doc. Mgr. David Kraus, Ph.D.

Curriculum vitae

Department, faculty, university

• Department of Mathematics and Statistics, Faculty of Science, Masaryk University, Brno

Current position

• Associate Professor of Statistics

Education and academic qualifications

• 2008: Ph.D., Statistics, Charles University in Prague
• 2003: M.Sc., Statistics, Charles University in Prague

Professional experience

• Since 2022: Masaryk University Brno, Department of Mathematics and Statistics, Associate Professor of Statistics
• 2016–2022: Masaryk University Brno, Department of Mathematics and Statistics, Assistant Professor of Statistics
• 2013–2015: University of Bern, Institute of Social and Preventive Medicine, Statistician
• 2012–2013: University Hospital Lausanne, Institute of Social and Preventive Medicine, Statistician
• 2008–2012: Swiss Federal Institute of Technology in Lausanne (Ecole Polytechnique Fédérale de Lausanne, EPFL), Institute of Mathematics, Chair of Mathematical Statistics, Postdoctoral Researcher
• 2005–2008: Institute of Information Theory and Automation, Prague, Research Assistant
• 2004–2008: Charles University in Prague, Department of Statistics, Research Assistant, Teaching Assistant

Research

• Most of my research work is connected with the broad topic of statistical inference with stochastic processes: data are represented as stochastic processes, models and methods of their analysis are motivated by, developed through or justified by theories and techniques for stochastic processes. In particular, my interests include functional data analysis, survival and event history analysis, point processes, inverse problems, non- and semi-parametric procedures, quantile methods, goodness-of-fit inference, robust analysis, applications in the natural sciences.

