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31906-01 - Seminar: Quantitative Methods (6 KP)
| Semester | Herbstsemester 2016 |
| Angebotsmuster | Jedes Herbstsemester |
| Dozierende | Christian Kleiber (christian.kleiber@unibas.ch, BeurteilerIn) |
| Inhalt | Masterseminar Quantitative Methods in Fall 2016: Topics in Statistical Computing, Statistical Learning and Data Visualization The seminar intends to provide an overview of topics that are currently not (or only briefly) covered in any of our MSc level econometrics or statistics courses. This includes simulation, resampling methods (cross validation, bootstrap), statistical graphics (e.g. parallel coordinates, mosaic plots, ...), regression trees and random forests, finite mixture models ('model-based clustering'), model selection (lasso, boosting), support vector machines. If there is interest, we can even include optimization methods in econometrics. The idea is that each participant presents a model or method along with an illustration using a data set. The models and methods selected here are all available via some R packages (some also elsewhere, but not necessarily all of them). We will likely include a few lab sessions at the beginning of the semester. |
| Lernziele | Content: Overview of computational methods in statistics and econometrics. Skills: Writing of term papers involving quantitative methods, oral presentations. |
| Literatur | References will be specific to the chosen topic. General references include Albert J, Rizzo M (2012). R by Example. Springer. James G, Witten D, Hastie T, Tibshirani R (2013). An Introduction to Statistical Learning. New York: Springer. Unwin A (2015). Graphical Data Analysis with R. CRC Press. |
| Bemerkungen | This announcement is written in English with the intention of reaching a wider audience, but depending on the participants we may proceed in German. |
| Weblink | Weblink |
| Teilnahmevoraussetzungen | Prerequisites: 12036 (Advanced) Econometrics |
| Anmeldung zur Lehrveranstaltung | The application for this seminar is done centrally and online from May 17th to June 6th, 2016 with the Studiendekanat. The link to the online application form and more information can be found here: https://wwz.unibas.ch/index.php?id=13518 The registration is binding. In case of non-participation after registration it will be noted as "nicht erschienen" in the transcript. For a break up after recieving a subject and title, there will be a "1.0" recorded. |
| Unterrichtssprache | Englisch |
| Einsatz digitaler Medien | kein spezifischer Einsatz |
| Intervall | Wochentag | Zeit | Raum |
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Keine Einzeltermine verfügbar, bitte informieren Sie sich direkt bei den Dozierenden.
| Module |
Modul Seminararbeiten (Master Wirtschaftswissenschaften) |
| Prüfung | Seminarleistung |
| Hinweise zur Prüfung | Presentation (format: 30 min plus discussion) and paper (approx. 15-20 pages). |
| An-/Abmeldung zur Prüfung | An- und Abmelden: Fakultät |
| Wiederholungsprüfung | keine Wiederholungsprüfung |
| Skala | 1-6 0,1 |
| Belegen bei Nichtbestehen | beliebig wiederholbar |
| Zuständige Fakultät | Wirtschaftswissenschaftliche Fakultät / WWZ, studiendekanat-wwz@unibas.ch |
| Anbietende Organisationseinheit | Wirtschaftswissenschaftliche Fakultät |