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Erschienen in: Social Network Analysis and Mining 1/2018

01.12.2018 | Original Article

An architectural framework for developing a recommendation system to enhance vendors’ capability in C2C social commerce

Erschienen in: Social Network Analysis and Mining | Ausgabe 1/2018

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Abstract

The rapid growth of social networking usage has initiated a new business model called C2C s-commerce which has opened a novel opportunity for SNS users to conduct commercial activities among members. Novice vendors (low-maturity merchants) perform business using a trial-and-error method. Through learning by doing, capability enhancement in online business arrangements to become a mature vendor is difficult and takes time. Having a recommendation system can effectively and systematically support inexperienced vendors to conduct online business and enable vendors to become high-maturity merchants. This study proposes architecture of a C2C s-commerce recommendation system presented in conjunction with its input, process, and output. The architecture was devised to infer from information collected from case study interviews, observation, and secondary research methods. Artificial intelligence technologies and big data were considered to design the proposed framework in order to generate efficient recommendations for capability enhancement in online business arrangements.

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Literatur
Zurück zum Zitat Alzahrani L, Al-Karaghouli W, Weerakkody V (2017) Analysing the critical factors influencing trust in e-government adoption from citizens’ perspective: a systematic review and a conceptual framework. Int Bus Rev 26(1):164–175CrossRef Alzahrani L, Al-Karaghouli W, Weerakkody V (2017) Analysing the critical factors influencing trust in e-government adoption from citizens’ perspective: a systematic review and a conceptual framework. Int Bus Rev 26(1):164–175CrossRef
Zurück zum Zitat Becker J, Knackstedt R, Pöppelbuß J (2009) Developing maturity models for IT management. Bus Inf Syst Eng 1(3):213–222CrossRef Becker J, Knackstedt R, Pöppelbuß J (2009) Developing maturity models for IT management. Bus Inf Syst Eng 1(3):213–222CrossRef
Zurück zum Zitat Beladev M, Rokach L, Shapira B (2016) Recommender systems for product bundling. Knowl-Based Syst 111:193–206CrossRef Beladev M, Rokach L, Shapira B (2016) Recommender systems for product bundling. Knowl-Based Syst 111:193–206CrossRef
Zurück zum Zitat Bok K, Lim J, Yang H, Yoo J (2016) Social group recommendation based on dynamic profiles and collaborative filtering. Neurocomputing 209:3–13CrossRef Bok K, Lim J, Yang H, Yoo J (2016) Social group recommendation based on dynamic profiles and collaborative filtering. Neurocomputing 209:3–13CrossRef
Zurück zum Zitat Burke R (2007) Hybrid web recommender systems. In: Brusilovsky P, Kobsa A, Nejdl W (eds) The adaptive web: methods and strategies of web personalization. Springer, Berlin Heidelberg, pp 377–408CrossRef Burke R (2007) Hybrid web recommender systems. In: Brusilovsky P, Kobsa A, Nejdl W (eds) The adaptive web: methods and strategies of web personalization. Springer, Berlin Heidelberg, pp 377–408CrossRef
Zurück zum Zitat Chen M (2010) Research on recommender technology in E-commerce recommendation system. In: 2010 2nd international conference on education technology and computer, 22–24 June 2010, pp V4-409-V404-412 Chen M (2010) Research on recommender technology in E-commerce recommendation system. In: 2010 2nd international conference on education technology and computer, 22–24 June 2010, pp V4-409-V404-412
Zurück zum Zitat Chen J, Shen X-L (2015) Consumers’ decisions in social commerce context: an empirical investigation. Decis Support Syst 79:55–64CrossRef Chen J, Shen X-L (2015) Consumers’ decisions in social commerce context: an empirical investigation. Decis Support Syst 79:55–64CrossRef
