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Class Meeting for 10-710 09-01-2011 - Revision history
2024-03-28T17:25:01Z
Revision history for this page on the wiki
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Ruipedrocorreia: /* Optional Readings */
2011-09-28T04:17:54Z
<p><span dir="auto"><span class="autocomment">Optional Readings</span></span></p>
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<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.cs.cmu.edu/~wcohen/10-707/papers/bikel.pdf An Algorithm that Learns What's in a Name, Bikel ''et al'', MLJ 1999]. Another well-engineered and influential HMM-based NER system.</div></td><td class='diff-marker'>+</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.cs.cmu.edu/~wcohen/10-707/papers/bikel.pdf An Algorithm that Learns What's in a Name, Bikel ''et al'', MLJ 1999]. <ins class="diffchange diffchange-inline">([[Paper::Bikel et al MLJ 1999|Wiki]]) </ins> Another well-engineered and influential HMM-based NER system.</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.stanford.edu/~grenager/papers/unsupie_final.ps Unsupervised Learning of Field Segmentation Models for Information Extraction, Grenager, Klein, and Manning, ACL 2005]. Unsupervised segmentation paper.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.stanford.edu/~grenager/papers/unsupie_final.ps Unsupervised Learning of Field Segmentation Models for Information Extraction, Grenager, Klein, and Manning, ACL 2005]. Unsupervised segmentation paper.</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-nlp.stanford.edu/~manning/papers/conll-ner.pdf Named Entity Recognition with Character-Level Models, Klein ''et al'', CoNLL 2003]. Interesting twist on the standard approach of token-tagging - NER by tagging characters and character n-grams.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-nlp.stanford.edu/~manning/papers/conll-ner.pdf Named Entity Recognition with Character-Level Models, Klein ''et al'', CoNLL 2003]. Interesting twist on the standard approach of token-tagging - NER by tagging characters and character n-grams.</div></td></tr>
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Ruipedrocorreia
http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_Meeting_for_10-710_09-01-2011&diff=5898&oldid=prev
Wcohen: /* Hidden Markov Models as Structured Prediction */
2011-09-06T14:22:34Z
<p><span dir="auto"><span class="autocomment">Hidden Markov Models as Structured Prediction</span></span></p>
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<td colspan="2" style="background-color: #fff; color: #222; text-align: center;">Revision as of 14:22, 6 September 2011</td>
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<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Hidden Markov Models as Structured Prediction ===</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Hidden Markov Models as Structured Prediction ===</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.cs.cmu.edu/~wcohen/10-710/09-01-hmms.ppt Slides]</div></td><td class='diff-marker'>+</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.cs.cmu.edu/~wcohen/10-710/09-01-hmms.ppt Slides <ins class="diffchange diffchange-inline">in Powerpoint]</ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">* [http://www.cs.cmu.edu/~wcohen/10-710/09-01-hmms.pdf Slides in PDF</ins>]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Required Readings ===</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Required Readings ===</div></td></tr>
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Wcohen
http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_Meeting_for_10-710_09-01-2011&diff=5740&oldid=prev
Brendan at 23:23, 1 September 2011
2011-09-01T23:23:40Z
<p></p>
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<td colspan="2" style="background-color: #fff; color: #222; text-align: center;">Revision as of 23:23, 1 September 2011</td>
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<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">* [http://lingpipe.files.wordpress.com/2008/04/lazysgdregression.pdf Bob Carpenter on maxent and SGD] has detailed derivations of multiclass logistic regression and its gradients.</ins></div></td></tr>
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Brendan
http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_Meeting_for_10-710_09-01-2011&diff=5736&oldid=prev
