Ronald Hochreiter
Last update: July 19th, 2010
Assistant Professor
WU Vienna University of Economics and Business
Department of Finance, Accounting and Statistics
Institute for Statistics and Mathematics
Augasse 2-6, A-1090 Vienna, Austria
Email: ronald.hochreiter AT wu.ac.at
Teaching information
Publications
See also FIDES @ WU
Editorial
- R. Hochreiter and G. Ch. Pflug. Special Issue of Annals of Operations Research (Applied mathematical programming and Modelling 2008), submission closed, in review process.
- R. Hochreiter and D. Kuhn. Special Issue of Computational Management Science (Optimal Decision Making under Uncertainty), submission closed, in review process.
Edited volumes
- R. Hochreiter and G. Ch. Pflug. Optimization Volume 59, Number 3: 321-445. May 2010. Special Issue of the 11th International Conference on Stochastic Programming (SPXI). Vienna, Austria, August 2007.
- R. Hochreiter and G. Ch. Pflug. Computational Management Science Volume 6, Number 2: 115-267. May 2009. (Special Issue on Computational Optimization under Uncertainty)
Pre-Prints
Articles accepted for publication
- R. Hochreiter. Evolutionary stochastic portfolio optimization and probabilistic constraints. Proceedings of CompStat 2010: 1127-1134. Springer. 2010. To appear.
- J. Dang, D. Edelman, R. Hochreiter and A. Brabazon. Swarm Intelligence-based Stochastic Programming Model for Dynamic Asset Allocation. To appear in: Proceedings of the IEEE CEC 2010.
- R. Hochreiter and D. Wozabal. A multi-stage stochastic programming model for managing risk-optimal electricity portfolios. To appear in: Handbook of Power Systems. Volume of Energy Systems. Springer, 2010.
Published articles
- R. Hochreiter and D. Wozabal. Evolutionary Estimation of a Coupled Markov Chain Credit Risk Model. Natural Computing in Computational Finance, Volume 3. Volume 293 of Springer Studies in Computational Intelligence: 31-44. 2010.
- D. Wozabal, R. Hochreiter, and G. Ch. Pflug. A D.C. Formulation of Value-at-Risk constrained optimization. Optimization 59(3): 377-400. 2010.
- R. Hochreiter and G. Ch. Pflug. 11th International Conference on Stochastic Programming. Optimization 59(3): 321-322. 2010.
- R. Hochreiter. Evolutionary multi-stage financial scenario tree generation. EvoApplications 2010, Part II. Volume 6025 of Springer Lecture Notes in Computer Science: 182-191. 2010.
- R. Hochreiter. Algorithmic aspects of scenario-based multi-stage decision process optimization. Algorithmic Decision Theory 2009. Volume 5783 of Springer Lecture Notes in Computer Science: 365–376. 2009.
- R. Hochreiter and D. Wozabal. Evolutionary approaches for estimating a Coupled Markov Chain model for Credit Portfolio Risk Management. EvoWorkshops 2009. Volume 5484 of Springer Lecture Notes in Computer Science: 193-202. 2009.
- R. Hochreiter and G. Ch. Pflug. Introduction to the special issue on computational optimization under uncertainty. Computational Managament Science 6(2): 115-116. 2009.
- R. Hochreiter, C. Wiesinger, and D. Wozabal. Discussion of ‘The evolution of web-based optimisation: From ASP to e-Services’. Decision Support Systems 47(1): 72-73. 2009.
- H. Schabauer, R. Hochreiter, and G. Ch. Pflug. Parallelization of pricing path-dependent financial instruments on bounded trinomial lattices. International Conference on Computational Science 2008. Volume 5102 of Springer Lecture Notes in Computer Science: 408-415. 2008.
- R. Hochreiter. Evolutionary stochastic portfolio optimization. In: A. Brabazon and M. O’Neill (Eds.): Natural Computing in Computational Finance. Volume 100 of Springer Studies in Computational Intelligence: 67-87. 2008.
- W. Wiesemann, R. Hochreiter, and D. Kuhn. A Stochastic Programming Approach for QoS-Aware Service Composition. Eighth IEEE International Symposium on Cluster Computing and the Grid: 226-233. IEEE Computer Society. 2008.
- R. Hochreiter, G. Ch. Pflug, and V. Paulsen. Design and management of unit-linked life-insurance contracts with guarantees. In: S.A. Zenios and W.T. Ziemba (Eds.): Handbook of Asset and Liability Management, Volume 2. Chapter 14: 627-662. Elsevier/North-Holland. 2007 (print). 2008 (electronic).