Zurück zum Zitat Chen CC, Shih S-Y, Lee M (2016a) Who should you follow? Combining learning to rank with social influence for informative friend recommendation. Decis Support Syst 90:33–45CrossRef Chen CC, Shih S-Y, Lee M (2016a) Who should you follow? Combining learning to rank with social influence for informative friend recommendation. Decis Support Syst 90:33–45CrossRef
Zurück zum Zitat Chen J, Wang Y, Luo L, Yu J-G, Ma J (2016b) Image retrieval based on image-to-class similarity. Pattern Recognit Lett 83(Part 3):379–387CrossRef Chen J, Wang Y, Luo L, Yu J-G, Ma J (2016b) Image retrieval based on image-to-class similarity. Pattern Recognit Lett 83(Part 3):379–387CrossRef
Zurück zum Zitat Chen JV, Su B-C, Widjaja AE (2016c) Facebook C2C social commerce: a study of online impulse buying. Decis Support Syst 83:57–69CrossRef Chen JV, Su B-C, Widjaja AE (2016c) Facebook C2C social commerce: a study of online impulse buying. Decis Support Syst 83:57–69CrossRef
Zurück zum Zitat Choi B, Lee I (2017) Trust in open versus closed social media: the relative influence of user- and marketer-generated content in social network services on customer trust. Telematics Inform 34(5):550–559CrossRef Choi B, Lee I (2017) Trust in open versus closed social media: the relative influence of user- and marketer-generated content in social network services on customer trust. Telematics Inform 34(5):550–559CrossRef
Zurück zum Zitat Davis FD, Bagozzi RP, Warshaw PR (1989) User acceptance of computer technology: a comparison of two theoretical models. Manag Sci 35(8):982–1003CrossRef Davis FD, Bagozzi RP, Warshaw PR (1989) User acceptance of computer technology: a comparison of two theoretical models. Manag Sci 35(8):982–1003CrossRef
Zurück zum Zitat de Campos LM, Fernández-Luna JM, Huete JF, Rueda-Morales MA (2010) Combining content-based and collaborative recommendations: a hybrid approach based on Bayesian networks. Int J Approx Reason 51(7):785–799CrossRef de Campos LM, Fernández-Luna JM, Huete JF, Rueda-Morales MA (2010) Combining content-based and collaborative recommendations: a hybrid approach based on Bayesian networks. Int J Approx Reason 51(7):785–799CrossRef
Zurück zum Zitat Duane AM, OReilly P (2012) A conceptual stages of growth model for managing an organization’s social media business profile (SMBP). In: ICIS 2012 proceedings Duane AM, OReilly P (2012) A conceptual stages of growth model for managing an organization’s social media business profile (SMBP). In: ICIS 2012 proceedings
Zurück zum Zitat Elahi M, Ricci F, Rubens N (2016) A survey of active learning in collaborative filtering recommender systems. Comput Sci Rev 20:29–50MathSciNetMATHCrossRef Elahi M, Ricci F, Rubens N (2016) A survey of active learning in collaborative filtering recommender systems. Comput Sci Rev 20:29–50MathSciNetMATHCrossRef
Zurück zum Zitat Gandomi A, Haider M (2015) Beyond the hype: big data concepts, methods, and analytics. Int J Inf Manag 35(2):137–144CrossRef Gandomi A, Haider M (2015) Beyond the hype: big data concepts, methods, and analytics. Int J Inf Manag 35(2):137–144CrossRef
Zurück zum Zitat García S, Ramírez-Gallego S, Luengo J, Benítez JM, Herrera F (2016) Big data preprocessing: methods and prospects. Big Data Anal 1(1):9CrossRef García S, Ramírez-Gallego S, Luengo J, Benítez JM, Herrera F (2016) Big data preprocessing: methods and prospects. Big Data Anal 1(1):9CrossRef
Zurück zum Zitat Gefen D, Karahanna E, Straub DW (2003) Inexperience and experience with online stores: the importance of TAM and trust. IEEE Trans Eng Manag 50(3):307–321CrossRef Gefen D, Karahanna E, Straub DW (2003) Inexperience and experience with online stores: the importance of TAM and trust. IEEE Trans Eng Manag 50(3):307–321CrossRef
Zurück zum Zitat Gulla JA, Fidjestøl AD, Su X, Castejon H (2014) Implicit user profiling in news recommender systems. WEBIST 1(2014):185–192 Gulla JA, Fidjestøl AD, Su X, Castejon H (2014) Implicit user profiling in news recommender systems. WEBIST 1(2014):185–192
