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Introducing nonlinear time series analysis in undergraduate courses
Matjaž Perc, 2006, strokovni članek

Opis: This article is written for undergraduate students and teachers who would like to get familiar with basic nonlinear time series analysis methods. We present a step-by-step study of a simple example and provide user-friendly programs that allow an easy reproduction of presented results. In particular, we study an artificial time series generated by the Lorenz system. The mutual information and false nearest neighbour method are explained in detail, and used to obtain the best possible attractor reconstruction. Subsequently, the times series is tested for stationarity and determinism, which are both important properties that assure correct interpretation of invariant quantities that can be extracted from the data set. Finally, as the most prominent invariant quantity that allows distinguishing between regular and chaotic behaviour, we calculate the maximal Lyapunov exponent. By following the above steps, we are able to convincingly determine that the Lorenz system is chaotic directly from the generated time series, without the need to use the differential equations. Throughout the paper, emphasis on clear-cut guidance and a hands-on approach is given in order to make the reproduction of presented results possible also for undergraduates, and thus encourage them to get familiar with the presented theory.
Ključne besede: nonlinear systems, nonlinear time series analyses, physics education
Objavljeno: 07.06.2012; Ogledov: 801; Prenosov: 18
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Editorial
Miroljub Kljajić, Gerhard-Wilhelm Weber, 2012, predgovor, spremna beseda

Ključne besede: education, research, systems, modeling, group decision making
Objavljeno: 29.11.2017; Ogledov: 327; Prenosov: 44
.pdf Celotno besedilo (1,14 MB)
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5.
Editorial
Miroljub Kljajić, Gerhard-Wilhelm Weber, 2014, predgovor, spremna beseda

Ključne besede: education, research, systems, modeling, group decision making
Objavljeno: 29.11.2017; Ogledov: 294; Prenosov: 50
.pdf Celotno besedilo (139,54 KB)
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6.
Teaching information system technology in partnership with IT companies
Viljan Mahnič, 2008, izvirni znanstveni članek

Opis: We describe an example of partnership between a university and some major IT companies - IBM and Microsoft - to teach a course on information systems technology. The course is taught in the fifth (final) year of the university undergraduate program when students have already mastered the basic theoretical knowledge of information system development. For this reason, the course content was restructured to pay more attention to practical experience and the learning opportunities available within the environment of professional industry. During the course, students get acquainted with IBM and Microsoft products and the tools that support the development of online information systems. Special attention is devoted to group project work, which is not just intended for the improvement of technical skills, but also for the aqusition of transferrable skills such as teamwork, management/leadership, planning and organizing, presentation and documentation, searching for information, etc. We describe our experience from teaching the course in the academic years 2005/06 and 2006/07. A description of the course content is given and the results of a survey among the students are presented. Students responded favourably to the new approach and found the course very useful and interesting.
Ključne besede: computer engineering education, university-industry co-operation, group project work, information systems technology
Objavljeno: 22.01.2018; Ogledov: 281; Prenosov: 204
.pdf Celotno besedilo (622,88 KB)
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Trends in ICT and multimedia supported education
Marko Papić, Janez Bešter, 2012, pregledni znanstveni članek

Opis: The formal educational system is facing different problems regarding adaptation towards the needs of a modern knowledge society. In the article, two important and comprehensive challenges to today's formal educational system are discussed and commented upon. The first problem is the incoherence between the needs of the labor market and formal education system outcomes in terms of graduated students. Another problem is the distancing between the prevailing traditional pedagogical methods within formal educational institutions and the ways in which students acquire information and knowledge outside of the schools as they are becoming less and less interested in traditional lectures. It is argued that specific information and communication system technologies (ICT) supported mechanisms, such as social learning and virtual communities may address these challenges. Theories of communities and social learning that may be useful for implementation in the education system are explained and practical implementation is proposed.
Ključne besede: education systems, knowledge society, ICT, multimedia, e-learning
Objavljeno: 22.01.2018; Ogledov: 368; Prenosov: 196
.pdf Celotno besedilo (1,04 MB)
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