- R. Hochreiter. An evolutionary computation approach to scenario-based risk-return portfolio optimization for general risk measures. EvoWorkshops 2007. Volume 4448 of Springer Lecture Notes in Computer Science: 199-207. 2007.
- R. Hochreiter and G. Ch. Pflug. Financial scenario generation for stochastic multi-stage decision processes as facility location problems. Annals of Operations Research 152(1): 257-272. 2007.
- R. Hochreiter and G. Ch. Pflug. Polynomial algorithms for pricing path-dependent interest rate instruments. Computational Economics 28(3): 291-309. 2006.
- R. Hochreiter, G. Ch. Pflug, and D. Wozabal. Multi-stage stochastic electricity portfolio optimization in liberalized energy markets. System Modeling and Optimization. Volume 199 of Springer IFIP International Federation for Information Processing Series: 219-226. 2006.
- R. Hochreiter. Audible convergence for optimal base melody extension with statistical genre-specific interval distance evaluation. EvoWorkshops 2006. Volume 3907 of Springer Lecture Notes in Computer Science: 712-716. 2006.
- S. Hochrainer, R. Hochreiter, and G. Ch. Pflug. An algorithm for calculating steady state probabilities of $M|E_r|c|K$ queueing systems. Central European Journal of Operations Research 13(1): 1-13. 2005.
- R. Hochreiter, C. Wiesinger, and D. Wozabal. Large-Scale Computational Finance Applications on the Open Grid Service Environment. European Grid Conference 2005. Volume 3470 of Springer Lecture Notes in Computer Science: 891-899. 2005.
- C. Wiesinger, D. Giczi, and R. Hochreiter. An open grid service environment for large-scale computational finance modeling systems. International Conference on Computational Science 2004. Volume 3036 of Springer Lecture Notes in Computer Science: 83-90. 2004.
Grants
- WU e-Learning Project: (December 2009, 1 year)
- Austrian National Bank Project 12306: Models for valuating credit portfolios using coupled Markov chains (November 2007, 2 years)
Talks and Presentations
Upcoming Conferences, Workshops, and Visits
- August 22-27, 2010. 19th International Conference on Computational Statistics. Paris, France.
- December 10-12, 2010. 4th International Conference on Computational and Financial Econometrics. London, UK.
- December 13-15, 2010. Veszprem Optimization Conference: Advanced Algorithms (VOCAL 2010). Veszprem, Hungary.
International Scientific Conferences and Workshops
- Multi-stage Stochastic Interest Rate Management. 24th European Conference on Operational Research. Lisbon, Portugal. July 2010.
- An algorithm for evolutionary stochastic portfolio optimization with probabilistic constraints. Mendel Conference 2010 – 16th International Conference on Soft Computing. Brno, Czech Republic. June, 2010.
- Evolutionary multi-stage financial scenario tree generation. European Conference of Applications of Evolutionary Computing. Istanbul, Turkey. April 2010.
- Multi-stage Stochastic Programming and Pension Fund Management. 3rd International Conference on Computational and Financial Econometrics. Limassol, Cyprus. October 2009.
- Algorithmic Aspects of Scenario-Based Multi-stage Decision Process Optimization. 1st International Conference on Algorithmic Decision Theory. Venice, Italy. October 2009.
- Multi-stage Stochastic Programming and Pension Fund Management. Workshop on Modern models and methods of managing financial risks. Moscow, Russian Federation. September 2009.
- Multi-stage Stochastic Programming and Pension Fund Management. 20th International Symposium of Mathematical Programming. Chicago, USA. August 2009.
- A Coupled Markov Chain model for Credit Portfolio Risk Management. 23rd European Conference on Operational Research. Bonn, Germany. July 2009.
- Simplified stage-based modeling of multi-stage decision optimization problems. 6th International Conference on Computational Management Science. Geneva, Switzerland. May 2009.
- Evolutionary approaches for estimating a Coupled Markov Chain model for Credit Portfolio Risk Management. 3rd European Workshop on Evolutionary Computation in Finance and Economics 2009. Tuebingen, Germany. April 2009.
- Multi-stage stochastic decision modeling in electricity portfolio management. Veszprem Optimization Conference: Advanced Algorithms (VOCAL 2008). Veszprem, Hungary. December 2008.
- Market Risk Control of Structured Credit Products. Statistische Woche 2008. Koeln, Germany. September 2008.
- A Stochastic Programming Approach for QoS-Aware Service Composition. 12th Serbian Mathematical Congress. Novi Sad, Serbia. August 2008.
