Matches in DBpedia 2015-10 for { <http://dbpedia.org/resource/Multi-task_learning> ?p ?o }
Showing triples 1 to 52 of
52
with 100 triples per page.
- Multi-task_learning abstract "Multi-task learning (MTL) is an approach to machine learning that learns a problem together with other related problems at the same time, using a shared representation. This often leads to a better model for the main task, because it allows the learner to use the commonality among the tasks. Therefore, multi-task learning is a kind of inductive transfer. This type of machine learning is an approach to inductive transfer that improves generalization by using the domain information contained in the training signals of related tasks as an inductive bias. It does this by learning tasks in parallel while using a shared representation; what is learned for each task can help other tasks be learned better.The goal of MTL is to improve the performance of learning algorithms by learning classifiers for multiple tasks jointly. This works particularly well if these tasks have some commonality and are generally slightly under sampled. One example is a spam-filter. Everybody has a slightly different distribution over spam or not-spam emails (e.g. all emails in Russian are spam for me—but not so for my Russian colleagues), yet there is definitely a common aspect across users. Multi-task learning works, because encouraging a classifier (or a modification thereof) to also perform well on a slightly different task is a better regularization than uninformed regularizers (e.g. to enforce that all weights are small).".
- Multi-task_learning wikiPageExternalLink cumulativeLearning.html.
- Multi-task_learning wikiPageExternalLink code.htm.
- Multi-task_learning wikiPageExternalLink multitasklearning.html.
- Multi-task_learning wikiPageExternalLink index.html.
- Multi-task_learning wikiPageID "938663".
- Multi-task_learning wikiPageLength "12168".
- Multi-task_learning wikiPageOutDegree "21".
- Multi-task_learning wikiPageRevisionID "663522937".
- Multi-task_learning wikiPageWikiLink .NET_Framework.
- Multi-task_learning wikiPageWikiLink Anti-spam_techniques.
- Multi-task_learning wikiPageWikiLink Artificial_Intelligence.
- Multi-task_learning wikiPageWikiLink Artificial_intelligence.
- Multi-task_learning wikiPageWikiLink Artificial_neural_network.
- Multi-task_learning wikiPageWikiLink C_Sharp_(programming_language).
- Multi-task_learning wikiPageWikiLink Category:Machine_learning.
- Multi-task_learning wikiPageWikiLink Classifier_(mathematics).
- Multi-task_learning wikiPageWikiLink Conditional_random_field.
- Multi-task_learning wikiPageWikiLink Decision_tree.
- Multi-task_learning wikiPageWikiLink Decision_trees.
- Multi-task_learning wikiPageWikiLink Evolutionary_computation.
- Multi-task_learning wikiPageWikiLink File:Multi_Task_Learning_Concept,_2010.jpg.
- Multi-task_learning wikiPageWikiLink Human-based_genetic_algorithm.
- Multi-task_learning wikiPageWikiLink Inductive_transfer.
- Multi-task_learning wikiPageWikiLink Kernel_methods_for_vector_output.
- Multi-task_learning wikiPageWikiLink Machine_Learning.
- Multi-task_learning wikiPageWikiLink Machine_learning.
- Multi-task_learning wikiPageWikiLink Multilinear_subspace_learning.
- Multi-task_learning wikiPageWikiLink Orthogonal.
- Multi-task_learning wikiPageWikiLink Orthogonality.
- Multi-task_learning wikiPageWikiLink Regularization_(mathematics).
- Multi-task_learning wikiPageWikiLink Robotics.
- Multi-task_learning wikiPageWikiLink Spam_filtering.
- Multi-task_learning wikiPageWikiLink Statistical_classification.
- Multi-task_learning wikiPageWikiLink Stochastic_gradient_descent.
- Multi-task_learning wikiPageWikiLinkText "Multi-task learning".
- Multi-task_learning wikiPageWikiLinkText "cumulative learning".
- Multi-task_learning wikiPageWikiLinkText "multi-task learning".
- Multi-task_learning hasPhotoCollection Multi-task_learning.
- Multi-task_learning wikiPageUsesTemplate Template:Essay-like.
- Multi-task_learning wikiPageUsesTemplate Template:Reflist.
- Multi-task_learning subject Category:Machine_learning.
- Multi-task_learning hypernym Approach.
- Multi-task_learning type ProgrammingLanguage.
- Multi-task_learning comment "Multi-task learning (MTL) is an approach to machine learning that learns a problem together with other related problems at the same time, using a shared representation. This often leads to a better model for the main task, because it allows the learner to use the commonality among the tasks. Therefore, multi-task learning is a kind of inductive transfer.".
- Multi-task_learning label "Multi-task learning".
- Multi-task_learning sameAs Daugialypis_mokymasis.
- Multi-task_learning sameAs m.03rsv7.
- Multi-task_learning sameAs Q6934509.
- Multi-task_learning sameAs Q6934509.
- Multi-task_learning wasDerivedFrom Multi-task_learning?oldid=663522937.
- Multi-task_learning isPrimaryTopicOf Multi-task_learning.
