Seminar for
DECISION MAKING – THEORY, TECHNOLOGY AND PRACTICE

PROGRAM

Plan rada Seminara Odlučivanje - teorija, tehnologija, praksa za MAJ 2023.

ČETVRTAK, 25.05.2023. u 13:00, Live stream Niš
Radmila Janković Babić, Mathematical Institute of the Serbian Academy of Sciences and Arts
IDENTIFYING PATTERNS OF ENERGY CONSUMPTION USING ENSEMBLE LEARNING APPROACHES: A CASE STUDY OF FIVE BALKAN COUNTRIES
This research presents the application of ensemble learning techniques to classify energy consumption based on three factors: (i) gross domestic product, (ii) CO₂ emissions, and (iii) total population. The experiment utilizes energy usage data from five Balkan countries spanning the period of 1995-2014. The energy consumption values are first grouped into classes through K-Medians clustering and subsequently analyzed. To classify energy consumption based on gross domestic product, CO₂ emissions, and total population, multiclass ensembles of support vector machine and linear discriminant analysis are applied. The obtained results show that the proposed approach overcomes the traditional classification methods.

Predavanja su namenjena sirokom krugu slusalaca, ukljucujuci studente redovnih i doktorskih studija. Seminar će se održavati svakog drugog četvrtka od 13:00 - 14:00^h, CIITLAB, Elektronski fakultet Niš, Aleksandra Medvedeva 14, Niš