- Dynamic Stochastic Programming Models for Long-Term Pension Fund Management. 14th International Conference on Computing in Economics and Finance. Paris, France. June 2008.
- Evaluating and extending clustering techniques to generate financial scenarios for stochastic programming models. 2nd International Workshop on Computational and Financial Econometrics. Neuchatel, Switzerland. June 2008.
- A Stochastic Programming Approach for QoS-Aware Service Composition. Applied Mathematical Programming and Modelling (APMOD 2008). Bratislava, Slovak Republic. May 2008.
- A Stochastic Programming Approach for QoS-Aware Service Composition. 8th IEEE International Symposium on Cluster Computing and the Grid. Lyon, France. May 2008.
- Computation of Scenario Trees for Multi-stage Stochastic Programming Models. 5th International Conference on Computational Management Science. London, Great Britain. March 2008.
- Simplified stage-based modeling of multi-stage stochastic programming problems. 11th International Conference on Stochastic Programming. Vienna, Austria. August 2007.
- Tutorial talk on Stochastic Optimization and Pension Fund Modeling. 11th International Conference on Stochastic Programming. Vienna, Austria. August 2007.
- Multi-stage Stochastic Optimization and Pension Fund Management. 22nd European Conference on Operational Research. Prague, Czech Republic. July 2007.
- Multi-stage stochastic decision modeling in electricity portfolio management. Power Systems Modelling 2007. Athens, Greece. June 2007.
- Contemporary modeling of multi-stage stochastic programming problems. 4th International Conference on Computational Management Science. Geneva, Switzerland. April 2007.
- Evolutionary Stochastic Portfolio Optimization. EvoStar 2007. Valencia, Spain. April 2007.
- Tutorial talk on Approximation of stochastic processes in stochastic programming applications. Stochastic Programming School 2007. Bergamo, Italy. April 2007.
- Multi-stage Stochastic Pension Fund Management Modeling. Operations Research 2006. Karlsruhe, Germany. September 2006.
- Simplified stage-based multi-stage stochastic optimization problem modeling. 21st European Conference on Operational Research. Reykjavik, Iceland. July 2006.
- Optimal portfolios under a Value-at-Risk constraint. 3th International Conference on Computational Management Science. Amsterdam, The Netherlands. May 2006.
- Audible convergence of optimal base melody extensions. 4th European Workshop on Evolutionary Music and Art. Budapest, Hungary. April 2006.
- Integrative multi-stage stochastic modeling and optimization in liberalized energy markets. 22nd IFIP TC 7 Conference on System Modeling and Optimization. Torino, Italy. July 2005.
- Designing and managing unit-linked life insurance contracts with guarantees. SIAM Conference on Optimization. Stockholm, Sweden. May 2005.
- Scenario Optimization for Multi-Stage Stochastic Programming Problems. Algorithms for Optimization with Incomplete Information. Dagstuhl, Germany. January 2005.
- From reality to realistics scenarios. IFIP/IIASA/GAMM Workshop on Coping with Uncertainty. Vienna, Austria. December 2004.
- Optimal investment management for unit-linked life-insurance contracts with guarantees using scenario-based stochastic programming techniques. 10th International Conference on Stochastic Programming (SPX 2004). Tuscon, Arizona. USA. October 2004.
- New technologies for distributed modelling and optimization. Applied Mathematical Programming and Modelling (APMOD 2004). Uxbridge, London. Great Britain. June 2004.
- Implementational issues in the development of a service-based decision support environment. Computational Management Science Conference and Workshop on Computational Econometrics and Statistics. Neuchatel, Switzerland. April 2004.
- Approximation and coupling of probability distributions for Asset Liability Management scenario generation. International Symposium on Mathematical Programming (ISMP 2003). Copenhagen, Denmark. August 2003.
- The AURORA Financial Management System: Implementation and Grid Technology. EURO/INFORMS joint international meeting 2003. Istanbul, Turkey. July 2003.
- Generating Scenarios for Multiperiod Stochastic Optimization Problems using Transportation Metrics. Applied Mathematical Programming and Modelling (APMOD 2002). Varenna, Italy. June 2002.
Workshops and Visits
- A Coupled Markov Chain model for Credit Portfolio Risk Management. Imperial College London. London, Great Britain. April 2010.
- Evolutionary Stochastic Portfolio Optimization. Brno University of Technology. Brno, Czech Republic. March 2010.
- Modeling and solution strategies for multi-stage stochastic pension fund management problems. Univerzita Karlova. Prague, Czech Republic. March 2010.