Zurück zum Zitat Guo C, Li B, Tian X (2016a) Flickr group recommendation using rich social media information. Neurocomputing 204:8–16CrossRef Guo C, Li B, Tian X (2016a) Flickr group recommendation using rich social media information. Neurocomputing 204:8–16CrossRef
Zurück zum Zitat Guo C, Zhang M, Liu Y, Ma S (2016b) A picture is worth a thousand words: Introducing visual similarity into recommendation. In: 2016 seventh international conference on intelligent control and information processing (ICICIP), 1–4 Dec 2016, pp 153–160 Guo C, Zhang M, Liu Y, Ma S (2016b) A picture is worth a thousand words: Introducing visual similarity into recommendation. In: 2016 seventh international conference on intelligent control and information processing (ICICIP), 1–4 Dec 2016, pp 153–160
Zurück zum Zitat Hajli N, Sims J, Zadeh AH, Richard M-O (2017) A social commerce investigation of the role of trust in a social networking site on purchase intentions. J Bus Res 71:133–141CrossRef Hajli N, Sims J, Zadeh AH, Richard M-O (2017) A social commerce investigation of the role of trust in a social networking site on purchase intentions. J Bus Res 71:133–141CrossRef
Zurück zum Zitat Isinkaye FO, Folajimi YO, Ojokoh BA (2015) Recommendation systems: principles, methods and evaluation. Egypt Inf J 16(3):261–273CrossRef Isinkaye FO, Folajimi YO, Ojokoh BA (2015) Recommendation systems: principles, methods and evaluation. Egypt Inf J 16(3):261–273CrossRef
Zurück zum Zitat Jussila J, Kärkkäinen H, Lyytikkä J (2011) Towards maturity modeling approach for social media adoption in innovation. In: The proceedings of the 4th ISPIM innovation symposium, 2011 Jussila J, Kärkkäinen H, Lyytikkä J (2011) Towards maturity modeling approach for social media adoption in innovation. In: The proceedings of the 4th ISPIM innovation symposium, 2011
Zurück zum Zitat Kim S, Park H (2013) Effects of various characteristics of social commerce (s-commerce) on consumers’ trust and trust performance. Int J Inf Manag 33(2):318–332CrossRef Kim S, Park H (2013) Effects of various characteristics of social commerce (s-commerce) on consumers’ trust and trust performance. Int J Inf Manag 33(2):318–332CrossRef
Zurück zum Zitat Li Q, Kim BM (2004) Constructing user profiles for collaborative recommender system. In: Asia-Pacific web conference, 2004. Springer, pp 100–110 Li Q, Kim BM (2004) Constructing user profiles for collaborative recommender system. In: Asia-Pacific web conference, 2004. Springer, pp 100–110
Zurück zum Zitat Li Y-M, Wu C-T, Lai C-Y (2013) A social recommender mechanism for e-commerce: combining similarity, trust, and relationship. Decis Support Syst 55(3):740–752CrossRef Li Y-M, Wu C-T, Lai C-Y (2013) A social recommender mechanism for e-commerce: combining similarity, trust, and relationship. Decis Support Syst 55(3):740–752CrossRef
Zurück zum Zitat Lu B, Fan W, Zhou M (2016a) Social presence, trust, and social commerce purchase intention: an empirical research. Comput Hum Behav 56:225–237CrossRef Lu B, Fan W, Zhou M (2016a) Social presence, trust, and social commerce purchase intention: an empirical research. Comput Hum Behav 56:225–237CrossRef
Zurück zum Zitat Lu H, Chen C, Kong M, Zhang H, Zhao Z (2016b) Social recommendation via multi-view user preference learning. Neurocomputing 216:61–71CrossRef Lu H, Chen C, Kong M, Zhang H, Zhao Z (2016b) Social recommendation via multi-view user preference learning. Neurocomputing 216:61–71CrossRef
Zurück zum Zitat Mao K, Chen G, Hu Y, Zhang L (2016) Music recommendation using graph based quality model. Sig Process 120:806–813CrossRef Mao K, Chen G, Hu Y, Zhang L (2016) Music recommendation using graph based quality model. Sig Process 120:806–813CrossRef
Zurück zum Zitat McKay J, Marshall P, Prananto A (2000) Stages of maturity for e-business: the SOG-e model. In: PACIS 2000 proceedings McKay J, Marshall P, Prananto A (2000) Stages of maturity for e-business: the SOG-e model. In: PACIS 2000 proceedings
