Connectionists: CFP: NIPS*2005 Workshop on Computational Finance
John Moody
moodylab at icsi.berkeley.edu
Thu Sep 15 03:21:07 EDT 2005
CALL FOR PARTICIPATION -- NIPS*2005 WORKSHOP
COMPUTATIONAL FINANCE & MACHINE LEARNING
Friday, December 9, 2005
Westin Resort, Whistler, British Columbia
http://www.icsi.berkeley.edu/~moody/nips2005compfin.htm
WORKSHOP DESCRIPTION
This interdisciplinary workshop will provide a forum for discussion of
research at the intersection of Computational Finance and Machine
Learning. Finance-related papers have occasionally appeared at NIPS
over the years, but this will be the first finance-related workshop
during NIPS's entire 19 year history!
The workshop will bring together a diverse set of researchers from
machine learning, academic finance and the financial industry.
Emphasis will be on machine learning applications to finance and
problems from finance that are data-driven or require parameter
estimation from data.
The workshop will include invited presentations, a financial industry
panel, contributed talks, a poster session and plenty of time for
lively discussion.
A wide range of topics are of interest, for example:
Financial Applications:
* Financial Time Series & Volatility
* Trading & Arbitrage Strategies
* Optimal Execution, Market Making & Market Microstructure
* Portfolio Management & Asset Allocation
* Stock Selection & Security Analysis
* Risk & Extreme Events
* Behavioral Finance
* Credit Analysis & Credit Risk
* Option Hedging, Exercise & Pricing
* Calibration, e.g. of Term Structure Models
* Multi-Agent Market Simulations
Machine Learning Methods:
* Reinforcement Learning & Dynamic Programming
* Non-Parametric Statistics & Bayesian Learning
* Latent Variable & Hidden State Models
* Evolutionary Algorithms
* Data Mining & Visualization
* Independent Components, Self-Organizing Maps
* Monte Carlo & Resampling
* Ensembles and Boosting
SUBMISSIONS
We anticipate accepting six to eight 20-minute contributed talks and a
number of posters. If you would like to present your work, please
submit a 100 to 500 word abstract as soon as possible (no later than
October 14) to my assistant Su'ad Hall at:
MoodyLab at ICSI.Berkeley.Edu
If you wish to submit a full manuscript in addition, that's great.
Our goal is to put together a coherent and informative program that
has broad appeal to the NIPS and Computational Finance communities.
Abstracts based upon previously published work are welcome. Please
submit early!
DETAILS
Important Dates:
Friday, October 14 - Submission Deadline
Monday, October 31 - Acceptance Notification
Friday, December 9 - The Workshop
NIPS Workshop Registration & Hotel Info:
http://www.nips.cc/Conferences/2005/
Workshop Inquiries:
MoodyLab at ICSI.Berkeley.Edu
ORGANIZERS
John Moody, Algorithms Group
International Computer Science Institute
Berkeley & Portland, USA
Ramo Gencay, Dept. of Economics
Simon Fraser University
Vancouver, Canada
Neil Burgess, Ph.D.
Morgan Stanley
New York, USA
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