prikaz prve stranice dokumenta Otkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima
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doctoral thesis
Otkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2018. urn:nbn:hr:168:934272
Štriga, Darko
University of Zagreb
Faculty of Electrical Engineering and Computing
Department of Telecommunications

Institutional repository: FER Repository

Cite this document

Štriga, D. (2018). Otkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima (Doctoral thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:934272

Štriga, Darko. "Otkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima." Doctoral thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2018. https://urn.nsk.hr/urn:nbn:hr:168:934272

Štriga, Darko. "Otkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima." Doctoral thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2018. https://urn.nsk.hr/urn:nbn:hr:168:934272

Štriga, D. (2018). 'Otkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima', Doctoral thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 27 June 2024, https://urn.nsk.hr/urn:nbn:hr:168:934272

Štriga D. Otkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima [Doctoral thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2018 [cited 2024 June 27] Available at: https://urn.nsk.hr/urn:nbn:hr:168:934272

D. Štriga, "Otkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima", Doctoral thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2018. Available at: https://urn.nsk.hr/urn:nbn:hr:168:934272

Metadata
TitleOtkrivanje zajednica u društvenim mrežama zasnovano na izračunu povjerenja među korisnicima
Title (english)Community detection in social networks based on calculation of trust between users
AuthorDarko Štriga
MentorVedran Podobnik (mentor)
Committee memberVedran Podobnik (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
(Department of Telecommunications)
Zagreb
Defense date and country2018, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Information Systems
Universal decimal classification
(UDC)		654 - Telecommunication and telecontrol
Abstract
Proučavanje istraživačkog pitanja "otkrivanje zajednica u društvenim mrežama zasnovano na određivanju povjerenja između korisnika" provedeno je nad skupom podataka kreiranim temeljem analize više od 250 tisuća korisnika društvene mreže Facebook. Za potrebe rješavanja istraživačkog pitanja predložena je metoda SmartSocial Trust, a uz postojeće mjere evaluacije razvijena je nova mjera koeficijent SmartSocial Trust. Dobiveni rezultati uspoređeni su s teoretskim matematičkim modelom metode za klasifikaciju korisnika društvene mreže u društvene zajednice i referentnom state-of-the-art metodom iTrust. Prema svim parametrima evaluacije metoda SmartSocial Trust pokazala se kao najbolja. Ostvaren je sljedeći izvorni znanstveni doprinos: (i) model zajednica u društvenim mrežama zasnovan na povjerenju među korisnicima izvedenom iz atributa korisničkih profila i strukturnih svojstava društvenog grafa; (ii) metoda otkrivanja zajednica u društvenim mrežama koja obuhvaća postupke transformacije internetske društvene mreže u društveni graf i algoritam za izračun povjerenja u dobivenom društvenom grafu; (iii) laboratorijski prototip za otkrivanje zajednica u društvenim mrežama verificiran na referentnom skupu podataka „SmartSocial Trust“ stvorenom provođenjem društvenog eksperimenta u internetskom okružju.
Abstract (english)
The research question "community detection in social networks based on a calculation of trust between users" was studied on the dataset created through the analysis of more than 250 thousand of Facebook users. The SmartSocial Trust method was proposed for solving the described research question. Further, in addition to the existing evaluation methods, a new measure, called the SmartSocial Trust coefficient, was developed. The achieved results were compared with a mathematical model for classification of social network users in communities based on the random classification and state-of-the-art reference iTrust method. Among the analysed methods, the SmartSocial Trust method proved to be the best according to all evaluation parameters. The original scientific contribution has been achieved as follows: (i) social community model based on a calculation of trust between online social network users, where trust is derived from user profile attributes and structural features of the social graph; (ii) social community detection method, which includes online social network transformation into social graph and the algorithm for calculating social trust based on the social graph; (iii) laboratory prototype for community detection in online social networks verified on the reference dataset “SmartSocial Trust” created by conducting a social experiment in the Internet environment.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:934272
Study programmeTitle: Electrical Engineering and Computing
Study programme type: university
Study level: postgraduate
Academic / professional title: Doktor znanosti elektrotehnike i računarstva (Doktor znanosti elektrotehnike i računarstva)
Type of resourceText
Extent150 str. ; 30 cm.
File originBorn digital
Access conditionsClosed access
Terms of useLicence In copyright icon
Created on2019-04-03 14:26:41