Major publications

• KRAUS, David. Prediction intervals and bands with improved coverage for functional data under noisy discrete observation. Journal of Applied Statistics. Taylor and Francis Ltd., 2024. ISSN 0266-4763. Dostupné z: https://dx.doi.org/10.1080/02664763.2024.2420223. URL info
• ATKINSON, Andrew, David KRAUS, Nicolas BANHOLZER, Jose M. MIRO, Peter REISS, Ole KIRK, Cristina MUSSINI, Philippe MORLAT, Daria PODLEKAREVA, Alison D. GRANT, Caroline SABIN, Marc VAN DER VALK, Vincent LE MOING, Laurence MEYER, Remonie SENG, Antonella CASTAGNA, Niels OBEL, Anastasia ANTONIADOU, Dominique SALMON, Marcel ZWAHLEN, Matthias EGGER, Stephane DE WIT, Hansjakob FURRER a Lukas FENNER. HIV replication and tuberculosis risk among people living with HIV in Europe: A multicohort analysis, 1983–2015. PLoS ONE. PLOS ONE, 2024, roč. 19, č. 10, s. e0312035, 12 s. ISSN 1932-6203. Dostupné z: https://dx.doi.org/10.1371/journal.pone.0312035. URL info
• SHERRATT, Katharine, Hugo GRUSON, Rok GRAH, Helen JOHNSON, Rene NIEHUS, Bastian PRASSE, Frank SANDMANN, Jannik DEUSCHEL, Daniel WOLFFRAM, Sam ABBOTT, Alexander ULLRICH, Graham GIBSON, Evan L RAY, Nicholas G REICH, Daniel SHELDON, Yijin WANG, Nutcha WATTANACHIT, Lijing WANG, Jan TRNKA, Guillaume OBOZINSKI, Tao SUN, Dorina THANOU, Loic POTTIER, Ekaterina KRYMOVA, Jan H MEINKE, Maria Vittoria BARBAROSSA, Neele LEITHÄUSER, Jan MOHRING, Johanna SCHNEIDER, Jaroslaw WŁAZŁO, Jan FUHRMANN, Berit LANGE, Isti RODIAH, Prasith BACCAM, Heidi GURUNG, Steven STAGE, Bradley SUCHOSKI, Jozef BUDZINSKI, Robert WALRAVEN, Inmaculada VILLANUEVA, Vit TUCEK, Martin SMID, Milan ZAJÍČEK, Cesar Pérez ÁLVAREZ, Borja REINA, Nikos I BOSSE, Sophie R MEAKIN, Lauren CASTRO, Geoffrey FAIRCHILD, Isaac MICHAUD, Dave OSTHUS, Pierfrancesco Alaimo Di LORO, Antonello MARUOTTI, Veronika ECLEROVÁ, Andrea KRAUS, David KRAUS, Lenka PŘIBYLOVÁ, Bertsimas DIMITRIS, Michael Lingzhi LI, Soni SAKSHAM, Jonas DEHNING, Sebastian MOHR, Viola PRIESEMANN, Grzegorz REDLARSKI, Benjamin BEJAR, Giovanni ARDENGHI, Nicola PAROLINI, Giovanni ZIARELLI, Wolfgang BOCK, Stefan HEYDER, Thomas HOTZ, David E SINGH, Miguel GUZMAN-MERINO, Jose L AZNARTE, David MORIÑA, Sergio ALONSO, Enric ÁLVAREZ, Daniel LÓPEZ, Clara PRATS, Jan Pablo BURGARD, Arne RODLOFF, Tom ZIMMERMANN, Alexander KUHLMANN, Janez ZIBERT, Fulvia PENNONI, Fabio DIVINO, Marti CATALÀ, Gianfranco LOVISON, Paolo GIUDICI, Barbara TARANTINO, Francesco BARTOLUCCI, Giovanna Jona LASINIO, Marco MINGIONE, Alessio FARCOMENI, Ajitesh SRIVASTAVA, Pablo MONTERO-MANSO, Aniruddha ADIGA, Benjamin HURT, Bryan LEWIS, Madhav MARATHE, Przemyslaw POREBSKI, Srinivasan VENKATRAMANAN, Rafal P BARTCZUK, Filip DREGER, Anna GAMBIN, Krzysztof GOGOLEWSKI, Magdalena GRUZIEL-SŁOMKA, Bartosz KRUPA, Antoni MOSZYŃSKI, Karol NIEDZIELEWSKI, Jedrzej NOWOSIELSKI, Maciej RADWAN, Franciszek RAKOWSKI, Marcin SEMENIUK, Ewa SZCZUREK, Jakub ZIELIŃSKI, Jan KISIELEWSKI, Barbara PABJAN, Holger KIRSTEN, Yuri KHEIFETZ, Markus SCHOLZ, Przemyslaw BIECEK, Marcin BODYCH, Maciej FILINSKI, Radoslaw IDZIKOWSKI, Tyll KRUEGER, Tomasz OZANSKI, Johannes BRACHER a Sebastian FUNK. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations. eLife. eLife Sciences Publications Ltd, 2023, roč. 12, April, s. 1-19. ISSN 2050-084X. Dostupné z: https://dx.doi.org/10.7554/eLife.81916. URL info
