00780nas a2200217   4500008004100000022001400041245007600055210006900131260008300200653002400283653002000307653003200327653001700359653003000376653002200406100002000428700002000448700002000468700002000488856005400508       2010                        eng d  a1862-440500a10302 Abstracts Collection - Learning paradigms in dynamic environments0 a10302 Abstracts Collection Learning paradigms in dynamic environ  aDagstuhl, GermanybSchloss Dagstuhl - Leibniz-Zentrum fuer Informatik, Germany10aAutonomous learning10aDynamic systems10aNeural-symbolic integration10aNeurobiology10aRecurrent neural networks10aSpeech processing1 aHammer, Barbara1 aHitzler, Pascal1 aMaass, Wolfgang1 aToussaint, Marc  uhttp://drops.dagstuhl.de/opus/volltexte/2010/280401481nas a2200193   4500008004100000245006500041210006100106260008300167520082300250100002001073700002001093700002001113700002001133700002001153700002001173700002001193700002001213856005401233       2010                        eng d00a10302 Summary – Learning paradigms in dynamic environments0 a10302 Summary Learning paradigms in dynamic environments  aDagstuhl, GermanybSchloss Dagstuhl - Leibniz-Zentrum fuer Informatik, Germany3 a<p>The seminar centered around problems which arise in the context of machine learning in dynamic environments. Particular emphasis was put on a couple of specific questions in this context: how to represent and abstract knowledge appropriately to shape the problem of learning in a partially unknown and complex environment and how to combine statistical inference and abstract symbolic representations; how to infer from few data and how to deal with non i.i.d. data, model revision and life-long learning; how to come up with efficient strategies to control realistic environments for which exploration is costly, the dimensionality is high and data are sparse; how to deal with very large settings; and how to apply these models in challenging application areas such as robotics, computer vision, or the web.</p>
1 aHammer, Barbara1 aHitzler, Pascal1 aMaass, Wolfgang1 aToussaint, Marc1 aHammer, Barbara1 aHitzler, Pascal1 aMaass, Wolfgang1 aToussaint, Marc  uhttp://drops.dagstuhl.de/opus/volltexte/2010/2802