论文标题
数据科学方法预测获胜的幻想板球队梦想11幻想运动
Data Science Approach to predict the winning Fantasy Cricket Team Dream 11 Fantasy Sports
论文作者
论文摘要
数字技术的发展和体育运动的日益普及激发了创新者，通过引入幻想体育平台FSP，将用户带来对体育运动的经验。数据科学和分析的应用在现代世界中无处不在。数据科学和分析打开门，以获得更深入的理解并帮助决策过程。我们坚信，我们可以采用数据科学来预测FSP上的获胜幻想板球队，Dream 11。我们建立了一个预测模型，可以预测潜在游戏中玩家的性能。我们结合了贪婪和背包算法的结合，开出了11名球员的组合，创建了一支幻想板球队，该团队具有最重要的统计赔率，这是最强大的球队，从而使我们有更高的机会在Dream 11 FSP上赢得赌注。我们使用Pycaret Python库来帮助我们理解并采用最佳回归算法来进行问题陈述，以进行精确的预测。此外，我们使用Plotly Python图书馆为我们提供了对团队的视觉见解，并且玩家通过计算前瞻性游戏的统计和主观因素来表演。互动绘图有助于我们提高预测模型的建议。您要么赢得大，赢得小巧，要么根据预期游戏中为您的幻想球队选出的球员的表现而失去赌注，而我们的模型增加了您赢得大的可能性。
The evolution of digital technology and the increasing popularity of sports inspired the innovators to take the experience of users with a proclivity towards sports to a whole new different level, by introducing Fantasy Sports Platforms FSPs. The application of Data Science and Analytics is Ubiquitous in the Modern World. Data Science and Analytics open doors to gain a deeper understanding and help in the decision making process. We firmly believed that we could adopt Data Science to predict the winning fantasy cricket team on the FSP, Dream 11. We built a predictive model that predicts the performance of players in a prospective game. We used a combination of Greedy and Knapsack Algorithms to prescribe the combination of 11 players to create a fantasy cricket team that has the most significant statistical odds of finishing as the strongest team thereby giving us a higher chance of winning the pot of bets on the Dream 11 FSP. We used PyCaret Python Library to help us understand and adopt the best Regressor Algorithm for our problem statement to make precise predictions. Further, we used Plotly Python Library to give us visual insights into the team, and players performances by accounting for the statistical, and subjective factors of a prospective game. The interactive plots help us to bolster the recommendations of our predictive model. You either win big, win small, or lose your bet based on the performance of the players selected for your fantasy team in the prospective game, and our model increases the probability of you winning big.
