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Designing a personalized gamification social network platform using machine algorithms (clustering) (use case: user suggestion for doing data science learning projects in work teams) | ||
International Journal of Nonlinear Analysis and Applications | ||
مقالات آماده انتشار، اصلاح شده برای چاپ، انتشار آنلاین از تاریخ 18 فروردین 1404 اصل مقاله (1.15 M) | ||
نوع مقاله: Research Paper | ||
شناسه دیجیتال (DOI): 10.22075/ijnaa.2023.31702.4701 | ||
نویسندگان | ||
Amir Haji Ali Beigi1؛ Mohammadreza Sanaei* 1؛ Ali Bozorgi-Amiri2 | ||
1Faculty of Management and Accounting, Qazvin Islamic Azad University Branch, Qazvin, Iran | ||
2School of Industrial Engineering, College of Engineering, University of Tehran, Tehran, Iran | ||
تاریخ دریافت: 13 مرداد 1402، تاریخ پذیرش: 15 مهر 1402 | ||
چکیده | ||
The role of social media is undeniable, important and influential in today's world. The Var game emphasizes using game design elements in non-game fields, a concept that will reach a value of 5.5 million dollars in 2018, based on the predictions made. One of the applications in which gamification has been used is in the field of better learning and cooperation. One of the mistakes in the design of game elements is having the same content creation strategy for all users. In this personal gamification article, based on specific specifications and features, suitable teams are suggested to people to carry out data mining projects on the designed platform. One of the ways to personalize the game is to use machine algorithms (data mining). The main goal of this article is to improve the design of the personalized gaming social network platform using unsupervised clustering machine algorithms to carry out personalized gaming data science projects in this field using unsupervised algorithms. | ||
کلیدواژهها | ||
social media؛ gamification؛ clustering algorithm؛ gamification personalization | ||
مراجع | ||
[1] I. Andreadis and E. Kartsounidou, The impact of splitting a long online questionnaire on data quality, Survey Res. Meth. 14 (2020), 31–42. [2] A.F. Aparicio, F. Luis Guti´errez Vela, J. Luis Gonzalez Sanchez, and J. Luis Isla Montes, Analysis and application of gamification, Proc. 13th Int. Conf. Interaccion Persona-ordenador, 2012, pp. 1–2. [3] M. Askarinejad, Providing a structural model for the use of e-learning system with emphasis on the mediation of behavioral tendency, perceived ease and usefulness, Res. School Virtual Learn. 9 (2021), no. 2, 39–48. [4] Z. Batooli, F. Fahimnia, N. Naghshineh, and F. Mirhosseini, The analysis and review of the literatures in the field of gamification in e-learning, Technol. Educ. J. 13 (2019), no. 3, 700–712. [5] A. Bessarab, O. Mitchuk, A. Baranetska, N. Kodatska, O. Kvasnytsia, and G. Mykytiv, Social networks as a phenomenon of the information society, J. Optim. Ind. Engin. 14 (2021), no. Special Issue, 17–24. [6] S.K. Bista, S. Nepal, N. Colineau, and C. Paris, Using gamification in an online community, 8th Int. Conf. Collab. Comput. Network. Appl. Workshar. (CollaborateCom), IEEE, 2012, pp. 611–618. [7] M. Castells, Communication, power and counter-power in the network society, Int. J. Commun. 1 (2007), no. 1, 29. [8] E.T. Chen, The gamification as a resourceful tool to improve work performance, Gamification in Education and Business, Springer, 2015, pp. 473–488. [9] S. Deterding, D. Dixon, R. Khaled, and L. Nacke, From game design elements to gamefulness: Defining “gamification”, Proc. 15th Int. Acad. MindTrek Conf.: Envision. Future Media Envir., 2011, pp. 9–15. [10] B. Elvev˚ag, P.W. Foltz, M. Rosenstein, R. Ferrer-i Cancho, S. De Deyne, E. Mizraji, and A. Cohen, Thoughts about disordered thinking: Measuring and quantifying the laws of order and disorder, Schizophrenia Bull. 43 (2017), no. 3, 509–513. [11] V. Feldmann, Cross-media and cross-network strategies for mobile media, Leveraging Mobile Media: Cross-Media Strategy and Innovation Policy for Mobile Media Communication, Springer, 2005, pp. 121–183. [12] M. Fuchs, Predigital Precursors of Gamification, Meson Press, 2014. [13] J. Hamari and J. Koivisto, Social motivations to use gamification: An empirical study of gamifying exercise, ECIS 105 (2013), 18–19. [14] A. Haran Diman, Measuring success from below: The social legitimacy of the United Nations among populations exposed to its peacekeeping operations, Available at SSRN 3714154, 2020. [15] E. Harper, These blogs mean business, Seybold Report: Ana. Pub. Technol. 8 (2008), no. 2. [16] S. Harris and K. O’Gorman, Mastering Gamification: Customer Engagement in 30 Days, Packt Publishing Ltd, 2014. [17] H.C.L. Hsieh and H.-H. Yang, Incorporating gamification into website design to facilitate effective communication, Theore. Issues Ergon. Sci. 21 (2020), no. 1, 89–111. [18] K. Huotari and J. Hamari, A definition for gamification: Anchoring gamification in the service marketing litera[1]ture, Electronic Markets 27 (2017), no. 1, 21–31. [19] V. Javan Amani, The effect of customer satisfaction on their loyalty by mediating the mental image of the brand and trust using structural equations in the banking industry (case study: Pasargad bank), J. Internet Bank. Commerce 25 (2020), no. 4, 1–13. [20] M. Kantardzic, Data Mining: Concepts, Models, Methods, and Algorithms, John Wiley & Sons, 2011. [21] K. Karimi and S. Salavatian, Audience engagement as a competitive advantage in public television: Case of gamification use in IRIB IPTV, Competitiveness in Emerging Markets: Market Dynamics in the Age of Disruptive Technologies, Springer, 2018, pp. 391–408. [22] K. Robson, K. Plangger, J.H. Kietzmann, I. McCarthy, and L. Pitt, Is it all a game? Understanding the principles of gamification, Bus. Horizons 58 (2015), no. 4, 411–420. [23] D.F. Shell, D.W. Brooks, G. Trainin, K.M. Wilson, D.F. Kauffman, and L.M. Herr, The Unified Learning Model, Springer, 2010. [24] I.I. Volkova, Four pillars of gamification, Middle-East J. Sci. Res. 13 (2013), 149–152. [25] E. Yavari and H.R. Jafariyan, A gamification-based method for corporate entrepreneurship cultural enhancement, Iran. J. Manag. Sci. 9 (2014), no. 35, 58–87. [In Persian] [26] M. Yoshida, B.S. Gordon, M. Nakazawa, Sh. Shibuya, and N. Fujiwara, Bridging the gap between social media and behavioral brand loyalty, Electronic Commerce Res. Appl. 28 (2018), 208–218. [27] A. Zamanpour, J. Younesi, M. Rastegar Agah, and M. Mehrabi, Attitude data analysis: The difference between classical theory and answer questions, Commun. Res. 26 (2019), no. 98, 139–165. [28] G. Zichermann and Ch. Cunningham, Gamification by Design: Implementing Game Mechanics in Web and Mobile Apps, O'Reilly Media, Inc, 2011. | ||
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