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Workshop: Optimization Modeling with MPL

Advanced Modeling Techniques and New Trends for
Stochastic Programming and Global Optimization


Maximal Software will be hosting a free full-day workshop, Optimization Modeling with MPL: Integrating Optimization in Real-World Business Applications, on Saturday, the day before the INFORMS Annual Conference, Saturday November 12, 2005. The purpose of the workshop is to provide participants with an insightful overview and give step-by-step instructions for successfully building optimization applications.

The speakers for the workshop, Bjarni Kristjansson (Maximal Software, Inc.), Alan King (IBM Research), Janos D. Pinter (PCS, Inc.), who all have decades of experience in this field, will take you through all the steps of an optimization project using powerful optimization tools from Maximal Software, ILOG, IBM, and Pinter Consulting.

Optimization technologies have become key tools in making important business decisions that increase competitive advantage. Optimization, through the use of advanced mathematics and computer science techniques, is used to assist organizations with solving their complex business problems in areas such as manufacturing, distribution, finance, and scheduling. The success of optimization projects depends on many different factors such as which modeling tools are used, integration with corporate data, and the selection of the most efficient solution algorithms available for the problem.

Software Used
The workshop is designed to give the participants hands-on experience with industrial-strength optimization and modeling tools including:

  • MPL Modeling System and OptiMax 2000 from Maximal Software
  • CPLEX mixed integer solver from ILOG
  • COIN/SMI stochastic solver from the COIN Open Source Project
  • LGO global nonlinear solver from Pinter Consulting
  • Microsoft ACCESS and EXCEL

Benefits
The purpose of the workshop is to show how optimization models can be brought together into business applications. At the end of the workshop, the participants will be able to develop their own optimization models, link them to data sources and solve the models using state-of-the-art industrial-strength solvers. Participants will also acquire a good working knowledge on how to embed optimization models into applications.

By attending this workshop you will be able to:

  • Identify the best use of optimization techniques and how to deploy them.
  • Prepare and import data from different sources for optimization
  • Identify which solvers works best for your optimization problem
  • Gain a realistic view on the use of optimization for business applications
  • Build your own embedded optimization applications.

Attendance is free for registered conference participants but the cost for non-conference participants is $750. To register, please check the appropriate box on the INFORMS registration form or send an email to info@maximalsoftware.com. Please register early as seating is limited and is on a first-come first-serve basis.


Workshop Schedule

Early Morning Sessions: Optimization Modeling in MPL

8:40 - 9:00 Registration, software installation and coffee

9:00 - 9:50 Introduction to Optimization Modeling and Solving     (Bjarni Kristjansson)

  • Current state-of-the-art in optimization and modeling
  • Introduction to the MPL Modeling System
  • Fundamental modeling techniques and model development
  • Formulating models with the MPL Modeling Language
  • Solving models with CPLEX and CONOPT
  • Tuning solvers for better performance

9:50 - 10:40 Advanced Modeling Techniques     (Bjarni Kristjansson)

  • Tricks of the trade: Formulate MIP models for efficient solution times
  • Formulating logical conditions with binary variables
  • Using preprocessing to improve performance on large and difficult models

10:40 - 11:00 Coffee break


Late Morning Sessions: Connecting and Deploying Optimization Models

11:00 - 11:30 Connecting to Databases and Spreadsheets     (Bjarni Kristjansson)

  • Advanced data modeling techniques
  • Connecting MPL to Databases
  • Connecting MPL to Excel spreadsheets
  • Scalability and speed issues for models with very large data sets
  • Advanced indexing techniques for sparse data

11:30 - 12:00 Embedding and Deploying Optimization in Applications     (Bjarni Kristjansson)

  • Tools and methods for embedding optimization in applications
  • Demonstration of optimization applications
  • Introduction to OptiMax 2000 Component Library with Excel and Visual Basic
  • Creating your own embedded optimization application step-by-step
  • Optimization on the Internet and Web services

12:00 - 13:00 Lunch break


Early Afternoon Sessions: Stochastic Programming

13:00 - 14:00 Incorporating Uncertainty into Mathematical Programs     (Dr. Alan King)

  • Stochastic Programming: Current state-of-the-art
  • Practitioner Perspective: Resource Allocation Problem
  • Robust Optimization in the style of Bertsimas and Sim
  • Stochastic Programming with Recourse
  • Real Options
  • COIN/SMI - Stochastic Modeling Interface

14:00 - 14:50 Formulating Stochastic Models in MPL     (Bjarni Kristjansson)

  • Representing Stochastic Models
  • Scenario-based Recourse Problems
  • Examples of Stochastic Models in MPL
  • Solving Stochastic Problems

14:50 - 15:10 Coffee break


Late Afternoon Sessions: Global Optimization

15:10 - 16:10 Global Optimization with MPL/LGO     (Dr. Janos D. Pinter)

  • Global Optimization: A Brief Review of the State-of-art
  • The LGO solver suite
  • Model development and solution using MPL/LGO
  • Modeling tips and solver tuning for better performance

16:10 - 17:00 Formulating and Solving Global Optimization Models     (Bjarni Kristjansson)

  • Formulating Global Optimization Problems
  • MPL/LGO Implementation
  • Solving Global Optimization Problems with LGO


Workshop Presenters

Bjarni Kristjansson, Maximal Software, Inc.

Bjarni Kristjansson is the president and founder of Maximal Software, Inc., a leading vendor of optimization modeling software. Maximal Software is the developer of the MPL Modeling System; an algebraic modeling language that allows the user to formulate complicated optimization models quickly and easily. Maximal Software also provides the OptiMax 2000 Component Library, which allows MPL models to be easily embedded into end-user applications. Bjarni Kristjansson has many years of practical experience providing innovative solutions, especially in regards to integrating optimization with wide range of information technologies and business applications.

Dr. Alan King, IBM Research

Alan King is a research staff member with the Mathematical Sciences department at IBM's Thomas J Watson Research Center, which he joined in 1988. His research and development activity focusses on optimization technologies for decisionmaking under uncertainty. He has published many papers in scientific journals and has held appointments on the editorial boards of Mathematics of Operations Research and SIAM Journal of Optimization. He was the lead developer for the software product OSL Stochastic Extensions, and is currently lead developer for the Stochastic Modeling Interface in the COIN-OR open source project.

Alan joined IBM's Mathematics and Analytics Computation Center on Maiden Lane, NYC in 1996-7, and the Research VP for Strategy technical staff in 1998-9. In the period 2000-2002, Alan lead a small team investigating algorithms and models for resource management problems in utility computing. In 2003-4, Alan pursued research projects applying optimization models to the pricing of contingent claims and taught a semester at Columbia University. Since 2004, Alan has participated in the Analytics Infrastructure Solutions high performance computation infrastructure team taking various roles as client architect, developer, and technical consultant. Alan is also Research's campus relationship manager for the University of Washington.

Dr. Janos D. Pinter, PCS Inc.

Janos Pinter (MSc, Budapest; PhD, Moscow; DSc, Budapest) is the founder and owner of Pinter Consulting Services Inc. Dr. Pinter is a recognized technical author, algorithm and software developer. His primary area of research and development is nonlinear (global and local) optimization. He is the author of Global Optimization in Action (winner of the 2000 INFORMS Computing Society Prize) as well as of numerous other publications. He has over 15 years of experience in the practice of global optimization, and he often presents lectures, workshops and short courses on the subject. For more details, please visit www.pinterconsulting.com.


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