Regression with imprecise data: A robust approach (with A. Wiencierz). ISIPTA '11, Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications (F. Coolen, G. de Cooman, T. Fetz, and M. Oberguggenberger, eds.), SIPTA, 2011, pp. 119–128.
Likelihood-based naive credal classifier (with A. Antonucci and G. Corani). ISIPTA '11, Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications (F. Coolen, G. de Cooman, T. Fetz, and M. Oberguggenberger, eds.), SIPTA, 2011, pp. 21–30.
Belief functions combination without the assumption of independence of the information sources. International Journal of Approximate Reasoning 52 (2011) 299–315. [the unformatted version is freely available here]
Foundations of probability (with T. Augustin). International Encyclopedia of Statistical Science (M. Lovric, ed.), Springer, 2011, pp. 542–544. [the unformatted version is freely available here]
Likelihood-based inference for probabilistic graphical models: Some preliminary results. PGM 2010, Proceedings of the Fifth European Workshop on Probabilistic Graphical Models (P. Myllymäki, T. Roos, and T. Jaakkola, eds.), HIIT Publications, 2010, pp. 57–64.
Probabilistic-possibilistic belief networks. Vanguard Scientific Instruments in Management 2009 (VSIM:09) (A. Marchev, A. Angelov, M. Harizanova, M. Mirchev, M. Alexandrova, M. Lambovska, and V. Alexandria, eds.), VSIM, 2010, vol. 2, pp. 59–72.
A generalization of credal networks. ISIPTA '09, Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications (T. Augustin, F.P.A. Coolen, S. Moral, and M.C.M. Troffaes, eds.), SIPTA, 2009, pp. 79–88.
Fuzzy probabilities based on the likelihood function. Soft Methods for Handling Variability and Imprecision (D. Dubois, M.A. Lubiano, H. Prade, M.Á. Gil, P. Grzegorzewski, and O. Hryniewicz, eds.), Advances in Soft Computing 48, Springer, 2008, pp. 43–50.
Likelihood-based statistical decisions. ISIPTA '05, Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications (F.G. Cozman, R. Nau, and T. Seidenfeld, eds.), SIPTA, 2005, pp. 107–116.
Combining belief functions issued from dependent sources. ISIPTA '03, Proceedings of the Third International Symposium on Imprecise Probabilities and Their Applications (J.-M. Bernard, T. Seidenfeld, and M. Zaffalon, eds.), Proceedings in Informatics 18, Carleton Scientific, 2003, pp. 133–147.

Reports

Likelihood-Based Robust Classification with Bayesian Networks (with A. Antonucci and G. Corani). Technical Report IDSIA-01-12, IDSIA, 2012.
Likelihood-based Imprecise Regression (with A. Wiencierz). Technical Report 116, Department of Statistics, LMU Munich, 2011.
Robust regression with imprecise data (with A. Wiencierz). Technical Report 114, Department of Statistics, LMU Munich, 2011.
Probabilistic-Possibilistic Belief Networks. Technical Report 32, Department of Statistics, LMU Munich, 2008.
Combining Belief Functions Issued from Dependent Sources. Research Report 117, Seminar for Statistics, ETH Zurich, 2003.

Posters

Likelihood-based naive credal classifier (with A. Antonucci and G. Corani). ISIPTA '11, Innsbruck, Austria, 27 July 2011.
Regression with imprecise data: A robust approach (with A. Wiencierz). ISIPTA '11, Innsbruck, Austria, 25 July 2011.
Likelihood-based inference for probabilistic graphical models: Some preliminary results. PGM 2010, Helsinki, Finland, 14 September 2010.
A generalization of credal networks. ISIPTA '09, Durham, UK, 17 July 2009.
Likelihood-based statistical decisions. ISIPTA '05, Pittsburgh, USA, 23 July 2005.
Combining belief functions issued from dependent sources. ISIPTA '03, Lugano, Switzerland, 16 July 2003.

Slides

Likelihood decision functions. GPSD 2012, Mainz, Germany, 9 March 2012.
On the implementation of Likelihood-based Imprecise Regression (with A. Wiencierz). CFE-ERCIM 2011, London, UK, 18 December 2011.
On the implementation of Likelihood-based Imprecise Regression (with A. Wiencierz). LMU Munich, München, Germany, 15 December 2011.
Robust regression with imprecise data (with A. Wiencierz). LMU Munich, München, Germany, 17 November 2011.
Robust regression with coarse data (with A. Wiencierz). Statistische Woche 2011, Leipzig, Germany, 21 September 2011.
Learning from data in Markov models. WPMSIIP 2011, Ljubljana, Slovenia, 10 September 2011.
Likelihood-based naive credal classifier (with A. Antonucci and G. Corani). ISIPTA '11, Innsbruck, Austria, 27 July 2011.
Regression with imprecise data: A robust approach (with A. Wiencierz). ISIPTA '11, Innsbruck, Austria, 25 July 2011.
Likelihood-based inference for probabilistic graphical models: Some preliminary results. PGM 2010, Helsinki, Finland, 14 September 2010.
On the estimation of imprecise probabilities. WPMSIIP 2010, Durham, UK, 10 September 2010.
Naive classifiers and zero counts. WPMSIIP 2010, Durham, UK, 9 September 2010.
Prior-data conflict in likelihood inference. WPMSIIP 2010, Durham, UK, 7 September 2010.
Independence and combination of belief functions. LMU Munich, München, Germany, 2 June 2010.
The likelihood approach to statistics as a theory of imprecise probability. Hanns-Seidel-Stiftung, Wildbad Kreuth, Germany, 25 September 2009.
A statistician’s view on fuzzy sets. Hanns-Seidel-Stiftung, Wildbad Kreuth, Germany, 23 September 2009.
Penalization of imprecision. WPMSIIP 2, München, Germany, 11 September 2009.
The likelihood approach to statistics as a theory of imprecise probability. WPMSIIP 2, München, Germany, 11 September 2009.
Hierarchical networks. WPMSIIP 2, München, Germany, 10 September 2009.
A generalization of credal networks. ISIPTA '09, Durham, UK, 17 July 2009.
A generalization of credal networks. LMU Munich, München, Germany, 24 June 2009.
Decision making under model uncertainty. City University of New York, New York, USA, 24 April 2009.
The likelihood approach to statistics. University of Bath, Bath, UK, 15 January 2009.
The likelihood approach to statistics. Durham University, Durham, UK, 9 December 2008.
Fuzzy probabilities based on the likelihood function. SMPS '08, Toulouse, France, 8 September 2008.
Statistical decisions based directly on the likelihood function. WPMSIIP, Durham, UK, 15 May 2008.
A hierarchical model based on the likelihood function. WPMSIIP, Durham, UK, 12 May 2008.
Likelihood-based evaluations. LMU Munich, München, Germany, 8 January 2008.
A hierarchical model based on the likelihood function. LMU Munich, München, Germany, 6 November 2007.
Statistical decisions based directly on the likelihood function. ETH Zurich, Zürich, Switzerland, 19 March 2007.
Likelihood-based statistical decisions. ETH Zurich, Zürich, Switzerland, 2 December 2005.
Likelihood-based statistical decisions. University of Bonn, Bonn, Germany, 3 November 2005.
Likelihood-based statistical decisions. ISIPTA '05, Pittsburgh, USA, 23 July 2005.
Combining belief functions issued from dependent sources. ISIPTA '03, Lugano, Switzerland, 16 July 2003.

Marco E. G. V. Cattaneo

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Wintersemester 2011/12

Sommersemester 2011

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Wintersemester 2009/10

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