Matches in DBpedia 2016-04 for { <http://dbpedia.org/resource/Temporal_difference_learning> ?p ?o }
Showing triples 1 to 65 of
65
with 100 triples per page.
- Temporal_difference_learning abstract "Temporal difference (TD) learning is a prediction-based machine learning method. It has primarily been used for the reinforcement learning problem, and is said to be \"a combination of Monte Carlo ideas and dynamic programming (DP) ideas.\" TD resembles a Monte Carlo method because it learns by sampling the environment according to some policy, and is related to dynamic programming techniques as it approximates its current estimate based on previously learned estimates (a process known as bootstrapping). The TD learning algorithm is related to the temporal difference model of animal learning.As a prediction method, TD learning considers that subsequent predictions are often correlated in some sense. In standard supervised predictive learning, one learns only from actually observed values: A prediction is made, and when the observation is available, the prediction is adjusted to better match the observation. As elucidated by Richard Sutton, the core idea of TD learning is that one adjusts predictions to match other, more accurate, predictions about the future. This procedure is a form of bootstrapping, as illustrated with the following example: \"Suppose you wishes to predict the weather for Saturday, and you have some model that predicts Saturday's weather, given the weather of each day in the week. In the standard case, you would wait until Saturday and then adjust all your models. However, when it is, for example, Friday, you should have a pretty good idea of what the weather would be on Saturday - and thus be able to change, say, Monday's model before Saturday arrives.\"Mathematically speaking, both in a standard and a TD approach, one would try to optimize some cost function, related to the error in our predictions of the expectation of some random variable, E[z]. However, while in the standard approach one in some sense assumes E[z] = z (the actual observed value), in the TD approach we use a model. For the particular case of reinforcement learning, which is the major application of TD methods, z is the total return and E[z] is given by the Bellman equation of the return.".
- Temporal_difference_learning wikiPageExternalLink sutton-barto-90.pdf.
- Temporal_difference_learning wikiPageExternalLink learn_meta_ttt.
- Temporal_difference_learning wikiPageExternalLink tdgravity.
- Temporal_difference_learning wikiPageExternalLink index.html.
- Temporal_difference_learning wikiPageExternalLink Temporal_Difference_Learning.
- Temporal_difference_learning wikiPageExternalLink node2.html.
- Temporal_difference_learning wikiPageExternalLink 2000100.pdf.
- Temporal_difference_learning wikiPageExternalLink RL.pdf.
- Temporal_difference_learning wikiPageExternalLink tdl.html.
- Temporal_difference_learning wikiPageExternalLink CTCN.html.
- Temporal_difference_learning wikiPageExternalLink book.html.
- Temporal_difference_learning wikiPageExternalLink index.php?id=TD-sim.
- Temporal_difference_learning wikiPageID "1209759".
- Temporal_difference_learning wikiPageLength "10168".
- Temporal_difference_learning wikiPageOutDegree "31".
- Temporal_difference_learning wikiPageRevisionID "706641880".
- Temporal_difference_learning wikiPageWikiLink Algorithm.
- Temporal_difference_learning wikiPageWikiLink Arthur_Samuel.
- Temporal_difference_learning wikiPageWikiLink Backgammon.
- Temporal_difference_learning wikiPageWikiLink Bellman_equation.
- Temporal_difference_learning wikiPageWikiLink Bootstrap_aggregating.
- Temporal_difference_learning wikiPageWikiLink Category:Computational_neuroscience.
- Temporal_difference_learning wikiPageWikiLink Category:Machine_learning_algorithms.
- Temporal_difference_learning wikiPageWikiLink Dopamine.
- Temporal_difference_learning wikiPageWikiLink Dynamic_programming.
- Temporal_difference_learning wikiPageWikiLink Gerald_Tesauro.
- Temporal_difference_learning wikiPageWikiLink Machine_learning.
- Temporal_difference_learning wikiPageWikiLink Monte_Carlo_method.
- Temporal_difference_learning wikiPageWikiLink Neuron.
- Temporal_difference_learning wikiPageWikiLink Neuroscience.
- Temporal_difference_learning wikiPageWikiLink PVLV.
- Temporal_difference_learning wikiPageWikiLink Q-learning.
- Temporal_difference_learning wikiPageWikiLink Reinforcement_learning.
- Temporal_difference_learning wikiPageWikiLink Rescorla–Wagner_model.
- Temporal_difference_learning wikiPageWikiLink Reward_system.
- Temporal_difference_learning wikiPageWikiLink Richard_S._Sutton.
- Temporal_difference_learning wikiPageWikiLink Sampling_(statistics).
- Temporal_difference_learning wikiPageWikiLink Schizophrenia.
- Temporal_difference_learning wikiPageWikiLink State-Action-Reward-State-Action.
- Temporal_difference_learning wikiPageWikiLink Substantia_nigra.
- Temporal_difference_learning wikiPageWikiLink TD-Gammon.
- Temporal_difference_learning wikiPageWikiLink Ventral_tegmental_area.
- Temporal_difference_learning wikiPageWikiLinkText "TD".
- Temporal_difference_learning wikiPageWikiLinkText "Temporal difference learning".
- Temporal_difference_learning wikiPageWikiLinkText "Temporal differences (TD)".
- Temporal_difference_learning wikiPageWikiLinkText "Temporal_difference_learning".
- Temporal_difference_learning wikiPageWikiLinkText "temporal difference learning".
- Temporal_difference_learning wikiPageWikiLinkText "temporal difference technique".
- Temporal_difference_learning wikiPageWikiLinkText "temporal-differences (TD) algorithm".
- Temporal_difference_learning wikiPageUsesTemplate Template:Cite_journal.
- Temporal_difference_learning subject Category:Computational_neuroscience.
- Temporal_difference_learning subject Category:Machine_learning_algorithms.
- Temporal_difference_learning hypernym Machine.
- Temporal_difference_learning type Software.
- Temporal_difference_learning type Algorithm.
- Temporal_difference_learning type Redirect.
- Temporal_difference_learning comment "Temporal difference (TD) learning is a prediction-based machine learning method.".
- Temporal_difference_learning label "Temporal difference learning".
- Temporal_difference_learning sameAs Q7698910.
- Temporal_difference_learning sameAs Temporal_Difference_Learning.
- Temporal_difference_learning sameAs m.04hhdt.
- Temporal_difference_learning sameAs Q7698910.
- Temporal_difference_learning wasDerivedFrom Temporal_difference_learning?oldid=706641880.
- Temporal_difference_learning isPrimaryTopicOf Temporal_difference_learning.