Thu, May 17, 2012
A A A
Welcome Guest
RSS RSS icon
Get FREE trial access to our award winning publications
Alternative Market Briefing

Schmidhuber: simplicity drives algorithm performance

Thursday, December 29, 2011

Bailey McCann, Opalesque New York

Jürgen Schmidhuber is director of the Swiss Artificial Intelligence Lab and professor of artificial intelligence at the University of Lugano, Switzerland. He is an expert on machine learning, financial data prediction, and mathematically optimal universal Artificial Intelligence (AI) among other topics.

Schmidhuber was recently interviewed by Sona Blessing for Opalesque Radio.

His expertise gives him insights into the use of artificial intelligence for investing in alternatives. He explains that, research into the use of neural networks allows algorithms to become sufficiently predictive of market conditions only when they are simple.

"Many people are using artificial neural networks and training them on a set of past stock market data. They try to reproduce the previous data and give the network lots of examples in order to train it. At some point, from this you get to a good predictive model on the training set. So then the question becomes how good is this network with unseen, future data? How can you generalize from past stock market data to the new unknown data coming in the future? What many people are trying to do is train their networks based on all of the points of a given data set. But the trianing should also be simple. There should be no complexity, and a low description size."

According to Schmidhuber, even with predictive algorithms......................

To view our full article Click here

Banner
Today's Exclusives Today's Other Voices Banner More Exclusives
Previous Opalesque Exclusives                                  
More Other Voices
Previous Other Voices                                               
Access Alternative Market Briefing
  • Top Forwarded
  • Top Tracked
  • Top Searched
  1. People – Hatteras Funds expands investment management team, Harcourt Investment Consulting appoints new head of alternative investments, Commonfund recruits industry veteran Brett Lane to its hedge fund group[more]

    Hatteras Funds expands investment management team Hatteras Funds, a boutique alternative investment specialist providing unique alternative investment solutions for financial advisors and their clients, announced that Thomas Riegert, CFA, has joined the firm as Associate, Portfolio Manag

  2. Institutions – Update: CalPERS commits $500m to managed account overseen by Blackstone, Euro 14bn pension fund for Philips to drop private equity, hedge funds, Fund of hedge fund managers pushed out by UK schemes’ direct investment, Houston Municipal puts $85m with alternative managers[more]

    Update: CalPERS commits $500m to managed account overseen by Blackstone From Reuters/PEhub.com: CalPERS, the biggest U.S. public pension fund, will commit $500 million to a managed account overseen by Blackstone Group LP, the world’s largest private equity firm, according to details prov

  3. Kyle Bass’ Japan macro fund down 29% for April[more]

    From Valuewalk.com: Kyle Bass is the founder of Hayman Capital. He is famous now for buying Greek Sovereign Credit Default swaps at $1,000 for $1 million of the price. He Supposedly made a 650x return for each swap which he bought. He was also early in the subprime game and shorted that successfully

  4. Opalesque Exclusive: Park Hill to represent new credit hedge fund manager MeehanCombs[more]

    From Komfie Manalo, Opalesque Asia: Global placement agent Park Hill Group, which has $126.4bn of commitments for its private equity and hedge fund clients, has selected MeehanCombs LP as the credit opportunities hedge fund manager

  5. A SQUARE 31 Mar 2011: Infrastructure funding needs worldwide, benefits to investors, implementations difficulties, and lessons learn from the financial crises. An analysis by Jay A. Yoder, CFA, Partner and Head of Real Assets at Altius Associates.[more]

    Infrastructure funding needs worldwide, benefits to investors, implementations difficulties, and lessons learn from the financial crises. An analysis by Jay A. Yoder, CFA, Partner and Head of Real Assets at Altius Associates.