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1 INTRODUCTION
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REFERENCES
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>@ 3'UXFNHU³:KDWEXVLQHVVFDQOHDUQIURPQRQSURILWV´Harvard business reviewYROQRSS
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>@ & 0 6DYDJH5th generation management: integrating enterprises through human networking 1HZWRQ0$86$'LJLWDO3UHVVS
>@ 5 0 .DQWHUEvolve!: Succeeding in the Digital Culture of Tomorrow +DUYDUG %XVLQHVV 3UHVV S
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>@ )5LFFL/5RNDFKDQG%6KDSLUD(GVIntroduction to recommender systems handbook6SULQJHU 86SS±
>@ 3 +LOGUHWKDQG& .LPEOHKnowledge networks: Innovation through communities of practice ,*,
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>@ ,1RQDNDDQG+7DNHXFKLThe Knowledge-Creating Company: How Japanese Companies Create the Dynamics of Innovation2[IRUG8QLYHUVLW\3UHVVS
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