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HD Online Player (data Structures Through C In Depth B)

the average prediction accuracy was above 96%. average classification classi_model_1 and classi_model_2 achieved over 80% precision rate. the loss curve value showed the models were fitting well, the training and validation loss curves were closed together in all 3 models ( figure 7 ). the application of machine learning and deep learning in sport: predicting nba players performance and popularityall authors nguyen hoang nguyen, duy thien an nguyen, bingkun ma & jiang hu published online:28 september 2021

figure 7. loss function results for train and valid data and confusion matrix results for test data from each candidate deep learning model.

thus, the gbm classifier (gbm_random) with random over-sampling technique (gbm_smote) was selected as the final model to predict the performance of players. the full results for model selection process are presented in table 3. the model performance was evaluated by rmse, mae, mape, and roc auc. it is worth noting that rmse, mae, and mape values for gbm_random model are very similar. the difference between them was around 0.4 for mae and roc auc, and around 0.1 for rmse. these are negligible differences and indicate that gbm_random model is suitable for real-time prediction. these slight changes in rmse, mae, and mape values are due to the use of smote technique. the roc auc is slightly higher for the gbm_random model than the others, which may be due to the machine learning and deep learning in sport: predicting nba players performance and popularityall authors nguyen hoang nguyen, duy thien an nguyen, bingkun ma & jiang hu published online:28 september 2021

figure 6. roc curves for test data from the three models for 10 teams.

a star rating system is an algorithm for assigning a numeric score to each category of an arbitrary set of products. ratings are determined as a function of a set of factors, such as reliability, cost, or utility. star rating systems allow the assignment of numeric scores to products or categories to compare the relative value of products. in the marketplace, star ratings are used to assign numerical scores to products. most financial products, such as stocks, have a star rating. for a product to have a high star rating, it must have an excellent reliability, and be cost effective and useful. the algorithm is used to access the relative importance or value of an individual within a team.
single line comment. shows a newline (line break) character. this comment will only display if wolpp#print# and wolpp#comment# are specified in the source code. you cannot display comments at the bottom of the file if you use wolpp#comment#.
human level = the degree of difficulty or strength of the experience level of a player that can be achieved by normal players. someone who has a human level of 9 will be similar to or better than a player who has an experience level of 10.
game mode = the number of teams in a game. the number of players in a game is a function of the number of teams. for instance, the number of players in a 10v10 team game is 10 players. 6v6 is a number of players where 5 of them are on the same team and one is the opposing team. 1v1 or 1v2 is a single player against another single player.
game type = the type of gameplay supported by the game. pointers to game modes are keyed by their name so map rotation games can still use these statistics. for instance, match.view and match.comment can be used to retrieve win percentages, but not necessarily the win percentages for individual players.
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