Sleep Quality Evaluation of Active Microblog Users

被引:2
作者
Wu, Kai [1 ]
Ma, Jun [1 ]
Chen, Zhumin [1 ]
Ren, Pengjie [1 ]
机构
[1] Shandong Univ, Sch Comp Sci & Technol, Jinan 250101, Peoples R China
来源
WEB TECHNOLOGIES AND APPLICATIONS (APWEB 2015) | 2015年 / 9313卷
关键词
data mining; sleep quality; microblogging; social network;
D O I
10.1007/978-3-319-25255-1_15
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a novel method to evaluate the sleep quality of Active Microblog Users(AMUs) based on Sina Microblog data, where Sina Microblog is the largest microblog platform with 500 million registered users in China. A microblog user is called AMU if s/he posts more than 100 microblogs during a year. Our study is meaningful because the amount of AMUs is huge in China and the results can reflect the lifestyle of these people. The primary works of this paper are as follows: First we successfully obtained 700 million microblogs from 0.55 million microblog users as our dataset. Then we detected the possible start and end sleep time of each AMU by a novel pattern and algorithm. Finally we designed an evaluation system to give the score of each AMU's sleep quality. In the experiment, we compared the sleep quality of AMUs in different cities of China and found the difference in topics between high and low score groups by LDA method.
引用
收藏
页码:178 / 189
页数:12
相关论文
共 50 条
  • [1] Identifying Important Users in Sina Microblog
    Liu, Jiaqi
    Cao, Zhidong
    Cui, Kainan
    Xie, Feng
    2012 FOURTH INTERNATIONAL CONFERENCE ON MULTIMEDIA INFORMATION NETWORKING AND SECURITY (MINES 2012), 2012, : 839 - 842
  • [2] Quality of Sleep Among Bedtime Smartphone Users
    Krishnan, Bindu
    Sanjeev, Rama Krishna
    Latti, R. G.
    INTERNATIONAL JOURNAL OF PREVENTIVE MEDICINE, 2020, 11 (01)
  • [3] Predicting microblog users' lifetime activities - A user-based analysis
    Chen, Xi
    Geng, Ruibin
    Cai, Shun
    ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS, 2015, 14 (03) : 150 - 168
  • [4] Microblog Users' Life Time Activity Prediction
    Jin Jiahe
    Geng Ruibin
    Chen Xi
    Cai Shun
    2013 10TH INTERNATIONAL CONFERENCE ON SERVICE SYSTEMS AND SERVICE MANAGEMENT (ICSSSM), 2013, : 481 - 486
  • [5] Social support and sleep quality in older benzodiazepine users
    Proulx-Tremblay, Virginie
    Allary, Arnaud
    Payette, Marie-Christine
    Benyebdri, Fethia
    Boudreau, Marie-Michelle
    Bernard, Catherine
    Leveille, Vanessa
    Desrosiers, Caroline
    Cruz-Santiag, Diana
    Gagne, Marie-Helene
    Bertrand, Josie-Anne
    Grenier, Sebastien
    AGING & MENTAL HEALTH, 2020, 24 (09) : 1437 - 1443
  • [6] Comparative study on sleep quality and disorders in opiate and methamphetamine users
    Khazaie, Habibolah
    Jalali, Amir
    Jozani, Yazdan
    Moradi, Shahla
    Heydarpour, Fatemeh
    Khaledi-Paveh, Behnam
    HEROIN ADDICTION AND RELATED CLINICAL PROBLEMS, 2016, 18 (06) : 21 - 27
  • [7] Taxonomy and Evaluation for Microblog Popularity Prediction
    Gao, Xiaofeng
    Cao, Zhenhao
    Li, Sha
    Yao, Bin
    Chen, Guihai
    Tang, Shaojie
    ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2019, 13 (02)
  • [8] Evaluation of isotretinoin effects on depression, sleep apnea and sleep quality
    Orenay, Ozge Mine
    Temel, Berkay
    Capci, Arcan Kivanc
    Bal, Zulal Inci
    Karaosmanoglu, Nermin
    CUTANEOUS AND OCULAR TOXICOLOGY, 2024, 43 (02) : 129 - 133
  • [9] Comparison and prediction of sleep quality in users of bed or hammock as sleeping device
    Estrella, Jesus Moo
    Sandoval, Gloria Arankosky
    SLEEP HEALTH, 2021, 7 (01) : 93 - 97
  • [10] Sleep quality of benzodiazepine users in nursing homes: A comparative study with nonusers
    Bourgeois, Jolyce
    Elseviers, Monique M.
    Van Bortel, Luc
    Petrovic, Mirko
    Stichele, Robert H. Vander
    SLEEP MEDICINE, 2013, 14 (07) : 614 - 621