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Complex Fluids and Complex Flows, September 1, 2009 - June 30, 2010

IMA/MCIM Industrial Problems Seminar

2009-2010

570 Vincent Hall

September 11, 2009, 1:25pm, 570 Vincent Hall
Christopher Bemis (Whitebox Advisors)
http://www.math.umn.edu/~bemis/

Robust portfolio optimization using a cross sectional factor model
Video (flv)    Slides

Abstract: Active portfolio management has developed substantially since the formulation of the Capital Asset Pricing Model (CAPM). While the original methodology of portfolio optimization has been lauded, it is essentially an academic exercise, with practitioners eschewing the suggested weightings. There are myriad reasons for this: nonstationarity of data, insufficiency of modeling parameters, sensitivity of optimization to small perturbations, and assumption of uniform investor utility all indicate potential failures in the model.

We present historical market data to exhibit the pitfalls outlined above. From this analysis, we proceed to examine robust portfolio construction methods. One in particular is provided by Goldfarb and Iyengar. We adapt their methodology to a cross sectional model for returns and examine the performance we achieve.

October 23, 2009, 1:25pm, 570 Vincent Hall
Todd Plantenga (Sandia National Laboratories)

Optimization algorithms for applications in industry

Abstract: The talk will describe the speaker's experience in designing and implementing optimization algorithms for applications in industry. Discussion will focus on a retail price optimization algorithm that uses stochastic methods to handle uncertainties. The project started with a textbook approach (stochastic optimization with recourse) and evolved into a special purpose solution suited to the business case. The speaker was directly involved in gathering requirements, prototyping a mathematical model and algorithmic approach, investigating issues with real world data, and writing production software for the final implementation. The completed project currently recommends optimal prices on over 10,000 items per day.

Dr. Plantenga obtained a PhD from Northwestern University in 1994 studying large-scale nonlinear optimization methods. He has developed optimization software for PeopleSoft/Oracle, Gap Inc, Ziena Optimization, and his current employer, Sandia National Laboratories.

December 4, 2009 (tentative), 1:25pm, 570 Vincent Hall
J. Michael Gray (Medtronic)

Title: TBA

Abstract:

December 18, 2009, 1:25pm, 570 Vincent Hall
Lalitha Venkataramanan (Schlumberger)
http://www.seed.slb.com/subcontentbr.aspx?id=2312

Title: TBA

Abstract:

Previous Industrial Problems Seminars