Identification of human behavior based on analysis of cellphone location data
Identifikátory výsledku
Kód výsledku v IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F62156489%3A43110%2F17%3A43911357" target="_blank" >RIV/62156489:43110/17:43911357 - isvavai.cz</a>
Výsledek na webu
<a href="https://ece.pefka.mendelu.cz/sites/default/files/imce/ECE2017_fin.pdf" target="_blank" >https://ece.pefka.mendelu.cz/sites/default/files/imce/ECE2017_fin.pdf</a>
DOI - Digital Object Identifier
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Alternativní jazyky
Jazyk výsledku
angličtina
Název v původním jazyce
Identification of human behavior based on analysis of cellphone location data
Popis výsledku v původním jazyce
We live in a world full of ongoing data exchange between internet services and their users. Many users willingly provide information about themselves in exchange for obtained services. However, not all service providers know how to acquire spatial data about their customers or for what purpose they should use them. This paper presents a case study based on spatial data analysis. The spatial data are collected by a customer cellphone. The proposed algorithm uses solely series of user locations. The algorithm can create a timeline of user's whereabouts by identifying clusters of individual entries, which can be labeled as places visited by the user. Furthermore, we can successfully estimate the location of residence and the workplace of the user as presented on four different subjects with distinct behavioural patterns. Finally, the usage of various kinds of spatial data is discussed along with the possibility of deployment of similar algorithms for commercial purposes.
Název v anglickém jazyce
Identification of human behavior based on analysis of cellphone location data
Popis výsledku anglicky
We live in a world full of ongoing data exchange between internet services and their users. Many users willingly provide information about themselves in exchange for obtained services. However, not all service providers know how to acquire spatial data about their customers or for what purpose they should use them. This paper presents a case study based on spatial data analysis. The spatial data are collected by a customer cellphone. The proposed algorithm uses solely series of user locations. The algorithm can create a timeline of user's whereabouts by identifying clusters of individual entries, which can be labeled as places visited by the user. Furthermore, we can successfully estimate the location of residence and the workplace of the user as presented on four different subjects with distinct behavioural patterns. Finally, the usage of various kinds of spatial data is discussed along with the possibility of deployment of similar algorithms for commercial purposes.
Klasifikace
Druh
D - Stať ve sborníku
CEP obor
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OECD FORD obor
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Návaznosti výsledku
Projekt
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Návaznosti
S - Specificky vyzkum na vysokych skolach
Ostatní
Rok uplatnění
2017
Kód důvěrnosti údajů
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Údaje specifické pro druh výsledku
Název statě ve sborníku
Enterprise and Competitive Environment: Conference Proceedings
ISBN
978-80-7509-499-5
ISSN
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e-ISSN
neuvedeno
Počet stran výsledku
10
Strana od-do
940-949
Název nakladatele
Mendelova univerzita v Brně
Místo vydání
Brno
Místo konání akce
Brno
Datum konání akce
9. 3. 2017
Typ akce podle státní příslušnosti
WRD - Celosvětová akce
Kód UT WoS článku
000427306200097