Difference between revisions of "Class Meeting for 10-707 10/4/2010"
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=== Perceptrons as Margin Learners === | === Perceptrons as Margin Learners === | ||
| − | + | * [http://www.cs.cmu.edu/~wcohen/10-707/vp-notes/vp.pdf Notes] for the talk (no slides today!). | |
| − | * [http://www.cs.cmu.edu/~wcohen/10-707/vp-notes/vp.pdf Notes] for the | ||
=== Required Readings === | === Required Readings === | ||
| − | * [http://www.cs.ucsd.edu/~yfreund/papers/LargeMarginsUsingPerceptron.pdf Large Margin Classification Using the Perceptron Algorithm, Freund and Schapire.] | + | * [http://www.cs.ucsd.edu/~yfreund/papers/LargeMarginsUsingPerceptron.pdf Large Margin Classification Using the Perceptron Algorithm, Freund and Schapire.] |
=== Optional Readings === | === Optional Readings === | ||
Latest revision as of 11:00, 4 October 2010
This is one of the class meetings on the schedule for the course Information Extraction 10-707 in Fall 2010.
Perceptrons as Margin Learners
- Notes for the talk (no slides today!).
Required Readings
Optional Readings
- Exponentiated gradient algorithms for large-margin structured classification, Bartlett et al, NILS 2004. An alternative perceptron-like learning paradigm - multiplicate update, rather than additive update.
- A High-Performance Semi-Supervised Learning Method for Text Chunking, Ando and Zhang, ACL 2005. A fascinating use of "transfer learning" to improve NER performance.
- Robust Risk Minimization based Named Entity Recognition System, Zhang and Johnson, CoNLL 2003. One of several approaches to the CoNLL 03 NER task.
- A Simple Named Entity Extractor using AdaBoost, Carreras et al, CoNLL 2003. One of several approaches to the CoNLL 03 NER task.
- Named Entity Recognition using Hundreds of Thousands of Features, Mayfield et a, CoNLL 2003. One of several approaches to the CoNLL 03 NER task.