• CRAMER, EY, EL RAY, VK LOPEZ, J. BRACHER, A. BRENNEN, AJC RIVADENEIRA, A. GERDING, T. GNEITING, KH HOUSE, YX HUANG, D. JAYAWARDENA, AH KANJI, A. KHANDELWAL, K. LE, A. MUHLEMANN, J. NIEMI, A. SHAH, A. STARK, YJ WANG, N. WATTANACHIT, MW ZORN, Gu YY, S. JAIN, N. BANNUR, A. DEVA, M. KULKARNI, S. MERUGU, A. RAVAL, S. SHINGI, A. TIWARI, J. WHITE, NF ABERNETHY, S. WOODY, M. DAHAN, S. FOX, K. GAITHER, M. LACHMANN, LA MEYERS, JG SCOTT, M. TEC, A. SRIVASTAVA, GE GEORGE, JC CEGAN, ID DETTWILLER, WP ENGLAND, MW FARTHING, RH HUNTER, B. LAFFERTY, I. LINKOV, ML MAYO, MD PARNO, MA ROWLAND, BD TRUMP, Y. ZHANG-JAMES, S. CHEN, SV FARAONE, J. HESS, CP MORLEY, A. SALEKIN, DL WANG, SM CORSETTI, TM BAER, MC EISENBERG, K. FALB, YT HUANG, Martin ET, E. MCCAULEY, RL MYERS, T. SCHWARZ, D. SHELDON, GC GIBSON, R. YU, LY GAO, Y. MA, DX WU, XF YAN, XY JIN, YX WANG, YQ CHEN, LH GUO, YT ZHAO, QQ GU, JH CHEN, LX WANG, P. XU, WT ZHANG, DF ZOU, H. BIEGEL, J. LEGA, S. MCCONNELL, VP NAGRAJ, SL GUERTIN, C. HULME-LOWE, SD TURNER, YF SHI, XG BAN, R. WALRAVEN, QJ HONG, S. KONG, A. VAN DE WALLE, JA TURTLE, M. BEN-NUN, S. RILEY, P. RILEY, U. KOYLUOGLU, D. DESROCHES, P. FORLI, B. HAMORY, C. KYRIAKIDES, H. LEIS, J. MILLIKEN, M. MOLONEY, J. MORGAN, N. NIRGUDKAR, G. OZCAN, N. PIWONKA, M. RAVI, C. SCHRADER, E. SHAKHNOVICH, D. SIEGEL, R. SPATZ, C. STIEFELING, B. WILKINSON, A. WONG, S. CAVANY, G. ESPANA, S. MOORE, R. OIDTMAN, A. PERKINS, David KRAUS, Andrea KRAUS, ZF GAO, J. BIAN, W. CAO, JL FERRES, CZ LI, TY LIU, X. XIE, S. ZHANG, S. ZHENG, A. VESPIGNANI, M. CHINAZZI, JT DAVIS, K. MU, APY PIONTTI, XY XIONG, A. ZHENG, J. BAEK, V. FARIAS, A. GEORGESCU, R. LEVI, D. SINHA, J. WILDE, G. PERAKIS, MA BENNOUNA, D. NZE-NDONG, D. SINGHVI, I. SPANTIDAKIS, L. THAYAPARAN, A. TSIOURVAS, A. SARKER, A. JADBABAIE, D. SHAH, N. DELLA PENNA, LA CELI, S. SUNDAR, R. WOLFINGER, D. OSTHUS, L. CASTRO, G. FAIRCHILD, I. MICHAUD, D. KARLEN, M. KINSEY, LC MULLANY, K. RAINWATER-LOVETT, L. SHIN, K. TALLAKSEN, S. WILSON, EC LEE, J. DENT, KH GRANTZ, AL HILL, J. KAMINSKY, K. KAMINSKY, LT KEEGAN, SA LAUER, JC LEMAITRE, J. LESSLER, HR MEREDITH, J. PEREZ-SAEZ, S. SHAH, CP SMITH, SA TRUELOVE, J. WILLS, M. MARSHALL, L. GARDNER, K. NIXON, JC BURANT, L. WANG, L. GAO, Gu ZL, M. KIM, XY LI, GN WANG, YY WANG, S. YU, RC REINER, R. BARBER, E. GAKIDOU, Hay SI, S. LIM, C. MURRAY, D. PIGOTT, HL GURUNG, P. BACCAM, SA STAGE, BT SUCHOSKI, BA PRAKASH, B. ADHIKARI, JM CUI, A. RODRIGUEZ, A. TABASSUM, JJ XIE, P. KESKINOCAK, J. ASPLUND, A. BAXTER, BE ORUC, N. SERBAN, SO ARIK, M. DUSENBERRY, A. EPSHTEYN, E. KANAL, Le LT, CL LI, T. PFISTER, D. SAVA, R. SINHA, T. TSAI, N. YODER, J. YOON, LY ZHANG, S. ABBOTT, NI BOSSE, S. FUNK, J. HELLEWELL, SR