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All Projects → tongtzeho → LOLPrediction

tongtzeho / LOLPrediction

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英雄联盟胜负预测

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游戏对局数据获取

国服：腾讯游戏平台非官方API - http://www.games-cube.com/

游戏版本 游戏模式 艾欧尼亚 诺克萨斯 黑色玫瑰 扭曲丛林 合计 数据预处理
6.23 极地大乱斗 108155 67753 - 209911 385819 去除未满级对局
6.24 极地大乱斗 187479 130584 - 191964 510027 去除未满级对局
去除战绩异常对局
7.4 无限乱斗 10335 - 7681 18587 36603 去除战绩异常对局

外服：Riot开发者平台API - https://developer.riotgames.com/

游戏版本 游戏模式 美服 西欧服 韩服 合计
7.6 排位赛(单排/双排) 89689 100506 116531 306726
7.6 匹配模式 79682 75069 63358 218109
7.6 极地大乱斗 58243 57746 49180 165169
7.7 排位赛(单排/双排) 221922 209570 307744 739236
7.7 排位赛(灵活组排) 44900 49177 74948 169025
7.7 匹配模式 268090 233730 191378 693198
7.7 极地大乱斗 152789 121002 111397 385188
7.7 峡谷大乱斗 39235 26391 20910 86536
7.8 极地大乱斗 278343 225338 257006 760687
7.8 魄罗大乱斗 113635 83110 37470 234215

游戏对局胜负预测

根据双方英雄阵容，预测获胜方的准确率（%）

游戏版本 游戏模式 随机森林 AdaBoost XGBoost 支持向量机 Logistic回归 神经网络
6.23 极地大乱斗 66.3 67.9 68.0 68.0 67.9 69.2
6.24 极地大乱斗 66.0 67.3 67.5 67.3 67.3 68.6
7.6 极地大乱斗 65.0 66.8 66.4 66.7 66.7 67.6
7.7 极地大乱斗 65.2 66.6 66.7 66.6 66.6 67.7
7.8 极地大乱斗 66.0 67.1 67.6 67.2 67.1 68.4
7.8 魄罗大乱斗 63.0 64.2 64.1 64.3 64.2 64.8
7.4 无限乱斗 62.1 64.4 63.3 64.1 64.2 64.5
7.7 峡谷大乱斗 56.9 58.5 57.9 58.3 58.5 58.7
7.6 匹配模式 53.7 55.1 54.8 54.7 55.1 55.1
7.7 匹配模式 - - - - 56.0 56.2
7.6 排位赛(单排/双排) 53.9 54.8 54.4 54.8 54.8 54.8
7.7 排位赛(单排/双排) - - - - 54.8 55.1
7.7 排位赛(灵活组排) - - - - 54.6 54.7

只根据本方英雄阵容，预测本方能否获胜的准确率（%）

游戏版本 游戏模式 随机森林 AdaBoost XGBoost 支持向量机 Logistic回归 神经网络
6.23 极地大乱斗 59.8 62.2 62.3 62.3 62.2 62.9
6.24 极地大乱斗 59.4 61.8 62.0 61.9 61.8 62.3
7.6 极地大乱斗 59.4 61.6 61.7 61.6 61.6 62.3
7.7 极地大乱斗 59.3 61.6 61.7 61.7 61.6 62.2
7.8 极地大乱斗 - 61.8 62.1 61.9 61.8 62.4
7.4 无限乱斗 58.5 60.5 60.0 60.6 60.6 60.6
7.8 魄罗大乱斗 56.5 59.1 59.0 59.1 59.1 59.4
7.7 峡谷大乱斗 54.0 56.0 55.6 56.0 56.0 56.5
7.6 匹配模式 51.8 53.8 53.7 53.6 53.8 53.9
7.7 匹配模式 - - - - 54.1 54.5
7.6 排位赛(单排/双排) 51.2 53.4 53.1 53.4 53.5 53.5
7.7 排位赛(单排/双排) - - - - 53.5 53.7
7.7 排位赛(灵活组排) - - - - 53.4 53.4
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