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Introduction

This is the implementation for High-order semi-Markov Conditional Random Fields.

Useful info

• Compilation
• Application 1: Punctuation Prediction
• Application 2: Reference Prediction
• Configuration File
• Implement your own applications
• [The HOCRF package] (https://github.com/nvcuong/HOSemiCRF/wiki/The-HOCRF-package)
• [Application for HOCRF: Optical Character Recognition] (https://github.com/nvcuong/HOSemiCRF/wiki/Optical-Character-Recognition)

Papers

1. Nan Ye, Wee Sun Lee, Hai Leong Chieu, Dan Wu. Conditional Random Fields with High-Order Features for Sequence Labeling. NIPS 2009.
2. Viet Cuong Nguyen, Nan Ye, Wee Sun Lee, Hai Leong Chieu. Semi-Markov Conditional Random Field with High-Order Features. ICML Workshop on Structured Sparsity: Learning and Inference, 2011.
3. Nguyen Viet Cuong, Nan Ye, Wee Sun Lee, Hai Leong Chieu. Conditional Random Field with High-order Dependencies for Sequence Labeling and Segmentation. Journal of Machine Learning Research, 2014.

People

• Chieu Hai Leong
• Lee Wee Sun
• Nguyen Viet Cuong
• Sumit Bhagwani
• Ye Nan