Agent-based systems

1.Course titleAgent-based systems
2.CodeF18L3S073
3.Study programme—
4.Organizer of the study programme (unit, institute, department)Faculty of Computer Science and Engineering
5.Degree level (first, second, third cycle)First cycle
6.Academic year / semester6 / Summer
7.Number of ECTS credits6
8.Teacher—
9.Prerequisites for enrolling in the courseВештачка интелигенција
10.Course objectives (competences)Agent based modeling offers a natural metaphor for explaining phenomena in the natural and social sciences, ranging from evolution to epidemic spread to racial segregation and forming coalitions.. Many systems can be modeled as being composed of self-interested or altruistic agents interacting with their environment and one another: cooperating, negotiating, competing or forming coalitions. Very simple rules governing agent (micro) behavior can lead to complex and emergent phenomena (macro-level).The aim of this course is to introduce students to the agent paradigm suitable for modeling systems in different domains (e.g., games, robots, social behavior). After completion of the course the student will be able to design and implement single- and multi-agent systems using suitable tools and platforms.
11.Course contentSelected topics: agent architecture; knowledge representation, reasoning, adaptation and learning in agents; programming languages and platforms for modeling, designing and implementing agents; simulations and predictive analysis in agent systems; reasoning with uncertain knowledge; introduction to game theory as a mathematical model for designing agent interactions: cooperation, negotiation, concurrency and forming coalitions.
12.Learning methodsLectures using presentations, interactive lectures, exercises (using equipment and software packages), teamwork, case studies, guest lecturers, independent preparation and defense of a project assignment and a seminar paper.
13.Total available time6 ECTS x 30 hours = 180 hours
14.Distribution of the available time30 + 45 + 15 + 15 + 75 = 180 hours
15.Forms of teaching activities
15.1.Lectures – theoretical teaching30 hours
15.2.Exercises (laboratory, auditory), seminars, team work45 hours
16.Other forms of activities
16.1.Project assignments15 hours
16.2.Individual assignments15 hours
16.3.Home study75 hours
17.Grading
17.1.Tests10 points
17.2.Seminar paper / project (presentation: written and oral)15 points
17.3.Activity and participation10 points
17.4.Final exam70 points
18.Grading criteria (points / grade)
up to 50 points5 (five) (F)
from 51 to 60 points6 (six) (E)
from 61 to 70 points7 (seven) (D)
from 71 to 80 points8 (eight) (C)
from 81 to 90 points9 (nine) (B)
from 91 to 100 points10 (ten) (A)
19.Requirements for signature and taking the final examActivities 15.2 and 16.1 have been completed.
20.Language of instructionMacedonian and English
21.Method of monitoring teaching qualityinternal evaluation and survey mechanism
22.Literature
22.1.Required literature
No. Author Title Publisher Year
22.2.Additional literature
No. Author Title Publisher Year