{"title":"基于选项的分层强化学习排课算法","authors":"Guo Fang Ming, Song Hua","doi":"10.1109/ETCS.2010.584","DOIUrl":null,"url":null,"abstract":"This paper proposes applying Option-based hierarchical reinforcement learning algorithm to timetable scheduling strategy learning in colleges and universities so as to enhance the performance of traditional reinforcement learning course-scheduling algorithm. From experimentation and application in course-scheduling system, it can be seen that Option-based hierarchical reinforcement learning course scheduling algorithm has a better effect than traditional reinforcement learning course-scheduling algorithm.","PeriodicalId":193276,"journal":{"name":"2010 Second International Workshop on Education Technology and Computer Science","volume":"222 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"Course-Scheduling Algorithm of Option-Based Hierarchical Reinforcement Learning\",\"authors\":\"Guo Fang Ming, Song Hua\",\"doi\":\"10.1109/ETCS.2010.584\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper proposes applying Option-based hierarchical reinforcement learning algorithm to timetable scheduling strategy learning in colleges and universities so as to enhance the performance of traditional reinforcement learning course-scheduling algorithm. From experimentation and application in course-scheduling system, it can be seen that Option-based hierarchical reinforcement learning course scheduling algorithm has a better effect than traditional reinforcement learning course-scheduling algorithm.\",\"PeriodicalId\":193276,\"journal\":{\"name\":\"2010 Second International Workshop on Education Technology and Computer Science\",\"volume\":\"222 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-03-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 Second International Workshop on Education Technology and Computer Science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ETCS.2010.584\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 Second International Workshop on Education Technology and Computer Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ETCS.2010.584","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Course-Scheduling Algorithm of Option-Based Hierarchical Reinforcement Learning
This paper proposes applying Option-based hierarchical reinforcement learning algorithm to timetable scheduling strategy learning in colleges and universities so as to enhance the performance of traditional reinforcement learning course-scheduling algorithm. From experimentation and application in course-scheduling system, it can be seen that Option-based hierarchical reinforcement learning course scheduling algorithm has a better effect than traditional reinforcement learning course-scheduling algorithm.