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Analysis On The Influence Factors Of Golden State Warriors Victory In NBA Based On Data Mining Technology

Posted on:2020-03-26Degree:MasterType:Thesis
Country:ChinaCandidate:Y K HuiFull Text:PDF
GTID:2427330620457271Subject:Applied Statistics
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Basketball is a highly antagonistic team sport dominated by skills.After a hundred years of development,it has gradually formed its own characteristics and style as well as a relatively complete theoretical system and sports rules.NBA league is a professional basketball league with competitive level and the highest level of business operation.In the NBA,the competition on the court is very fierce,the situation on the court is changing quickly,it is not easy for any team to win the final victory in the competitive game.If any team wants to get a good result in the league,the team should know themselves and the enemy.Apart from playing at the normal level of your team,they should also find out the advantages and disadvantages of their opponents and attack their weaknesses to take the lead.Therefore,before each game,the team will watch the game video,study the opponent's tactical system,and the team's analysts will use a lot of game data to find the strengths and weaknesses of the opposing team.This paper hopes to use data mining technology to explore the influencing factors of Golden State Warriors' victory from the aspects of the team as a whole and the performance of the players themselves,so as to provide feasible reference for the team.This paper will take the game data of Golden State Warriors in the past five seasons as the object of study.Firstly,according to the sorted data,technical indicators will be selected and teams will be classified by unsupervised hierarchical clustering method to explore the team playing style and style of Golden State Warriors.Secondly,the char-acteristics that affect the Golden State Warriors' victory were studied.The game data collected were taken as the independent variable and the winning and losing games as the dependent variable.Logistic regression analysis was used to obtain the significant characteristics that affect the golden state warriors' victory.Thirdly,the decision tree al-gorithm is used to select the second step to obtain the significant characteristics that affect the Golden State Warriors'victory and predict the team's record.Finally,the technical statistics of the Warriors' major players in the past three seasons were selected,and the association rule algorithm was applied to determine the influence of player performance on the game results.
Keywords/Search Tags:NBA league, Clustering analysis, Logistic regression analysis, data mining, Decision tree algorithm
PDF Full Text Request
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