Coupled pattern learner: Difference between revisions

Browse history interactively

← Previous edit

Content deleted Content added

VisualWikitext

Revision as of 02:58, 24 August 2023 edit Citation bot (talk \| contribs) Bots 5,868,195 edits Alter: title, template type. Add: chapter. \| Use this bot. Report bugs. \| Suggested by Headbomb \| Linked from Wikipedia:WikiProject_Academic_Journals/Journals_cited_by_Wikipedia/Sandbox3 \| #UCB_webform_linked 366/1947 ← Previous edit		Latest revision as of 04:29, 26 June 2025 edit undo Headbomb (talk \| contribs) Edit filter managers, Autopatrolled, Extended confirmed users, Page movers, File movers, New page reviewers, Pending changes reviewers, Rollbackers, Template editors 473,387 edits CE
(3 intermediate revisions by 2 users not shown)
Line 1: {{Short description\|Machine learning algorithm}} '''Coupled Pattern Learner''' (CPL) is a [[machine learning]] algorithm which couples the [[semi-supervised learning]] of categories and relations to forestall the problem of semantic drift associated with boot-strap learning methods. == Coupled Pattern Learner == Line 53 ⟶ 54: == Meta-Bootstrap Learner == Meta-Bootstrap Learner (MBL) was also proposed by the authors of CPL in.<ref name=cpl2010 /> Meta-Bootstrap learner couples the training of multiple extraction techniques with a multi-view constraint, which requires the extractors to agree. It makes addition of coupling constraints on top of existing extraction algorithms, while treating them as black boxes, feasible. MBL assumes that the errors made by different extraction techniques are independent. Following is a quick summary of MBL. '''Input''': An ontology O, a set of extractors ε Line 84 ⟶ 85: * {{cite journal\|last=Chang\|first=Ming-Wei\|author2=Lev-Arie Ratinov \|author3=Dan Roth \|year=2007\|title=Guiding semi-supervision with constraint driven learning\|journal=ACL}} * {{cite journal\|last=Banko\|first=Michele\|author2=Michael J. Cafarella \|author3=Stephen Soderland \|author4=Matt Broadhead \|author5=Oren Etzioni \|author5-link=Oren Etzioni \|year=2007\|title=Open information extraction from the web\|journal=IJCAI}} * {{cite book\|last=Blum\|first=Avrim\|author2=Tom Mitchell\|title=Proceedings of the eleventh annual conference on Computational learning theory \|chapter=Combining labeled and unlabeled data with co-training \|year=1998~~\|journal=COLT~~\|pages=92–100\|doi=10.1145/279943.279962\|isbn=1581130570\|s2cid=207228399 }} * {{cite journal\|last=Riloff\|first=Ellen\|author2=Rosie Jones\|year=1999\|title=Learning dictionaries for information extraction by multi-level bootstrapping\|journal=AAAI}} * {{cite journal\|last=Rosenfeld\|first=Benjamin\|author2=Ronen Feldman\|year=2007\|title=Using corpus statistics on entities to improve semi-supervised relation extraction from the web\|journal=ACL}}