Toshiki Takeuchi, Kyohei Suwa, Hiroto Tamura, Takuji Narumi, T. Tanikawa, M. Hirose
{"title":"A task-management system using future prediction based on personal lifelogs and plans","authors":"Toshiki Takeuchi, Kyohei Suwa, Hiroto Tamura, Takuji Narumi, T. Tanikawa, M. Hirose","doi":"10.1145/2494091.2494166","DOIUrl":null,"url":null,"abstract":"People who are busy generally have to manage a great variety of tasks. But sometimes, they fall behind in minor tasks and gradually, even without them noticing, a huge backlog piles up, far beyond the person's capacity to complete them well and on time. We proposed a task-management system that predicts a user's future state on the basis of the user's lifelog and plans, using a simple linear regression model. We implemented the system using a smartphone and estimated its usefulness with a user test. As a result, the users of our system saw their future diaries and tried to alter their current daily activities.","PeriodicalId":220524,"journal":{"name":"Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication","volume":"6 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2494091.2494166","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
People who are busy generally have to manage a great variety of tasks. But sometimes, they fall behind in minor tasks and gradually, even without them noticing, a huge backlog piles up, far beyond the person's capacity to complete them well and on time. We proposed a task-management system that predicts a user's future state on the basis of the user's lifelog and plans, using a simple linear regression model. We implemented the system using a smartphone and estimated its usefulness with a user test. As a result, the users of our system saw their future diaries and tried to alter their current daily activities.