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- Inductive_transfer abstract "Inductive transfer, or transfer learning, is a research problem in machine learning that focuses on storing knowledge gained while solving one problem and applying it to a different but related problem. For example, the abilities acquired while learning to walk presumably apply when one learns to run, and knowledge gained while learning to recognize cars could apply when recognizing trucks. This area of research bears some relation to the long history of psychological literature on transfer of learning, although formal ties between the two fields are limited.The earliest cited work on transfer in machine learning is attributed to Lorien Pratt [1] who formulated the discriminability-based transfer (DBT) algorithm in 1993. In 1997, the journal Machine Learning [2] published a special issue devoted to Inductive Transfer and by 1998, the field had advanced to include multi-task learning, along with a more formal analysis of its theoretical foundations. Learning to Learn, edited by Sebastian Thrun and Pratt, is a comprehensive overview of the state of the art of inductive transfer at the time of its publication.Inductive transfer has also been applied in cognitive science, with the journal Connection Sciencepublishing a special issue on Reuse of Neural Networks through Transfer in 1996.Notably, scientists have developed algorithms for inductive transfer in Markov logic networks and Bayesian networks. Furthermore, researchers have applied techniques for transfer to problems in text classification, spam filtering, and urban combat simulation.There still exists much potential in this field while the \"transfer\" hasn't yet led to significant improvement in learning. Also, an intuitive understanding could be that \"transfer means a learner can directly learn from other correlated learners\". However, in this way, such a methodology in transfer learning, whose direction is illustrated by, is not a hot spot in the area yet.".
- Inductive_transfer wikiPageExternalLink 10994.
- Inductive_transfer wikiPageExternalLink www.lorienpratt.com.
- Inductive_transfer wikiPageID "3920550".
- Inductive_transfer wikiPageLength "6614".
- Inductive_transfer wikiPageOutDegree "16".
- Inductive_transfer wikiPageRevisionID "708417398".
- Inductive_transfer wikiPageWikiLink Bayesian_network.
- Inductive_transfer wikiPageWikiLink Category:Machine_learning.
- Inductive_transfer wikiPageWikiLink Covariate-shift.
- Inductive_transfer wikiPageWikiLink Document_classification.
- Inductive_transfer wikiPageWikiLink Domain_adaptation.
- Inductive_transfer wikiPageWikiLink Email_filtering.
- Inductive_transfer wikiPageWikiLink Knowledge_Transfer_for_Machine_Learning.
- Inductive_transfer wikiPageWikiLink Learning_to_Learn.
- Inductive_transfer wikiPageWikiLink Machine_learning.
- Inductive_transfer wikiPageWikiLink Markov_logic_network.
- Inductive_transfer wikiPageWikiLink Multi-task_learning.
- Inductive_transfer wikiPageWikiLink Sample_Biais_Selection.
- Inductive_transfer wikiPageWikiLink Sebastian_Thrun.
- Inductive_transfer wikiPageWikiLink Transfer_of_learning.
- Inductive_transfer wikiPageWikiLinkText "Inductive transfer".
- Inductive_transfer wikiPageWikiLinkText "inductive learning".
- Inductive_transfer wikiPageWikiLinkText "inductive transfer".
- Inductive_transfer wikiPageWikiLinkText "transfer learning".
- Inductive_transfer wikiPageUsesTemplate Template:Reflist.
- Inductive_transfer subject Category:Machine_learning.
- Inductive_transfer hypernym Problem.
- Inductive_transfer type Disease.
- Inductive_transfer comment "Inductive transfer, or transfer learning, is a research problem in machine learning that focuses on storing knowledge gained while solving one problem and applying it to a different but related problem. For example, the abilities acquired while learning to walk presumably apply when one learns to run, and knowledge gained while learning to recognize cars could apply when recognizing trucks.".
- Inductive_transfer label "Inductive transfer".
- Inductive_transfer sameAs Q6027324.
- Inductive_transfer sameAs Apprentissage_par_transfert.
- Inductive_transfer sameAs m.0b6vrv.
- Inductive_transfer sameAs Q6027324.
- Inductive_transfer wasDerivedFrom Inductive_transfer?oldid=708417398.
- Inductive_transfer isPrimaryTopicOf Inductive_transfer.