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1、深度学习与医学影像分析赵地中国科学院计算技术研究所2018年中国数字医学高峰论坛,海南博鳌,2018年11月17日MedicalImageAnalysiswithDeepLearningMedicalSurgeryPathologyPhotographyRoboticsthestructuralinformationofhumantissueanatomyPETSPECTMetabolicinformationofhumantissue添加标题文字•研究基础•研究进展•研究设想SVM肺癌预测,2005,9DiZhao*,FastSo
2、lverforInteriorPointMethodofSVMTrainingbyParallelGMRESandHSS,InternationalJournalofComputing,2014,13(2):116-124.统计分布拟合的基因分析。2007DiZhao*,ShenghuaNi,ParallelMulti-proposalandMulti-chainMarkovChainMonteCarloforCalculatingP-valueofGenome-WideAssociationStudies,ParallelProc
3、essingLetters,23(3),2013.EI,cite=1.皮肤癌的最佳治疗规划:2007-2010u细胞间的热传导;u采用微分方程模型,全文上千公式;u导师:WeizhongDai教授;皮肤癌的症状中国医学装备人工智能联盟皮肤病专委会委员,建立了皮肤热传导的模型,2018年10月−皮肤癌的治疗:激光。如何优化激光,达到最大的疗效,最小的损伤?用于对激光的优化。DiZhao,WeizhongDai*,AccurateFiniteDifferenceSchemesforSolvinga3DHeatTransferModeli
4、nanN-CarrierSystemwithNeumannBoundaryConditioninSphericalCoordinates,JournalofComputationalandAppliedMathematics,2010,(235):850-869.IF=1.651,cite=7.DiZhao*,JinhangYu,High-efficientSolvingTridiagonalSystemsbyChunkedCyclicReductionandGPUSharedMemory,JournalofSupercomputi
5、ng,2015,71(2):369-390.IF=1.532,cite=8;胰腺癌的发病预测:2010-2012DavidElliotShaw(bornMarch29,1951)isanAmericaninvestor,computerscientist,andhedgefundmanager.生存期预测Ø生物医学信息分析;Ø发明了加权贝叶斯模型;Ø导师:GeorgeHripcsak教授,ChunhuaWeng教授;胰腺癌示意图DiZhao,ChunhuaWeng*,CombiningPubMedknowledgeandEHRdat
6、atodevelopaweightedbayesiannetworkforpancreaticcancerprediction,JournalofBiomedicalInformatics,2011,44(5):859-868.IF=3.120,cite=69.统计分布拟合的行为分析:2012-2013DiZhao*,High-accuracyNon-gradientOptimizerbyVectorizedIterativeDiscreteApproximationandSingleGPUComputing,Internation
7、alJournalofHighPerformanceComputingandNetworking,2015,8(4):301-314.EI,cite=3;DiZhao*,High-accuracyOptimizationbyParallelIterativeDiscreteApproximationandGPUClusterComputing,JournalofSoftware,2014,9(9):2366-2377.心脏MRI影像分析:2014核磁成像示意图ØFFT;ØGRAPPA;ØSPIRiT;Ø深度学习;核磁成像算法SPIR
8、iT成像算法DiZhao*,MobileGPUComputingBasedFilterBankConvolutionforThree-dimensionalWaveletTransform,InternationalJournalof