Determining Mode of Transportation by Analysis of Users' Connection to Specific Base Stations of a Mobile Network

U ovome završnom radu opisano je strojno učenje, klasifikacija podataka kao i evaluacija klasifikatora za određivanje moda prijevoza. Predstavljena je osnovna definicija ćelija mobilnih mreža te pregled pet generacija mobilnih tehnologija. Također su opisani procesi ponovnog iskorištavanja frekvencija i preuzimanja poziva. Opisan je proces lociranja mobilnih uređaja koristeći tehnologije mobilne mreže. Uz to opisan je i proces izdvajanja značajki iz podataka. Navedene su podjele strojnog učenja te njihove značajke. Na kraju su opisane metode klasifikacije koje se promatraju u radu te njihova evaluacija.This paper describes machine learning, classification of data as well as evaluation of classificators for determining mode of transportation. Basic definition of mobile cell networks is presented as well as overview of five generations of mobile technologies. Processes of frequency reuse and handoff are also mentioned. Process of locating mobile devices using mobile network technologies is described. Besides that, process of feature extraction is defined as well. Division of machine learning is listed as well as the features. Finally, methods of classifications being observed is presented and their evaluation