- Decision Optimization under Uncertainty: Stochastic Programming – An Overview. WU Vienna University of Economics and Business. Vienna, Austria. December 2009.
- Probability theory and the calculation of risk-optimal financial portfolios. The Irish Mathematics Summer School for Undergraduates. UCD School of Business. Dublin, Ireland. June 2009.
- Multi-stage stochastic optimization – modeling techniques and solution approaches. UCD Natural Computing Research and Applications Group. Dublin, Ireland. June 2009.
- A Coupled Markov Chain Approach to CDX Pricing and Hedging (with D. Wozabal). Brown Bag Seminar, Vienna University of Economics and Business Administration. April 2009.
- Clustering Hedge Funds (with W. Kappel). Brown Bag Seminar, Vienna University of Economics and Business Administration. January 2009.
- The impact of choosing different scenario generation techniques for multi-stage stochastic programming models. Department of Computing, Imperial College London. London, Great Britain. November 2008.
- A Stochastic Programming Approach for QoS-Aware Service Composition. Institute of Mathematics and Informatics. Vilnius, Lithuania. November 2008.
- Contemporary ALM for an Austrian Pension Fund. (In German). 3rd OePAG Press-Tour. Utrecht, The Netherlands. October 2008.
- The impact of choosing different scenario generation techniques for multi-stage stochastic programming models. Department of Mathematics, University of Venice. Venice, Italy. April 2008.
- Dynamic Stochastic Optimization: Issues in Multi-Stage Scenario Modeling. Department of Computing, Imperial College. London, United Kingdom. September 2007.
- Stochastic programming! Scenario generation? Stochastic Programming and Optimization: Modeling and Applications (STOPTIMA 2007). Brno, Czech Republic. September 2007.
- The AURORA Financial Management System. Financial Engineering and Risk Management Workshop. Vienna, Austria. September 2006.
- Multi-stage stochastic programming and the mathematical art of optimal decision making. Department of Mathematics, University of Novi Sad. Novi Sad, Serbia. July 2006.
- The AURORA Financial Management System. New Directions in Financial Modeling Workshop. London, Great Britain. May 2006.
- Application-oriented Multi-stage Stochastic Programming for Electricity Markets. Energy Workshop 06. Vienna, Austria. March 2006.
- Design, Implementation and Communication of Complex Financial Decision Processes. Helsinki School of Economics. Helsinki, Finland. February 2005.
- Polynomial Algorithms for Pricing of Path-Dependent Interest Rate Instruments. 9th AURORA Plenary Meeting. Strobl, Austria. June 2004.
- Large computational financial modelling and optimization systems as the driver of performance for managing market risk. EU-Workshop on Mathematical Optimization Models for Financial Institutions, Part Three: The drivers of performance of large financial institutions. Bergamo, Italy. May 2004.
- Stochastic Optimization and Asset-Liability Management: Issues in (multi-stage) Scenario Modeling. EU-Workshop on Mathematical Optimization Models for Financial Institutions, Part Two: Asset and liability modeling for financial institutions. Ayia Napa, Cyprus. November 2003.
- Semantics in Optimization: Application to distributed (financial) decision support systems. 8th AURORA Plenary Meeting. Poellauberg, Austria. November 2003.
- Kombinatorische Probleme im AURORA Financial Management System. (In German). 7th Workshop on Future Research in Combinatorial Optimization (FRICO 2003). Klagenfurt, Austria. September 2003.
- Component-based financial management – Financial market scenario generation. EU-Workshop on Mathematical Optimization Models for Financial Institutions, Part One: The technology of asset and liability modelling. Semmering, Austria. January 2003.
- The Finance Grid – Collaboration and Cooperation of Computational Finance Groups. HERMES European Center of Excellence on Computational Finance and Economics. Nikosia, Cyprus. June 2002.
Research Visits
- Natural Computing Research and Applications Group, University College Dublin (Anthony Brabazon). Dublin, Ireland. June 2009.
- Department of Mathematics, Statistics, Informatics, and Applications. University of Beramo (Giorgio Consigli and Marida Bertocchi). Bergamo, Italy. April 2008.
- Department of Computing, Imperial College (Berc Rustem and Daniel Kuhn). London, United Kingdom. September 2007.
- Helsinki School of Economics (Teemu Pennanen). Helsinki, Finland. February 2005.
Other Conferences and Workshops
- Global Optimisation Workshop 2007. London, Great Britain. December 2007.
- EU Workshop on GRID based systems for complex problem solving. Brussels, Belgium. January 2003.
