Journal Publications
- Kazianka, H. (2015) Objective Bayesian Estimation of the Probability of Default. Journal of the Royal Statistical Society C
- König, S., Kazianka, H., Pilz, J., Temme, J. (2014) Estimation of non-strict Archimedean copulas and its application to quantum networks. Applied Stochastic Models in Business and Industry, doi: 10.1002/asmb.2039 (in press)
- Mohsin, M., Kazianka, H., Pilz, J., Gebhardt, A. (2014) A new bivariate exponential distribution for modeling moderately negative dependence. Statistical Methods and Applications 23, 123-148
- Kazianka, H. (2013) Objective Bayesian analysis of geometrically anisotropic spatial data. Journal of Agricultural, Biological and Environmental Statistics 18, 514-537
- Kazianka, H. (2013) Approximate copula-based estimation and prediction of discrete spatial data. Stochastic Environmental Research and Risk Assessment 27, 2015-2026
- Mohsin, M., Kazianka, H., Pilz, J. (2013) Likelihood and objective Bayesian modeling of acidity and major ions in rainfall using a bivariate pseudo-Gamma distribution. Computers and Geosciences 54, 269-278
- Kazianka, H. (2012) spatialCopula: A Matlab toolbox for copula-based spatial analysis. Stochastic Environmental Research and Risk Assessment 27, 121-135
- Pilz, J., Kazianka, H., Spöck, G. (2012) Some advances in Bayesian spatial prediction and sampling design. Spatial Statistics 1, 65-81
- Kazianka, H., Pilz, J. (2012) Objective Bayesian analysis of spatial data with uncertain nugget and range parameters. Canadian Journal of Statistics 40, 304-327
- Kazianka, H. (2011) Objective Bayesian Analysis for the Normal Compositional Model. Computational Statistics and Data Analysis 56, 1528-1544
- Kazianka, H., Mulyk, M., Pilz, J. (2011) A Bayesian approach to estimating linear mixtures with unknown covariance structure. Journal of Applied Statistics 38, 1801-1817
- Kazianka, H., Pilz, J. (2011) Bayesian spatial modeling and interpolation using copulas. Computers and Geosciences 37, 310-319
- Kazianka, H., Pilz, J. (2010) Copula-based geostatistical modeling of continuous and discrete data including covariates. Stochastic Environmental Research and Risk Assessment 24, 661-673
- Kazianka, H., Pilz, J. (2009) A corrected criterion for selecting the optimum number of principal components . Austrian Journal of Statistics 38, 135-150
Book Chapters (peer-reviewed)
- Kazianka, H., Pilz, J. (2011) Model-based geostatistics. In: International Encyclopedia of Statistical Science (M. Lovric ed.), Springer, Berlin, 833-836
- Kazianka, H., Pilz, J. (2010) Spatial interpolation using copula-based geostatistical models. In: geoENV VII - Geostatistics for Environmental Applications (P. Atkinson and C. Lloyd eds.), Springer, Berlin, 307-320
- Spöck G., Kazianka, H., Pilz, J. (2009) Bayesian trans-Gaussian kriging with log-log transformed skew data. In: Interfacing Geostatistics and GIS (J. Pilz ed.), Springer, Berlin, 29-44
- Kazianka, H., Leitner, R., Pilz, J. (2008) Segmentation and classification of hyper-spectral skin data. In: Data Analysis, Machine Learning and Applications (C. Preisach, H. Burkhardt, L. Schmidt-Thieme and R. Decker eds.), Springer, Berlin, 245-252
Conference Proceedings (peer-reviewed)
- Kazianka, H., Pilz, J. (2010) Objective Bayesian analysis for the correlation parameters in Gaussian copula-based spatial models. In: Proceedings GeoENV 2010 (M. Van Meirvenne ed.), Gent
- Kazianka, H., Pilz, J. (2010) Geostatistical modeling using non-Gaussian copulas. In: Proceedings Accuracy 2010 (N. Tate ed.), Leicester, 49-52
- Kazianka, H., Spöck, G., Pilz, J. (2010) Modeling and interpolation of non-Gaussian spatial data: a comparative study. In: Proceedings StatGIS 2009 (D. Hristopoulos ed.) on CDROM, Technical University of Crete, Chania
- Kazianka, H., Pilz, J. (2010) Bayesian spatial modeling and interpolation using copulas. In: Proceedings StatGIS 2009 (D. Hristopoulos ed.) on CDROM, Technical University of Crete, Chania
- Pilz, J., Kazianka H., Spöck, G. (2009) Interoperability - Spatial interpolation and automated mapping. In: Proceedings of the 4th International Conference on Information and Communication Technologies in Bio and Earth Sciences HAICTA 2008 (T. Tsiligiridis ed.), Agricultural University of Athens, Athens, 110-118
Conference Talks
- Objective Bayesian analysis of geometrically anisotropic spatial data. Joint Statistics Meeting 2013, Montreal, Canada, 06.08.2013
- The implementation of multivariate stable distributions in R. RMetrics 2011, Meielisalp, Switzerland, 27.06.2011 (with H. Gmasz)
- Objective Bayesian analysis for the correlation parameters in Gaussian copula-based spatial models. GeoENV 2010, Gent, Belgium, 14.09.2010
- Objective Bayesian analysis of spatially correlated data including measurement error. Joint Statistics Meeting 2010, Vancouver, Canada, 05.08.2010
- Geostatistical modeling using non-Gaussian copulas. 9th International Symposium on Spatial Accuracy Assessment, Leicester, England, 21.07.2010
- Objective Bayesian analysis of spatially correlated data including measurement error. 9th Valencia International Meeting on Bayesian Statistics, Benidorm, Spain, 05.06.2010 (poster presentation)
- Copula-basierte räumliche Interpolation mit R. R-Tagung Bad Doberan: R in Ausbildung, Forschung und Anwendung, Bad Doberan, Germany, 02.10.2009
- Classification of hyper-spectral skin data. ROeS-Seminar 2009, Linz, Austria, 15.09.2009
- Trans-Gaussian and copula-based Bayesian kriging: A comparison. Opening Workshop: SAMSI Program on space-time analysis for environmental mapping, epidemiology and climate change, North Carolina, USA, 14.09.2009 (post presentation)
- Workshop on Bayesian geostatistics: Tools and methods for detecting and handling extreme events. (Co-Organizer of this workshop) StatGIS 2009, Milos, Greece, 19.06.2009
- Bayesian spatial modeling and interpolation using copulas. StatGIS 2009, Milos, Greece, 18.06.2009
- Spatial interpolation using copula-based geostatistical models. geoENV VII 2008, Southampton, UK, 09.09.2008
- Segmentation and classification of hyper-spectral skin data. 31. internationale Konferenz der Gesellschaft für Klassifikation e.V., Freiburg, Germany, 07.03.2007
Reviewer for the following Journals
- Biometrics
- Canadian Journal of Statistics
- Computational Statistics and Data Analysis
- Environmental Modelling and Software
- European Journal of Operations Research
- Journal of Applied Statistics
- Journal of Computational and Graphical Statistics
- Journal of Hydrology
- Journal of Multivariate Analysis
- Journal of Zhejiang University-A
- Mathematical Geosciences
- Spatial Statistics
- Statistics and Computing
- Stochastic Environmental Research and Risk Assessment
- Water Resources Research