Frustratingly Easy Domain Adaptation Export

@inproceedings{daume07easyadapt, abstract = {We describe an approach to domain adaptation that is appropriate exactly in the case when one has enough ``target'' data to do slightly better than just using only ``source'' data. Our approach is incredibly simple, easy to implement as a preprocessing step (10 lines of Perl!) and outperforms state-of-the-art approaches on a range of datasets. The technique comes with several simple theoretical guarantees. Moreover, it is trivially extended to a multi-domain adaptation problem, where one has data from a variety of different domains.}, address = {Prague, Czech Republic}, author = {{Iii}, Hal {.}}, booktitle = {Conference of the Association for Computational Linguistics (ACL)}, citeulike-article-id = {2204647}, citeulike-linkout-0 = {http://pub.hal3.name/#daume07easyadapt}, keywords = {bibtex-import, discriminative, hidden-variable}, posted-at = {2008-01-07 19:01:46}, priority = {2}, title = {Frustratingly Easy Domain Adaptation}, url = {http://pub.hal3.name/#daume07easyadapt}, year = {2007} }

TY - CONF ID - daume07easyadapt L3 - citeulike-article-id:2204647 N2 - We describe an approach to domain adaptation that is appropriate exactly in the case when one has enough ``target'' data to do slightly better than just using only ``source'' data. Our approach is incredibly simple, easy to implement as a preprocessing step (10 lines of Perl!) and outperforms state-of-the-art approaches on a range of datasets. The technique comes with several simple theoretical guarantees. Moreover, it is trivially extended to a multi-domain adaptation problem, where one has data from a variety of different domains. AD - Prague, Czech Republic TI - Frustratingly Easy Domain Adaptation T2 - Conference of the Association for Computational Linguistics (ACL) KW - bibtex-import KW - discriminative KW - hidden-variable AU - Iii}, Hal PY - 2007/// UR - http://pub.hal3.name/#daume07easyadapt ER -