Nasmith: /* Background Readings */
2011-09-01T19:54:09Z
<p><span dir="auto"><span class="autocomment">Background Readings</span></span></p>
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<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.morganclaypool.com/doi/abs/10.2200/S00361ED1V01Y201105HLT013 <i>LSP</i>]: chapter 1 (through 1.3) and section 3.3 (through 3.3.3)</div></td><td class='diff-marker'>+</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.morganclaypool.com/doi/abs/10.2200/S00361ED1V01Y201105HLT013 <i>LSP</i>]: chapter 1 (through 1.3) and section 3.3 (through 3.3.3<ins class="diffchange diffchange-inline">); for some background on dynamic programming (buildup to Viterbi algorithm), see 2.3 (through 2.3.1, beyond if you're interested</ins>)</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://acl.ldc.upenn.edu/W/W96/W96-0213.pdf A Maximum Entropy Part-Of-Speech Tagger, Ratnaparkhi, Workshop on Very Large Corpora 1996]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://acl.ldc.upenn.edu/W/W96/W96-0213.pdf A Maximum Entropy Part-Of-Speech Tagger, Ratnaparkhi, Workshop on Very Large Corpora 1996]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div></td></tr>
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Nasmith
http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_Meeting_for_10-710_09-01-2011&diff=5735&oldid=prev
Nasmith: /* Background Readings */
2011-09-01T19:52:00Z
<p><span dir="auto"><span class="autocomment">Background Readings</span></span></p>
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<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">* [http://www.morganclaypool.com/doi/abs/10.2200/S00361ED1V01Y201105HLT013 <i>LSP</i>]: chapter 1 (through 1.3) and section 3.3 (through 3.3.3)</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://acl.ldc.upenn.edu/W/W96/W96-0213.pdf A Maximum Entropy Part-Of-Speech Tagger, Ratnaparkhi, Workshop on Very Large Corpora 1996]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://acl.ldc.upenn.edu/W/W96/W96-0213.pdf A Maximum Entropy Part-Of-Speech Tagger, Ratnaparkhi, Workshop on Very Large Corpora 1996]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div></td></tr>
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Nasmith
http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_Meeting_for_10-710_09-01-2011&diff=5721&oldid=prev
Wcohen: /* Hidden Markov Models as Structured Prediction */
2011-09-01T15:00:35Z
<p><span dir="auto"><span class="autocomment">Hidden Markov Models as Structured Prediction</span></span></p>
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<td colspan="2" style="background-color: #fff; color: #222; text-align: center;">Revision as of 15:00, 1 September 2011</td>
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<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Hidden Markov Models as Structured Prediction ===</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Hidden Markov Models as Structured Prediction ===</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.cs.cmu.edu/~wcohen/10-<del class="diffchange diffchange-inline">707</del>/09-<del class="diffchange diffchange-inline">20</del>-<del class="diffchange diffchange-inline">mene+</del>hmms.ppt Slides]</div></td><td class='diff-marker'>+</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.cs.cmu.edu/~wcohen/10-<ins class="diffchange diffchange-inline">710</ins>/09-<ins class="diffchange diffchange-inline">01</ins>-hmms.ppt Slides]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Required Readings ===</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Required Readings ===</div></td></tr>
</table>
Wcohen
http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_Meeting_for_10-710_09-01-2011&diff=5600&oldid=prev
Wcohen at 18:29, 19 July 2011
2011-07-19T18:29:46Z
<p></p>