Zurück zum Zitat Medhat W, Hassan A, Korashy H (2014) Sentiment analysis algorithms and applications: a survey. Ain Shams Eng J 5(4):1093–1113CrossRef Medhat W, Hassan A, Korashy H (2014) Sentiment analysis algorithms and applications: a survey. Ain Shams Eng J 5(4):1093–1113CrossRef
Zurück zum Zitat Mettler T (2011) Maturity assessment models: a design science research approach. Int J Soc Syst Sci 3(1–2):81–98CrossRef Mettler T (2011) Maturity assessment models: a design science research approach. Int J Soc Syst Sci 3(1–2):81–98CrossRef
Zurück zum Zitat Oh J, Kim S, Kim J, Yu H (2014) When to recommend: a new issue on TV show recommendation. Inf Sci 280:261–274CrossRef Oh J, Kim S, Kim J, Yu H (2014) When to recommend: a new issue on TV show recommendation. Inf Sci 280:261–274CrossRef
Zurück zum Zitat Powers TL, Reagan WR (2007) Factors influencing successful buyer–seller relationships. J Bus Res 60(12):1234–1242CrossRef Powers TL, Reagan WR (2007) Factors influencing successful buyer–seller relationships. J Bus Res 60(12):1234–1242CrossRef
Zurück zum Zitat Ramos-Soto A, Bugarín A, Barro S (2016) On the role of linguistic descriptions of data in the building of natural language generation systems. Fuzzy Sets Syst 285:31–51MathSciNetCrossRef Ramos-Soto A, Bugarín A, Barro S (2016) On the role of linguistic descriptions of data in the building of natural language generation systems. Fuzzy Sets Syst 285:31–51MathSciNetCrossRef
Zurück zum Zitat Rao SS, Metts G, Monge CAM (2003) Electronic commerce development in small and medium sized enterprises: a stage model and its implications. Bus Process Manag J 9(1):11–32CrossRef Rao SS, Metts G, Monge CAM (2003) Electronic commerce development in small and medium sized enterprises: a stage model and its implications. Bus Process Manag J 9(1):11–32CrossRef
Zurück zum Zitat Reshma M, Pillai RR (2016) Semantic based trust recommendation system for social networks using virtual groups. In: 2016 international conference on next generation intelligent systems (ICNGIS), 1–3 Sept 2016, pp 1–6 Reshma M, Pillai RR (2016) Semantic based trust recommendation system for social networks using virtual groups. In: 2016 international conference on next generation intelligent systems (ICNGIS), 1–3 Sept 2016, pp 1–6
Zurück zum Zitat Salvatori L, Marcantoni F (2016) Interaction commerce, a technological architecture focused on recommender system. Int J Electron Commer Stud 7(2):105–134CrossRef Salvatori L, Marcantoni F (2016) Interaction commerce, a technological architecture focused on recommender system. Int J Electron Commer Stud 7(2):105–134CrossRef
Zurück zum Zitat Sukrat S, Papasratorn B (2018) A Maturity Model for C2C Social Commerce Business Model. International Journal of Electronic Commerce Studies 9(1) Sukrat S, Papasratorn B (2018) A Maturity Model for C2C Social Commerce Business Model. International Journal of Electronic Commerce Studies 9(1)
Zurück zum Zitat Sukrat S, Mahatanankoon P, Papasratorn B (2016) The evolution of C2C social commerce models. In: 2016 eleventh international conference on digital information management (ICDIM), 19–21 Sept 2016, pp 15–20 Sukrat S, Mahatanankoon P, Papasratorn B (2016) The evolution of C2C social commerce models. In: 2016 eleventh international conference on digital information management (ICDIM), 19–21 Sept 2016, pp 15–20
Zurück zum Zitat Sun Y-C, Chen CC (2013) A novel social event recommendation method based on social and collaborative friendships. In: Jatowt A, et al (eds) Social informatics. SocInfo 2013. Lecture Notes in Computer Science, vol 8238. Springer, Cham, pp 109–118 Sun Y-C, Chen CC (2013) A novel social event recommendation method based on social and collaborative friendships. In: Jatowt A, et al (eds) Social informatics. SocInfo 2013. Lecture Notes in Computer Science, vol 8238. Springer, Cham, pp 109–118  
