CLUSTERING VIA DIMENSIONAL REDUCTION METHOD FOR THE PROJECTION PURSUIT BASED ON THE ICSA-中国Betway体育网页登陆

摘要 Theperformanceoftheclassicalclusteringalgorithmisnotalwayssatisfiedwiththehigh-dimensionaldatasets,whichmakeclusteringmethodlimitedinmanyapplication.Tosolvethisproblem,clusteringmethodwithProjectionPursuitdimensionreductionbasedonImmuneClonalSelectionAlgorithm(ICSA-PP)isproposedinthispaper.ProjectionpursuitstrategycanmaintainconsistentEuclideandistancesbetweenpointsinthelow-dimensionalembeddingswheretheICSAisusedtosearchoptimizingprojectiondirection.Theproposedalgorithmcanconvergequicklywithlessiterationtoreducedimensionofsomehigh-dimensionaldatasets,andinwhichspace,K-meanclusteringalgorithmisusedtopartitionthereduceddata.TheexperimentresultsonUCIdatashowthatthepresentedmethodcansearchquickertooptimizeprojectiondirectionthanGeneticAlgorithm(GA)andithasbetterclusteringresultscomparedwithtraditionallineardimensionreductionmethodforPrincipleComponentAnalysis(PCA).

1JINGPING.TESTS OF COVARIANCE MATRIX BY USING PROJECTION PURSUIT AND BOOTSTRAP METHOD.基础数学,1998-03.
2Soki Kuga;Hisakazu Nakamura;Yasuyuki Satoh.Robust Adaptive Control of PVTOL System via Minimum Projection Method.基础数学,2016-05.
3Xiaodong Song Liyan Han.Dual membership SVM method based on spectral clustering.物理电子学,2012-02.
4.ON TESTS FOR LOCAL EXTREMUM POINTS IN PROJECTION PURSUIT.系统科学,1994-04.
5Jieyu Ding Zhenkuan Pan.Optimization of multibody systems based on the generalized-α projection method for DAEs.力学,2012-06.
6SHI Min YI Qing-ming.New Blocking Artifacts Reduction Method Based on Wavelet Transform.物理电子学,2007-01.
7Lei Yang;Junhui Wang;Shiqian Ma.REDUCED-RANK MODELING FOR HIGH-DIMENSIONAL MODEL-BASED CLUSTERING.计算数学,2018-03.
8孔月萍;曾平.A robust method for inverse halftoning via two-dimensional nonlinear pyramid.光学工程,2007-10.
9ZHANGHong-xin;CHENCan-feng;WUYan-ling;LIPei-hua.Decomposition and compression for ECG and EEG signals with sequence index coding method based on matching pursuit.通信与信息系统,2012-02.
10Lijuan LI;Hongye SU;Jian CHU.Sparse representation based on projection method in online least squares support vector machines.控制理论与控制工程,2009-02.

CLUSTERING VIA DIMENSIONAL REDUCTION METHOD FOR THE PROJECTION PURSUIT BASED ON THE ICSA

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