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Modelling smartphone usage : a Markov state transition model |
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| Author: | Kostakos, Vassilis1; Ferreira, Denzil1; Goncalves, Jorge1; |
| Organizations: |
1Center for Ubiquitous Computing, University of Oulu, Oulu, Finland |
| Format: | article |
| Version: | accepted version |
| Access: | open |
| Online Access: | PDF Full Text (PDF, 1.4 MB) |
| Persistent link: | http://urn.fi/urn:nbn:fi-fe201901212616 |
| Language: | English |
| Published: |
Association for Computing Machinery,
2016
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| Publish Date: | 2019-01-21 |
| Description: |
AbstractWe develop a Markov state transition model of smartphone screen use. We collected use traces from real-world users during a 3-month naturalistic deployment via an app-store. These traces were used to develop an analytical model which can be used to probabilistically model or predict, at runtime, how a user interacts with their mobile phone, and for how long. Unlike classification-driven machine learning approaches, our analytical model can be interrogated under unlimited conditions, making it suitable for a wide range of applications including more realistic automated testing and improving operating system management of resources. see all
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| ISBN: | 978-1-4503-4461-6 |
| Pages: | 486 - 497 |
| DOI: | 10.1145/2971648.2971669 |
| OADOI: | https://oadoi.org/10.1145/2971648.2971669 |
| Host publication: |
UbiComp '16 Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct |
| Conference: |
Acm international joint conference on pervasive and ubiquitous computing |
| Type of Publication: |
A4 Article in conference proceedings |
| Field of Science: |
113 Computer and information sciences |
| Subjects: | |
| Funding: |
This work is partially funded by the Academy of Finland (Grants 276786-AWARE, 285062-iCYCLE, 286386-CPDSS, 285459-iSCIENCE), and the European Commission (Grants PCIG11-GA-2012-322138, 645706-GRAGE, and 6AIKA-A71143-AKAI). |
| EU Grant Number: |
(322138) URBANMOB - Modelling Urban Mobility in City-Scale Ubiquitous Systems (645706) GRAGE - Grey and green in Europe: elderly living in urban areas |
| Academy of Finland Grant Number: |
276786 285062 286386 285459 |
| Detailed Information: |
276786 (Academy of Finland Funding decision) 285062 (Academy of Finland Funding decision) 286386 (Academy of Finland Funding decision) 285459 (Academy of Finland Funding decision) |
| Copyright information: |
© Copyright is held by the owner/author(s). Publication rights licensed to ACM. 2016. This is the author's version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp '16), https://doi.org/10.1145/2971648.2971669. |