Zurück zum Zitat Sun J, Wang G, Cheng X, Fu Y (2015) Mining affective text to improve social media item recommendation. Inf Process Manag 51(4):444–457CrossRef Sun J, Wang G, Cheng X, Fu Y (2015) Mining affective text to improve social media item recommendation. Inf Process Manag 51(4):444–457CrossRef
Zurück zum Zitat Tintarev N, Reiter E, Black R, Waller A, Reddington J (2016) Personal storytelling: using natural language generation for children with complex communication needs, in the wild. Int J Hum Comput Stud 92–93:1–16CrossRef Tintarev N, Reiter E, Black R, Waller A, Reddington J (2016) Personal storytelling: using natural language generation for children with complex communication needs, in the wild. Int J Hum Comput Stud 92–93:1–16CrossRef
Zurück zum Zitat Venkatesh V, Morris MG, Davis GB, Davis FD (2003) User acceptance of information technology: toward a unified view. MIS Q 27(3):425–478CrossRef Venkatesh V, Morris MG, Davis GB, Davis FD (2003) User acceptance of information technology: toward a unified view. MIS Q 27(3):425–478CrossRef
Zurück zum Zitat Wang Y, Min Q, Han S (2016) Understanding the effects of trust and risk on individual behavior toward social media platforms: a meta-analysis of the empirical evidence. Comput Hum Behav 56:34–44CrossRef Wang Y, Min Q, Han S (2016) Understanding the effects of trust and risk on individual behavior toward social media platforms: a meta-analysis of the empirical evidence. Comput Hum Behav 56:34–44CrossRef
Zurück zum Zitat Wei K, Huang J, Fu S (2007) A survey of E-commerce recommender systems. In: 2007 international conference on service systems and service management, 9–11 June 2007, pp 1–5 Wei K, Huang J, Fu S (2007) A survey of E-commerce recommender systems. In: 2007 international conference on service systems and service management, 9–11 June 2007, pp 1–5
Zurück zum Zitat Wei J, He J, Chen K, Zhou Y, Tang Z (2017) Collaborative filtering and deep learning based recommendation system for cold start items. Expert Syst Appl 69:29–39CrossRef Wei J, He J, Chen K, Zhou Y, Tang Z (2017) Collaborative filtering and deep learning based recommendation system for cold start items. Expert Syst Appl 69:29–39CrossRef
Zurück zum Zitat Xiao B, Benbasat I (2007) E-commerce product recommendation agents: use, characteristics, and impact. MIS Q 31(1):137–209CrossRef Xiao B, Benbasat I (2007) E-commerce product recommendation agents: use, characteristics, and impact. MIS Q 31(1):137–209CrossRef
Zurück zum Zitat Xue W, Xiao B, Mu L (2015) Intelligent mining on purchase information and recommendation system for e-commerce. In: 2015 IEEE international conference on industrial engineering and engineering management (IEEM), 6–9 Dec 2015, pp 611–615 Xue W, Xiao B, Mu L (2015) Intelligent mining on purchase information and recommendation system for e-commerce. In: 2015 IEEE international conference on industrial engineering and engineering management (IEEM), 6–9 Dec 2015, pp 611–615
Zurück zum Zitat Zheng X, Tang B, Gao Z, Liu E, Luo W (2016) Study on image retrieval based on image texture and color statistical projection. Neurocomputing 215:217–224CrossRef Zheng X, Tang B, Gao Z, Liu E, Luo W (2016) Study on image retrieval based on image texture and color statistical projection. Neurocomputing 215:217–224CrossRef
Zurück zum Zitat Zhou L, Pan S, Wang J, Vasilakos AV (2017) Machine learning on big data: opportunities and challenges. Neurocomputing 237:350–361CrossRef Zhou L, Pan S, Wang J, Vasilakos AV (2017) Machine learning on big data: opportunities and challenges. Neurocomputing 237:350–361CrossRef
Metadaten
Titel
An architectural framework for developing a recommendation system to enhance vendors’ capability in C2C social commerce
Publikationsdatum
01.12.2018
Erschienen in
Social Network Analysis and Mining / Ausgabe 1/2018
Print ISSN: 1869-5450
Elektronische ISSN: 1869-5469
DOI
https://doi.org/10.1007/s13278-018-0500-7

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