MEAKIN, K. SHERRATT, MY ZHOU, R. KALANTARI, TK YAMANA, S. PEI, J. SHAMAN, ML LI, D. BERTSIMAS, OS LAMI, S. SONI, HT BOUARDI, T. AYER, M. ADEE, J. CHHATWAL, OO DALGIC, MA LADD, BP LINAS, P. MUELLER, J. XIAO, YJ WANG, QX WANG, SH XIE, DL ZENG, A. GREEN, J. BIEN, L. BROOKS, AJ HU, M. JAHJA, D. MCDONALD, B. NARASIMHAN, C. POLITSCH, S. RAJANALA, A. RUMACK, N. SIMON, RJ TIBSHIRANI, R. TIBSHIRANI, V. VENTURA, L. WASSERMAN, EB O'DEA, JM DRAKE, R. PAGANO, QT TRAN, LST HO, H. HUYNH, JW WALKER, RB SLAYTON, MA JOHANSSON, M. BIGGERSTAFF a NG REICH. Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States. Proceedings of the National Academy of Sciences of the United States of America. WASHINGTON: National Academy of Sciences, 2022, roč. 119, č. 15, s. "e2113561119", 12 s. ISSN 0027-8424. Dostupné z: https://dx.doi.org/10.1073/pnas.2113561119. URL info
• ATKINSON, Andrew, Jose M. MIRO, Amanda MOCROFT, Peter REISS, Ole KIRK, Philippe MORLAT, Jade GHOSN, Christoph STEPHAN, Cristina MUSSINI, Anastasia ANTONIADOU, Katja DOERHOLT, Enrico GIRARDI, Stéphane DE WIT, David KRAUS, Marcel ZWAHLEN a Hansjakob FURRER. No need for secondary Pneumocystis jirovecii pneumonia prophylaxis in adult people living with HIV from Europe on ART with suppressed viraemia and a CD4 cell count greater than 100 cells/µL. Journal of the International AIDS Society. John Wiley & Sons Ltd, 2021, roč. 24, č. 6, s. "e25726", 8 s. ISSN 1758-2652. Dostupné z: https://dx.doi.org/10.1002/jia2.25726. URL info
• KRAUS, David a Marco STEFANUCCI. Ridge reconstruction of partially observed functional data is asymptotically optimal. Statistics and Probability Letters. Amsterdam: Elsevier, 2020, roč. 165, OCT 2020, s. 1-5. ISSN 0167-7152. Dostupné z: https://dx.doi.org/10.1016/j.spl.2020.108813. URL info
• KRAUS, David a Marco STEFANUCCI. Classification of functional fragments by regularized linear classifiers with domain selection. Biometrika. Oxford: Oxford Univ Press, 2019, roč. 106, č. 1, s. 161-180. ISSN 0006-3444. Dostupné z: https://dx.doi.org/10.1093/biomet/asy060. Full Text info
• WANDELER, Gilles, Etienne MAURON, Andrew ATKINSON, Jean-François DUFOUR, David KRAUS, Peter REISS, Lars PETERS, François DABIS, Jan FEHR, Enos BERNASCONI, Marc van der VALK, Colette SMIT, Lars K GJÆRDE, Jürgen ROCKSTROH, Didier NEAU, Fabrice BONNET a Andri RAUCH. Incidence of Hepatocellular Carcinoma in HIV/HBV-coinfected Patients on Tenofovir therapy: Relevance for Screening Strategies. Journal of Hepatology. Amsterdam: ELSEVIER SCIENCE BV, 2019, roč. 71, č. 2, s. 274-280. ISSN 0168-8278. Dostupné z: https://dx.doi.org/10.1016/j.jhep.2019.03.032. Full Text info
• KRAUS, David. Inferential procedures for partially observed functional data. Journal of Multivariate Analysis. San Diego: Elsevier, 2019, roč. 173, September, s. 583-603. ISSN 0047-259X. Dostupné z: https://dx.doi.org/10.1016/j.jmva.2019.05.002. Full Text info
