A precise view of big data based analysis on various parameters under the field of gaming analytics

 
 
 
  • Abstract
  • Keywords
  • References
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  • Abstract


    Big data and analytics has brought revolutions in many of the fields. Gaming is one such field. Analytics is being implemented in games to classify the user and predict their behaviors. These techniques require some basic survey on gaming and analytics. This article is such an approach to game analytics focusing on its origin, causes, effects and machine learning techniques used in game analytics. This survey provides a better understanding about game analytics and the publications related to it.


  • Keywords


    Big Data, Gaming, Machine Learning, SVM .

  • References


      [1] Evolution for games Cosimo Cardellicchio CNR ICCOM c/o Dipartimento di Chimica Universit`a di Bari

      [2] Video games production networks: value capture, power relations and embeddedness Jennifer John.

      [3] Individual differences in motives, preferences, and pathology in video games: the gaming attitudes, motives, and experiences scales (GAMES) Joseph Hilgard, Christopher R. Engelhardt, and Bruce D. Bartholow.

      [4] Glory and shame: powerful psychology in multiplayer online games Baron J.

      [5] Nowcasting Mobile Games Ranking Using Web Search Query Data Yoones A. Sekhavat.

      [6] The benefits of playing video games. Granic, Isabela; Lobel, Adam; Engels, Rutger C. M. E.

      [7] Video Games Benefits Dmytro Kozak.

      [8] What Does a Gamer Look Like? Video Games, Advertising, and Diversity Shira Chess, Nathaniel J. Evans, Joyya JaDawn Baines.

      [9] The moderating role of psychosocial wellbeing on the relationship between escapism and excessive online gaming Daniel Kardefelt-Winther.

      [10] Friends, fun, frustration and fantasy: Child motivations for video game play Christopher J. Ferguson Cheryl K. Olson.

      [11] Hierarchical analysis of dietary, lifestyle and family environment risk factors for childhood obesity: the GRECO study P Farajian, D B Panagiotakos, G Risvas, O Malisova and A Zampelas.

      [12] Household-level correlates of children's physical activity levels in and across 12 countries Harrington DM, Gillison F, Broyles ST, Chaput JP, Fogelholm M, Hu G, Kuriyan R, Kurpad A, LeBlanc AG, Maher C, Maia J, Matsudo V, Olds T, Onywera V, Sarmiento OL, Standage M, Tremblay MS, Tudor-Locke C, Zhao P, Katzmarzyk PT; ISCOLE Research Group.

      [13] Family-based interventions for reducing sedentary time in youth: a systematic review of randomized controlled trials Marsh S1, Foley LS, Wilks DC, Maddison R.

      [14] The Effects of Long-Term Exposure to Violent and Sexually Degrading Depictions of Women By Linz, Daniel G.; Donnerstein, Edward; Penrod, Steven.

      [15] Effects of Playing Violent Videogames on Chinese Adolescents’ Pro-Violence Attitudes, Attitudes Toward Others, and Aggressive Behavior RAN WEI, Ph.D.

      [16] Effects of Playing Videogames on Children's Aggressive and Other Behaviors.

      [17] Nobuko Ihori ,Akira Sakamoto ,Akiko Shibuya ,Shintaro Yukawa

      [18] VIDEOGAMES, AGGRESSION, AND SELF-ESTEEM: A SURVEY : Fling, S.; Smith, L.; Rodriguez, T.; Thornton, D.; Atkins, E.; Nixon, K.

      [19] Videogames and spatial skills: An exploratory study Diana Gagnon.

      [20] Video game play changes spatial and verbal memory: rehabilitation of a single case with traumatic brain injury Marcella Caglio,Luca Latini-Corazzini,Federico D’agata,Franco Cauda,Katiuscia,Sacco,Silvia Monteverdi,Marina Zettin,Sergio Duca Giuliano Geminiani.

      [21] Educational Games – Are They Worth The Effort? A literature survey of the effectiveness of serious games Per Backlund Maurice Hendri.

      [22] ‘Computer gaming and interactive simulations for learning: A meta-analysis’.

      [23] J. J. Vogel, D. S. Vogel, J. Cannon-Bowers, C. A. Bowers, K. Muse, and M. Wright.

      [24] Business intelligence and analytics:from big data to big impact Hsinchun Chen,Roger H. L. Chiang,Carl H. Lindner ,Veda C. Storey,J. Mack .

      [25] Computers, Communication, and the Public Interest, Baltimore. Simon.

      [26] On Prophesying Online Gamer Departure Pin-Yun Tarng1, Kuan-Ta Chen2, and Polly Huang.

      [27] A simple SVM algorithm S.V.M. Vishwanathan,M. Narasimha Murty.

      [28] Clustering Game Behavior Data Christian Bauckhage, Member, IEEE, Anders Drachen, Member, IEEE, and Rafet Sifa.

      [29] When Players Quit (Playing Scrabble),Brent Harrison and David L. Roberts North Carolina State University Raleigh, North Carolina 27606.

      [30] Constrained K-means Clustering with Background Knowledge Kiri Wagstaff,Claire Cardie,Seth Rogers,Stefan Schroedl.

      [31] Learning an Optimal Naive Bayes Classifier M.Martinez-Arroyo,L.E. Sucar.

      [32] Modeling Player Retention in Madden NFL 11,Ben G. Weber,Michael John,Michael Mateas,Arnav Jhala.

      [33] Multivariate Adaptive Regression Splines(MARS) Puneet Bansal,Jackson Salling.

      [34] The Research and Analysis on the Situation of College Students’ On-line Games,Jielei Jiang and Jianming Fu.


 

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Article ID: 8979
 
DOI: 10.14419/ijet.v7i1.3.8979




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