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National Repository of Grey Literature

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Analysis of consumer behaviour among DotA 2 players and its effect on individual performance Krejcar, Vilém ; Krištoufek, Ladislav (advisor) ; Hronec, Martin (referee) This thesis examine the possible e ect of consumer behaviour, specifically gold sources distribution and e ectiveness in spending, on rank between DotA 2 players. Relevant literature from the past years was summarised and dataset containing more than 91 thousand data points from OpenDota API used to determine the relationship was constructed. Ordered Logistic Regression and K-Means Clustering algorithms were applied on four datasets of 12 variables divided based on the player's position and the outcome of the game, conclud- ing that only a fraction of the variation (McFadden's R2 of 6.2% and Cox & Snell's R2 11.7% on average) has been explained and cluster analysis resulted in a mean accuracy of 38.25%. Those results were supported by the correlation analysis indicating low correlation coe cient values of dependent variable rank. Despite such output, patterns were discovered across individual rank clusters from metrics acclaiming higher e ectiveness of more experienced players re- garding consumer behaviour with strong statistical significance. It has been concluded that the e ect is present, yet its magnitude by itself is not su cient to predict the regressand. The outcome implies possible presence of other vari- ables that have an e ect on the explained variable which are not included in the... Detailed record

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2	Krejcar, Václav

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