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<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>This is one of the class meetings on the [[Syllabus for Structured Prediction 10-710 in Fall 2011|schedule]] for the course [[Structured Prediction 10-710 in Fall 2011]].</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>This is one of the class meetings on the [[Syllabus for Structured Prediction 10-710 in Fall 2011|schedule]] for the course [[Structured Prediction 10-710 in Fall 2011]].</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>=== Hidden <del class="diffchange diffchange-inline">Markov models and Maxent </del>Markov Models ===</div></td><td class='diff-marker'>+</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>=== Hidden Markov Models <ins class="diffchange diffchange-inline">as Structured Prediction </ins>===</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.cs.cmu.edu/~wcohen/10-707/09-20-mene+hmms.ppt Slides]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.cs.cmu.edu/~wcohen/10-707/09-20-mene+hmms.ppt Slides]</div></td></tr>
</table>
Wcohen
http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_Meeting_for_10-710_09-01-2011&diff=5599&oldid=prev
Wcohen: /* Background Readings */
2011-07-19T18:29:09Z
<p><span dir="auto"><span class="autocomment">Background Readings</span></span></p>
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<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://acl.ldc.upenn.edu/W/W96/W96-0213.pdf A Maximum Entropy Part-Of-Speech Tagger, Ratnaparkhi, Workshop on Very Large Corpora 1996]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://acl.ldc.upenn.edu/W/W96/W96-0213.pdf A Maximum Entropy Part-Of-Speech Tagger, Ratnaparkhi, Workshop on Very Large Corpora 1996]</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del style="font-weight: bold; text-decoration: none;">** I'm going to actually present substantial parts of this in class 9/21, so I'm taking it off the "optional" list - [[User:Wcohen|Wcohen]] 21:36, 19 September 2009 (UTC)</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del style="font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div></td></tr>
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Wcohen
http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_Meeting_for_10-710_09-01-2011&diff=5598&oldid=prev
Wcohen: Created page with 'This is one of the class meetings on the schedule for the course Structured Prediction 10-710 in Fall 2011. === Hi…'
2011-07-19T18:28:24Z
<p>Created page with 'This is one of the class meetings on the <a href="/w/courses/index.php/Syllabus_for_Structured_Prediction_10-710_in_Fall_2011" title="Syllabus for Structured Prediction 10-710 in Fall 2011">schedule</a> for the course <a href="/w/courses/index.php/Structured_Prediction_10-710_in_Fall_2011" title="Structured Prediction 10-710 in Fall 2011">Structured Prediction 10-710 in Fall 2011</a>. === Hi…'</p>
<p><b>New page</b></p><div>This is one of the class meetings on the [[Syllabus for Structured Prediction 10-710 in Fall 2011|schedule]] for the course [[Structured Prediction 10-710 in Fall 2011]].<br />
<br />
=== Hidden Markov models and Maxent Markov Models ===<br />
<br />
* [http://www.cs.cmu.edu/~wcohen/10-707/09-20-mene+hmms.ppt Slides]<br />
<br />
=== Required Readings ===<br />
<br />
* [[required::Borkar 2001 Automatic Segmentation of Text Into Structured Records]]<br />
* [[required::Frietag 2000 Maximum Entropy Markov Models for Information Extraction and Segmentation]]<br />
<br />
=== Optional Readings ===<br />
<br />
* [http://www.cs.cmu.edu/~wcohen/10-707/papers/bikel.pdf An Algorithm that Learns What's in a Name, Bikel ''et al'', MLJ 1999]. Another well-engineered and influential HMM-based NER system.<br />
* [http://www.stanford.edu/~grenager/papers/unsupie_final.ps Unsupervised Learning of Field Segmentation Models for Information Extraction, Grenager, Klein, and Manning, ACL 2005]. Unsupervised segmentation paper.<br />
* [http://www-nlp.stanford.edu/~manning/papers/conll-ner.pdf Named Entity Recognition with Character-Level Models, Klein ''et al'', CoNLL 2003]. Interesting twist on the standard approach of token-tagging - NER by tagging characters and character n-grams.<br />
<br />
=== Background Readings ===<br />
<br />
* [http://acl.ldc.upenn.edu/W/W96/W96-0213.pdf A Maximum Entropy Part-Of-Speech Tagger, Ratnaparkhi, Workshop on Very Large Corpora 1996]<br />
** I'm going to actually present substantial parts of this in class 9/21, so I'm taking it off the "optional" list - [[User:Wcohen|Wcohen]] 21:36, 19 September 2009 (UTC)<br />
<br />
* [http://www.ai.mit.edu/people/mcollins/papers/tutorial_colt.pdf Mike Collins on learning in NLP], including a section on maxent taggers.<br />
* [http://www-diglib.stanford.edu/~klein/maxent-tutorial-slides-6.pdf Dan Klein on maxent].</div>
Wcohen