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- Structured_prediction abstract "Structured prediction or structured (output) learning is an umbrella term for supervised machine learning techniques that involve predicting structured objects, rather than scalar discrete or real values.For example, the problem of translating a natural language sentence into a syntactic representation such as a parse tree can be seen as a structured prediction problem in which the structured output domain is the set of all possible parse trees.Probabilistic graphical models form a large class of structured prediction models. In particular, Bayesian networks and random fields are popularly used to solve structured prediction problems in a wide variety of application domains including bioinformatics, natural language processing, speech recognition, and computer vision. Other algorithms and models for structured prediction include inductive logic programming, case-based reasoning, structured SVMs, Markov logic networks and constrained conditional models.Similar to commonly used supervised learning techniques, structured prediction models are typically trained by means of observed data in which the true prediction value is used to adjust model parameters. Due to the complexity of the model and the interrelations of predicted variables the process of prediction using a trained model and of training itself is often computationally infeasible and approximate inference and learning methods are used.".
- Structured_prediction wikiPageExternalLink LSP.
- Structured_prediction wikiPageExternalLink tagperc.pdf.
- Structured_prediction wikiPageExternalLink CollinsTagger.
- Structured_prediction wikiPageID "27260435".
- Structured_prediction wikiPageLength "5826".
- Structured_prediction wikiPageOutDegree "48".
- Structured_prediction wikiPageRevisionID "702107247".
- Structured_prediction wikiPageWikiLink Adjective.
- Structured_prediction wikiPageWikiLink Ambiguity.
- Structured_prediction wikiPageWikiLink Approximate_inference.
- Structured_prediction wikiPageWikiLink Bayesian_network.
- Structured_prediction wikiPageWikiLink Belief_propagation.
- Structured_prediction wikiPageWikiLink Bioinformatics.
- Structured_prediction wikiPageWikiLink Brute-force_search.
- Structured_prediction wikiPageWikiLink Case-based_reasoning.
- Structured_prediction wikiPageWikiLink Category:Structured_prediction.
- Structured_prediction wikiPageWikiLink Computer_vision.
- Structured_prediction wikiPageWikiLink Conditional_dependence.
- Structured_prediction wikiPageWikiLink Conditional_random_field.
- Structured_prediction wikiPageWikiLink Constrained_conditional_model.
- Structured_prediction wikiPageWikiLink Determiner.
- Structured_prediction wikiPageWikiLink Graphical_model.
- Structured_prediction wikiPageWikiLink Hidden_Markov_model.
- Structured_prediction wikiPageWikiLink Inductive_logic_programming.
- Structured_prediction wikiPageWikiLink Linear_classifier.
- Structured_prediction wikiPageWikiLink Machine_learning.
- Structured_prediction wikiPageWikiLink Markov_logic_network.
- Structured_prediction wikiPageWikiLink Michael_Collins_(computational_linguist).
- Structured_prediction wikiPageWikiLink Named-entity_recognition.
- Structured_prediction wikiPageWikiLink Natural_language.
- Structured_prediction wikiPageWikiLink Natural_language_processing.
- Structured_prediction wikiPageWikiLink Noun.
- Structured_prediction wikiPageWikiLink Parse_tree.
- Structured_prediction wikiPageWikiLink Part-of-speech_tagging.
- Structured_prediction wikiPageWikiLink Perceptron.
- Structured_prediction wikiPageWikiLink Prediction.
- Structured_prediction wikiPageWikiLink Random_field.
- Structured_prediction wikiPageWikiLink Recurrent_neural_network.
- Structured_prediction wikiPageWikiLink Regression_analysis.
- Structured_prediction wikiPageWikiLink Speech_recognition.
- Structured_prediction wikiPageWikiLink Statistical_classification.
- Structured_prediction wikiPageWikiLink Structured_support_vector_machine.
- Structured_prediction wikiPageWikiLink Supervised_learning.
- Structured_prediction wikiPageWikiLink Umbrella_term.
- Structured_prediction wikiPageWikiLink Verb.
- Structured_prediction wikiPageWikiLink Viterbi_algorithm.
- Structured_prediction wikiPageWikiLink Wikt:sentence.
- Structured_prediction wikiPageWikiLinkText "Structured prediction".
- Structured_prediction wikiPageWikiLinkText "Structured prediction#Structured perceptron".
- Structured_prediction wikiPageWikiLinkText "structured output learning".
- Structured_prediction wikiPageWikiLinkText "structured prediction".
- Structured_prediction wikiPageWikiLinkText "structured".
- Structured_prediction wikiPageUsesTemplate Template:Machine_learning_bar.
- Structured_prediction subject Category:Structured_prediction.
- Structured_prediction hypernym Term.
- Structured_prediction type Statement.
- Structured_prediction type Statement.
- Structured_prediction type Concept.
- Structured_prediction comment "Structured prediction or structured (output) learning is an umbrella term for supervised machine learning techniques that involve predicting structured objects, rather than scalar discrete or real values.For example, the problem of translating a natural language sentence into a syntactic representation such as a parse tree can be seen as a structured prediction problem in which the structured output domain is the set of all possible parse trees.Probabilistic graphical models form a large class of structured prediction models. ".
- Structured_prediction label "Structured prediction".
- Structured_prediction sameAs Q7625208.
- Structured_prediction sameAs m.0bwkyms.
- Structured_prediction sameAs Q7625208.
- Structured_prediction wasDerivedFrom Structured_prediction?oldid=702107247.
- Structured_prediction isPrimaryTopicOf Structured_prediction.