDC) ◽

10.1109/ccdc.2011.5968282 ◽

2011 ◽

Author(s):

Yong Ma ◽

Xiaoxiao Kong ◽

Xuesong Wang

Keyword(s):

Support Vector Machine ◽

Independent Component Analysis ◽

Component Analysis ◽

Independent Component ◽

Support Vector ◽

Kernel Clustering

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Integrate Independent Component Analysis and Support Vector Machine for Monitoring Non-Gaussian Multivariate Process

2008 4th International Conference on Wireless Communications, Networking and Mobile Computing ◽

10.1109/wicom.2008.1892 ◽

2008 ◽

Cited By ~ 5

Author(s):

Chun-Chin Hsu ◽

Long-Sheng Chen

Keyword(s):

Support Vector Machine ◽

Independent Component Analysis ◽

Component Analysis ◽

Independent Component ◽

Support Vector ◽

Multivariate Process ◽

Non Gaussian

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Face recognition systems based on independent component analysis and support vector machine

2014 International Conference on Audio, Language and Image Processing ◽

10.1109/icalip.2014.7009804 ◽

2014 ◽

Cited By ~ 3

Author(s):

Jia Jun Zhang ◽

Yu Ting Shi

Keyword(s):

Support Vector Machine ◽

Face Recognition ◽

Independent Component Analysis ◽

Component Analysis ◽

Independent Component ◽

Support Vector ◽

Recognition Systems

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