CS7NS4 – Urban Computing

(Semester 1, 5 ECTS) This module aims to provide both a theoretical and practical understanding of urban
computing and associated cyber-physical concepts, principles, challenges and
solutions.

STU12501 – Introduction to Probability

(Semester 1, 5 ECTS) Sample Space and Probability: Sets; Probabilistic Models; Conditional Probability; Total Probability.
Theorem and Bayes’ Rule; Independence; Counting.

CS7GV2 – Mathematics of Light and Sound

(Semester 1, 5 ECTS) Wave equation and its solution; Maxwell´s equations; Fourier transform and analysis; vibration; mass-spring-damper systems; numerical methods; simulation software.

CSU33031 – Computer Networks

(Semester 1, 5 ECTS) The module introduces the basic concepts underlying the communication between nodes connected to the Internet.

STU33011 – Multivariate Linear Analysis

(Semester 1, 5 ECTS) Classical multivariate techniques of principal component analysis, clustering, discriminant analysis, k-nearest neighbours, and logistic regression are investigated.

STU33010 – Forecasting

(Semester 1, 5 ECTS) Introduction to Forecasting; ARIMA models, data transformations, seasonality, exponential smoothing and Holt Winters algorithms, performance measures. Use of transformations and differences.

STU22004 – Applied Probability I

(Semester 1, 5 ECTS) This module covers a range of topics in probability theory at an introductory level, with a view towards applications. Overall the goal of the module is to let the students gain familiarity with both analytical and simulation-based methods to deal with applied problems in probability.