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Informationstheorie für Fortgeschrittene (IT-A)2.5 ECTS
(englische Bezeichnung: Advanced Topics in Information Theory)
(Prüfungsordnungsmodul: Technische Wahlpflichtmodule)
Modulverantwortliche/r: Johannes Huber, Ralf Müller
Lehrende:
Johannes Huber, Ralf Müller
| Start semester: |
SS 2014 | Duration: |
1 semester | Cycle: |
jährlich (SS) |
| Präsenzzeit: |
30 Std. | Eigenstudium: |
45 Std. | Language: |
Englisch |
Lectures:
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Advanced Topics in Information Theory
(Vorlesung, 2 SWS, Ralf Müller et al., Thu, 12:15 - 13:45, N 5.17, (außer Thu 22.5.2014, Thu 5.6.2014, Thu 12.6.2014, Thu 26.6.2014); single appointment on 8.5.2014, single appointment on 5.6.2014, 8:15 - 9:45, N 5.17; single appointment on 26.6.2014, 8:15 - 9:45, 12:15 - 13:45, N 6.17)
Inhalt:
The lecture provides a deep understanding of information theory by explaining the advanced topics of this subject. This will include Jensen's Inequality, Markov Chains, Entropy Coding using Arithmetic Coding as well as the Context Tree Weighting Algorithm and the Burrows-Wheeler Transform. Also, Rate-Distortion Theory, high-dimensional spheres and MIMO-channels are discussed in this course.
Lernziele und Kompetenzen:
Knowledge:
The students explain various types of multiuser channels and their limits to transport information.
The students explain the limits of distributed source coding algorithms.
The students find the limiting eigenvalue distributions of various types of random matrices.
The students explain Stieltjes, R- and S-transforms.
The students explain the limits of various types of fading channels.
Skills:
The students design coding and decoding methods for a given type of multiuser channel.
The students perform additive and multiplicative free convolution.
The students calculate the asymptotic eigenvalues distributions of given random matrix ensembles.
The students construct random matrix ensembles with a given eigenvalue distribution.
General competence:
The students collaborate on solving exercise problems.
Verwendbarkeit des Moduls / Einpassung in den Musterstudienplan:
- Communications and Multimedia Engineering (Master of Science)
(Po-Vers. 2011 | Masterprüfung | Wahlpflichtmodule | Technische Wahlpflichtmodule)
Dieses Modul ist daneben auch in den Studienfächern "Berufspädagogik Technik (Master of Education)", "Computational Engineering (Rechnergestütztes Ingenieurwesen) (Master of Science)", "Elektrotechnik, Elektronik und Informationstechnik (Bachelor of Science)", "Elektrotechnik, Elektronik und Informationstechnik (Master of Science)", "Informations- und Kommunikationstechnik (Master of Science)" verwendbar. Details
Studien-/Prüfungsleistungen:
Klausur Informationstheorie für Fortgeschrittene_ (Prüfungsnummer: 35801)- Prüfungsleistung, Klausur, Dauer (in Minuten): 90, benotet
- Anteil an der Berechnung der Modulnote: 100.0 %
- Erstablegung: SS 2014, 1. Wdh.: WS 2014/2015, 2. Wdh.: keine Wiederholung
| 1. Prüfer: | Johannes Huber |
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