个人简介
主持科研项目:
1.国家自然科学基金面上项目“基于马氏抽样的机器学习理论与算法研究”(NO:61370002),62万元,2014年1月-2017年12月,在研中.
2.国家自然科学基金面上项目“基于非独立同分布数据的机器学习理论及其应用”(NO:61070225),25万元,2011年1月-2013年12月,已结题.
3.湖北省自然科学基金重点项目“基于机器学习的海量数据挖掘及应用”(NO:2011CDA003),10万元,2012年1月-2014年12月,已结题.
近期论文
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1.BinZou,LuoqingLi.Theperformanceboundsoflearningmachinesbasedonexponentiallystronglymixingsequence.JournalofComputerandMathematicswithApplications,2007,53:1050-1058.
2.BinZou,HaiZhang,ZongbenXu.LearningfromuniformlyergodicMarkovchains.JournalofComplexity,2009,25:188-200.
3.BinZou,LuoqingLi,ZongbenXu.ThegeneralizationperformanceofERMalgorithmwithstronglymixingobservations.MachineLearning,2009,75(3):275-295.
4.BinZou,RongChen,ZongbenXu.LearningperformanceofTikhonovregularizationalgorithmwithgeometricallybeta-mixingobservations.JournalofStatisticalPlanningandInference,2011,141:1077-1087.
5.BinZou,ZongbenXu,XiangyuChang.GeneralizationboundsofERMalgorithmwithV-geometricallyergodicMarkovchains.AdvancesinComputationalMathematics,2012,36(1):99-114.
6.BinZou,LuoqingLi,ZongbenXu.Generalizationperformanceofleast-squareregularizedregressionalgorithmwithMarkovchainsamples.JournalofMathematicalAnalysisandApplications,2012,388(1):333-343.
7.BinZou,LuoqingLi,ZongbenXu,TaoLuo,YuanYanTang.ThegeneralizationperformanceofFisherlineardiscriminantbasedonMarkovsampling.IEEETransactionsonNeuralNetworksandLearningSystems,2013,24(2):288-300.
8.BinZou,ZhimingPen,ZongbenXu.ThelearningperformanceofsupportvectormachineclassificationbasedonMarkovsampling.ScienceinChina:InformationScience,2013,56:032110(16).
9.BinZou,YuanYanTang,ZongbenXu,LuoqingLi,JieXu,YangLu.ThegeneralizationperformanceofregularizedregressionalgorithmsbasedonMarkovsampling.IEEETransactionsonCybernetics,2014,44(9):1497-1507.
10.JieXu,YuanYanTang,BinZou,ZongbenXu,LuoqingLi,YangLu.GeneralizationperformanceofGaussiankernelsSVMCbasedonMarkovsampling.NeuralNetworks,2014,53:40-51.(通讯作者)
11.BinZou,ZongbenXu,JieXu.GeneralizationboundsofERMalgorithmwithMarkovchainsamples.ActaMathematicaeApplicataeSinica,2014,30(1):223-238.
12.JieXu,YuanYanTang,BinZou,ZongbenXu,LuoqingLi,YangLu,BaochangZhang.ThegeneralizationabilityofSVMclassificationbasedonMarkovsampling.IEEETransactionsonCybernetics,2015,45(6):1169-1179.(通讯作者)
13.JieXu,YuanYanTang,BinZou,ZongbenXu,LuoqingLi,YangLu.ThegeneralizationabilityofonlineSVMclassificationbasedonMarkovsampling.IEEETransactionsonNeuralNetworksandLearningSystems,2015,26(3):628-639.(通讯作者)