These pages describe briefly Penn's
StructLearn software suite. This library contains tools for both classification
and sequence learning using online algorithms.
Please read the README file to learn about usage and input/output
The library can also be integrated with
MALLET and used as a Mallet classifier.
This library is based on the work described in:
Online Passive-Aggressive Algorithms
K. Crammer, O. Dekel, J. Keshet, S. Shalev-Shwartz, and Y. Singer
Journal of Machine Learning Research
Online Large-Margin Training of Dependency Parsers
R. McDonald, K. Crammer, and F. Pereira
43rd Annual Meeting of the Association for Computational Linguistics (ACL 2005)
Scalable Large-Margin Online Learning for Structured Classification
K. Crammer, R. McDonald, and F. Pereira
Department of Computer and Information Science, University
Programming: Ryan McDonald, Koby Crammer, Kuzman Ganchev, Surya Prakash Bachoti, Mark Dredze.