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
[21]   Service Quality Evaluation by Exploring Social Users' Contextual Information [J].
Zhao, Guoshuai ;
Qian, Xueming ;
Lei, Xiaojiang ;
Mei, Tao .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2016, 28 (12) :3382-3394
[22]   Evaluation of metabolic syndrome and sleep quality in shift workers [J].
Demiralp, N. ;
Ozel, F. .
OCCUPATIONAL MEDICINE-OXFORD, 2021, 71 (09) :453-459
[23]   Evaluation of the hemodialysis patient with Pittsburgh sleep quality index [J].
Colbay, Mehmet ;
Yuksel, Seref ;
Fidan, Fatma ;
Acarturk, Gursel ;
Karaman, Ozcan ;
Unlu, Mehmet .
TUBERKULOZ VE TORAK-TUBERCULOSIS AND THORAX, 2007, 55 (02) :167-173
[24]   EVALUATION OF THE SLEEP QUALITY IN PATIENTS WITH FAMILIAL MEDITERRANEAN FEVER [J].
Kucuk, Adem ;
Albayrak, Ilknur ;
Bagcaci, Sinan ;
Karpuz, Savas ;
Kucuksen, Sami ;
Tunc, Recep .
ACTA MEDICA MEDITERRANEA, 2015, 31 (02) :317-321
[25]   Evaluation of sleep quality in mothers of children with bronchiolitis obliterans [J].
Yuksel, Hasan ;
Ciftdogan, Dilek Yilmaz ;
Yilmaz, Ozge ;
Sogut, Ayhan .
TURK PEDIATRI ARSIVI-TURKISH ARCHIVES OF PEDIATRICS, 2009, 44 (03) :99-102
[26]   Evaluation of sleep quality in patients with idiopathic intracranial hypertension [J].
Kula, Asli Y. A. M. A. N. ;
Kanmaz, Duhan .
MARMARA MEDICAL JOURNAL, 2024, 37 (03) :327-331
[27]   Sleep quality deteriorates over a binge–abstinence cycle in chronic smoked cocaine users [J].
Edward F. Pace-Schott ;
Robert Stickgold ;
Amir Muzur ;
Pia E. Wigren ;
Amie S. Ward ;
Carl L. Hart ;
Denise Clarke ;
Alexandra Morgan ;
J. Allan Hobson .
Psychopharmacology, 2005, 179 :873-883
[28]   Do blue light filter applications improve sleep outcomes? A study of smartphone users' sleep quality in an observational setting [J].
Rabiei, Marziye ;
Masoumi, Seyed Jalil ;
Haghani, Masoud ;
Nematolahi, Samaneh ;
Rabiei, Reza ;
Mortazavi, Seyed Mohammad Javad .
ELECTROMAGNETIC BIOLOGY AND MEDICINE, 2024, 43 (1-2) :107-116
[29]   Integrated microblog sentiment analysis from users' social interaction patterns and textual opinions [J].
Kuo, Yau-Hwang ;
Fu, Meng-Hsuan ;
Tsai, Wen-Hao ;
Lee, Kuan-Rong ;
Chen, Ling-Yu .
APPLIED INTELLIGENCE, 2016, 44 (02) :399-413
[30]   Pattern of Sleep and Evaluation of Sleep Quality and Sleep-Disturbing Factors Among Adults in Saudi Arabia [J].
Bashrat, Viqar ;
Summan, Sarah Ibrahim ;
Mushait, Hadeel ;
Alabdullah, Sharefah Ahmed Y. ;
Alyami, Bara'ah Mohammed ;
Alshareef, Noor Mohammed ;
AlObaid, Muhanned M. ;
Hafiz, Lubna Mohammed ;
Alamri, Noura Abdulrahman ;
Alhajeri, Malak Mohammed ;
Jawah, Huda Mohammed ;
Atif, Oroub Mohammed Amir ;
Habtar, Sara Khalid ;
Alghorier, Bushra Ali ;
Majrashi, Ashwaq Abdu .
BAHRAIN MEDICAL BULLETIN, 2023, 45 (02) :1428-1431