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Margin-infused relaxed algorithm
open-in-new
<h2 id="external-links">External links</h2> <ul><li><a href="https://github.com/jihelhere/adMIRAble">adMIRAble</a> – MIRA implementation in C++</li> <li><a href="https://code.google.com/p/miralium/">Miralium</a> – MIRA implementation in Java</li> <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Online+Passive+Aggressive">MIRA implementation</a> for <a href="/facts/Apache_Mahout/VzhvrmQL">Mahout</a> in <a href="/facts/Hadoop/oUS1G2R7">Hadoop</a></li></ul> <h2 id="references">References</h2> <ol> <li id="fn:1"><p>Crammer, Koby; Singer, Yoram (2003). "Ultraconservative Online Algorithms for Multiclass Problems". Journal of Machine Learning Research. 3: 951–991. <a href="http://jmlr.csail.mit.edu/papers/v3/crammer03a.html" target="_blank">http://jmlr.csail.mit.edu/papers/v3/crammer03a.html</a> <a href="#fnref:1" class="footnote-back-ref">↩</a></p></li> <li id="fn:2"><p>McDonald, Ryan; Crammer, Koby; Pereira, Fernando (2005). "Online Large-Margin Training of Dependency Parsers" (PDF). Proceedings of the 43rd Annual Meeting of the ACL. Association for Computational Linguistics. pp. 91–98. <a href="http://aclweb.org/anthology-new/P/P05/P05-1012.pdf" target="_blank">http://aclweb.org/anthology-new/P/P05/P05-1012.pdf</a> <a href="#fnref:2" class="footnote-back-ref">↩</a></p></li> <li id="fn:3"><p>Crammer, Koby; Singer, Yoram (2003). "Ultraconservative Online Algorithms for Multiclass Problems". Journal of Machine Learning Research. 3: 951–991. <a href="http://jmlr.csail.mit.edu/papers/v3/crammer03a.html" target="_blank">http://jmlr.csail.mit.edu/papers/v3/crammer03a.html</a> <a href="#fnref:3" class="footnote-back-ref">↩</a></p></li> <li id="fn:4"><p>Watanabe, T. et al (2007): "Online Large Margin Training for Statistical Machine Translation". In: Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, 764–773. <a href="#fnref:4" class="footnote-back-ref">↩</a></p></li> <li id="fn:5"><p>Bohnet, B. (2009): Efficient Parsing of Syntactic and Semantic Dependency Structures. Proceedings of Conference on Natural Language Learning (CoNLL), Boulder, 67–72. <a href="#fnref:5" class="footnote-back-ref">↩</a></p></li> <li id="fn:6"><p>McDonald, Ryan; Crammer, Koby; Pereira, Fernando (2005). "Online Large-Margin Training of Dependency Parsers" (PDF). Proceedings of the 43rd Annual Meeting of the ACL. Association for Computational Linguistics. pp. 91–98. <a href="http://aclweb.org/anthology-new/P/P05/P05-1012.pdf" target="_blank">http://aclweb.org/anthology-new/P/P05/P05-1012.pdf</a> <a href="#fnref:6" class="footnote-back-ref">↩</a></p></li> </ol>