李群機器學習中的量子群分類器研究.pdf

1、蘇州大學碩士學位論文李群機器學習中的量子群分類器研究姓名：何書萍申請學位級別：碩士專業(yè)：計算機軟件與理論指導教師：李凡長20080401ABSTRACT李群機器學習中的量子群分類器研究ResearchonQuantumGroupClassifierinLieGroupMachineLearningAbstractPeoplehaveinvestigatedquantumgroupincertainaspectsforalongtimeH

2、owever’theymostlimitedthemselvestopuregrouptheoreticalorphysicalapproachesandcausedSOmanyprotertiesofquantumgrouphaven’tbeenexploreduntilnowAsageneralizationofclassicalLiegroupandbasicsymmetricalconceptsofLiealgebra，quan

3、tumgroupshowsitsparticularadvantagesinsolvingnon—commutativeandnon—symmetricalproblemsHencethispaperintroducedquantumgroupintomachinelearningandresearchedonquantumgroupclassifierinLiegroupmachinelearningThecontentisasfol

4、lows：1ThemethodtodesignquantumgroupclassifierinLiegroupmachinelearningisgiven；2Thequantumgrouplearningalgorithmsaregiven，includingsymmetricallineartransformlearningalgorithm，quantumgroupgeneratorsbasedmolecularmatchingal

5、gorithmandquantumgroupisomorphismbasedphannacophorematchingalgorithm；3TheapplicationofcomputeraideddrugmoleculardesignbasedOilquantumgrouplearningalgorithmsaregwen，includinggeneclassltlcatlon，一一一●●●●●●●一■moleculardocking

6、andfurthermorecompletedthedesignof3DmolecuarsearchingsystembasedonquantumgroupThroughtheworkofthispaperononehand，theapplicationinmachinelearningisfoundforquantumgroupandfurtherenrichedLiegroupmachinelearning；ontheotherha