{"title":"使用机器学习为有特殊需要的儿童提供个性化学习材料","authors":"Likhan Banik, Monir Bhuiyan, Azmery Jahan","doi":"10.1109/ITECHA.2015.7317390","DOIUrl":null,"url":null,"abstract":"Children with neurological disorder such as autism need personalized development system for their daily activities. Technology can play a significant role. This paper introduces a research to deliver personalized learning materials for children with special needs based on diverse characteristics of children. There are four parts of the system: i) identifying level of the user by using machine learning algorithm. ii) web mining to generate multimodal learning materials from text story or learning keywords, iii) linking user preferences and IoT enabled sensor data with the result, iv) personalizing contents for users delineated with an intelligent interface. This paper explains personalization of results using machine learning algorithm.","PeriodicalId":161782,"journal":{"name":"2015 Internet Technologies and Applications (ITA)","volume":"90 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":"{\"title\":\"Personalized learning materials for children with special needs using machine learning\",\"authors\":\"Likhan Banik, Monir Bhuiyan, Azmery Jahan\",\"doi\":\"10.1109/ITECHA.2015.7317390\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Children with neurological disorder such as autism need personalized development system for their daily activities. Technology can play a significant role. This paper introduces a research to deliver personalized learning materials for children with special needs based on diverse characteristics of children. There are four parts of the system: i) identifying level of the user by using machine learning algorithm. ii) web mining to generate multimodal learning materials from text story or learning keywords, iii) linking user preferences and IoT enabled sensor data with the result, iv) personalizing contents for users delineated with an intelligent interface. This paper explains personalization of results using machine learning algorithm.\",\"PeriodicalId\":161782,\"journal\":{\"name\":\"2015 Internet Technologies and Applications (ITA)\",\"volume\":\"90 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"8\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 Internet Technologies and Applications (ITA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ITECHA.2015.7317390\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 Internet Technologies and Applications (ITA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITECHA.2015.7317390","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Personalized learning materials for children with special needs using machine learning
Children with neurological disorder such as autism need personalized development system for their daily activities. Technology can play a significant role. This paper introduces a research to deliver personalized learning materials for children with special needs based on diverse characteristics of children. There are four parts of the system: i) identifying level of the user by using machine learning algorithm. ii) web mining to generate multimodal learning materials from text story or learning keywords, iii) linking user preferences and IoT enabled sensor data with the result, iv) personalizing contents for users delineated with an intelligent interface. This paper explains personalization of results using machine learning algorithm.