• GEBRESELASSIE, H.M., David KRAUS, C.A. FUX, S. HAUBITZ, A. SCHERRER, C. HATZ, O. VEIT, M. STOECKLE, J. FEHR, S. DE LUCIA, M. CAVASSINI, E. BERNASCONI, P. SCHMID, H. FURRER a C. STAEHELIN. Ethnicity predicts viral rebound after travel to the tropics in HIV-infected travelers to the tropics in the Swiss HIV Cohort Study. HIV MEDICINE. HOBOKEN, USA: WILEY, 2017, roč. 18, č. 8, s. 564-572. ISSN 1464-2662. Dostupné z: https://dx.doi.org/10.1111/hiv.12491. info
• WANDELER, G, David KRAUS, J FEHR, A CONEN, A CALMY, C ORASCH, M BATTEGAY, P SCHMID, E BERNASCONI a H FURRER. The J-Curve in HIV: Low and Moderate Alcohol Intake Predicts Mortality but Not the Occurrence of Major Cardiovascular Events. JAIDS: Journal of Acquired Immune Deficiency Syndromes. PHILADELPHIA: LIPPINCOTT WILLIAMS & WILKINS, 2016, roč. 71, č. 3, s. 302-309. ISSN 1525-4135. Dostupné z: https://dx.doi.org/10.1097/QAI.0000000000000864. URL info
• KRAUS, David. Components and completion of partially observed functional data. Journal of the Royal Statistical Society: Series B (Statistical Methodology). London: Blackwell Publishing., 2015, roč. 77, č. 4, s. 777-801. ISSN 1369-7412. Dostupné z: https://dx.doi.org/10.1111/rssb.12087. URL info
• KRAUS, David a Victor M. PANARETOS. Dispersion operators and resistant second-order functional data analysis. Biometrika. Oxford: Oxford Univ Press, 2012, roč. 99, č. 4, s. 813-832. ISSN 0006-3444. Dostupné z: https://dx.doi.org/10.1093/biomet/ass037. info
• PANARETOS, Victor M., David KRAUS a John H. MADDOCKS. Second-Order Comparison of Gaussian Random Functions and the Geometry of DNA Minicircles. Journal of the American Statistical Association. Alexandria: Amer Statistical Assoc, 2010, roč. 105, č. 490, s. 670-682. ISSN 0162-1459. Dostupné z: https://dx.doi.org/10.1198/jasa.2010.tm09239. info
• KRAUS, David. Adaptive Neyman's smooth tests of homogeneity of two samples of survival data. Journal of Statistical Planning and Inference. Amsterdam: Elsevier Science BV, 2009, roč. 139, č. 10, s. 3559-3569. ISSN 0378-3758. Dostupné z: https://dx.doi.org/10.1016/j.jspi.2009.04.009. info
• KRAUS, David. Checking proportional rates in the two-sample transformation model. Kybernetika. Praha: Academia, 2009, roč. 45, č. 2, s. 261-278. ISSN 0023-5954. info
• KRAUS, David. Identifying nonproportional covariates in the Cox model. Communications in Statistics - Theory and Methods. Philadelphia: Marcel Dekker, 2008, roč. 37, č. 4, s. 617-625. ISSN 0361-0926. Dostupné z: https://dx.doi.org/10.1080/03610920701669744. info
• KRAUS, David. Data-driven smooth tests of the proportional hazards assumption. Lifetime Data Analysis. Dordrecht: Springer, 2007, roč. 13, č. 1, s. 1-16. ISSN 1380-7870. Dostupné z: https://dx.doi.org/10.1007/s10985-006-9027-8. info
• KRAUS, David. Goodness-of-fit inference for the Cox-Aalen additive-multiplicative regression model. Statistics & Probability Letters. Amsterdam: Elsevier Science BV, 2004, roč. 70, č. 4, s. 285-298. ISSN 0167-7152. Dostupné z: https://dx.doi.org/10.1016/j.spl.2004.10.014. info

2022/05/28