- International Conference on Operations Research 2002 (OR 2002). Klagenfurt, Austria. September 2002.
- IFIP\/IIASA\/GAMM Workshop on Dynamic Stochastic Optimization. Laxenburg, Austria. March 2002.
- International AURORA Workshop on Grid Computing 2001. Vienna, Austria. December 2001.
Software
Other Publications
Technical Reports / Extended Versions / Other Conference Proceedings / Unpublished Manuscripts
- R. Hochreiter. An algorithm for evolutionary stochastic portfolio optimization with probabilistic constraints. 16th Mendel Conference 2010: 1-6. 2010.
- R. Hochreiter. Audible convergence for optimal base melody extension with statistical genre-specific interval distance evaluation. December 2005. Abridged version appeared in: EvoWorkshops 2006. Volume 3907 of Springer Lecture Notes in Computer Science: 712-716. 2006.
- R. Hochreiter. Scenario Optimization for Multi-Stage Stochastic Programming Problems. In: S. Albers, R. H. Moehring, G. Ch. Pflug, and R. Schultz, eds.: Algorithms for Optimization with Incomplete Information, 16.-21. January 2005, Proceedings. Volume 05031 of Dagstuhl Seminar Proceedings. 2005.
- R. Hochreiter. Lattice- and Tree-based Information Evolution for Decision Computing under Uncertainty. Unpublished Manuscript. August 2005.
- G. Pflug and R. Hochreiter. Scenario generation for multi-stage decision models: an apporach based on multidimensional facility location. Technical Report 2003-01, Department of Statistics and Decision Support Systems, University of Vienna, 2003.
- R. Hochreiter and G. Ch. Pflug. Scenario Tree Generation as a Multidimensional Facility Location Problem. Technical Report AURORA TR 2002-33, University of Vienna, 2002.
Theses
- R. Hochreiter. Computing Optimal Management Decisions – The Case of Stochastic Programming for Financial Management. Ph.D. Thesis. Supervisor: Georg Ch. Pflug. University of Vienna. 2005.
- R. Hochreiter. Optimierung und Visualisierung von Finanzrisken. Masters Thesis (in German). Supervisor: Georg Ch. Pflug. University of Vienna. 2001.
Industry Cooperation
- BAWAG P.S.K. Financial Market Risk Modeling (December 2007-December 2008)
- OePAG. Pension Fund Asset Liability Management (September 2006-September 2009)
- Verbund/APT. Risk Management-based Electricity Portfolio Optimization (December 2004-February 2006)
Referee, Membership, Committees & Awards
Referee – Scientific Journals
- Annals of Operations Research, Applications and Applied Mathematics, Applied Stochastic Models in Business and Industry, Central European Journal of Operations Research, Computational Management Science, Computers & Operations Research, Information Sciences, Insurance: Mathematics and Economics, Mathematical Methods of Operations Research, Mathematical Programming, Operational Research: An International Journal, Optimization, Optimization Letters, Quantitative Finance
Memberships
- Past memberships: IEEE Computer Society (2007-2008), MPS Mathematical Programming Society (2003-2009), SIAM Society for Industrial and Applied Mathematics (2007-2009)
Conference Organization
- GECCO 2010 – Programme Committee (Real-World Applications)
- EURO XXIV 2010 – Stream Organizer (Financial Modeling)
- 7th CMS Conference 2010 – Scientific Programme Committee
- EvoApplications 2010: EvoFin 2010 (Third European Workshop on Evolutionary Computation in Finance and Economics) – Programme Committee
- EURO XXIII 2009 – Stream Organizer (Financial Modeling)
- 6th CMS Conference 2009 – Programme Committee
- EvoFin 2009 (Third European Workshop on Evolutionary Computation in Finance and Economics) – Programme Committee
- Applied mathematical programming and Modelling (APMOD) 2008 – Scientific Committee & Organizing Committee & Webmaster
- EvoFin 2008 (Second European Workshop on Evolutionary Computation in Finance and Economics) – Programme Committee
- 11th Conference on Stochastic Programming 2007 – Organizing Committee & Webmaster
- EuroGP 2005 – Programme Committee
- 9th FRICO Workshop 2005 – Head of Local Organizing Committee
Workshop Organization
- Workshop on Financial Engineering & Risk Management (FERM06). University of Vienna. September 2006.
- Energy Workshop (EW06). University of Vienna. March 2006.
- Workshop on Operational Risk Management (ORM05). University of Vienna. November 2005.
Awards
- OeGOR (Austrian Society of Operations Research) Diploma Thesis Award 2001.