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基于关系嵌入的创新网络知识共享及协调机制研究 Abstract Intoday'sworld,innovationisessentialtothesuccessoforganizations,andknowledgesharingplaysacriticalroleinpromotinginnovation.Tofacilitateknowledgesharingandcoordination,thisresearchproposesanovelapproachbasedontheembeddingofrelationshipsinanetwork.Thisapproachusesgraphmodelstorepresentcomplexrelationshipsbetweenindividualsandtheirknowledge,andseekstoimprovetheefficiencyandeffectivenessofinnovationnetworksbyanalyzingthecharacteristicsoftheserelationshipsandprovidingpersonalizedknowledgerecommendations.Theproposedapproachisexpectedtoincreasethelevelofknowledgesharingandcollaboration,whichwillultimatelyleadtoinnovation. Introduction Innovationisvitalforthesuccessoforganizations,asitenablesthemtoremaincompetitiveandmeetthechangingneedsofcustomers.Akeyfactorthatunderpinsinnovationisknowledge,whichisthebasisfornewideasandtheirimplementation.However,knowledgeoftenexistsinisolatedsiloswithinorganizations,andsharingitcanbechallengingduetoalackofcoordinationandcommunication.Researchshowsthatknowledgesharingcansignificantlyimproveinnovationoutcomes,butitremainsaformidablechallengetopromoteiteffectively. Toaddressthischallenge,thisresearchproposesanovelapproachbasedontheembeddingofrelationshipsinanetwork.Thisapproachseekstoimproveknowledgesharingandcoordinationbyanalyzingthecomplexrelationshipsbetweenindividualsandtheirknowledgeandprovidingpersonalizedknowledgerecommendations.Byusinggraphmodelstorepresenttheserelationships,theproposedapproachaimstoincreasetheefficiencyandeffectivenessofinnovationnetworks. Background Theconceptofnetworkembeddednesshasgainedattentioninthesocialsciencesandmanagementfieldsinrecentyears.Itreferstothenotionthatsocialactorsareconnectedthroughanetworkofrelationships,andtheserelationshipsareintegraltotheirbehaviorandoutcomes.Inthecontextofinnovation,networkembeddednessplaysanimportantroleinknowledgesharingandcoordination.Severalstudieshaveexploredtherelationshipbetweennetworkembeddednessandinnovationoutcomesandhavefoundthat