Natural Language Processing (NLP): comparing 3 technologies: HMM, MacxEnt, CRF

Scientific article

Title:

Comparing HMM, Maximum Entropy, and Conditional Random Fields for Disfluency Detection

Authors:

ang Liu, 1
Elizabeth Shriberg, 1;2
Andreas Stolcke, 1;2
Mary Harper 1 3

1International Computer Science Institute, Berkeley, CA, USA
2 SRI International, Menlo Park, CA, USA
3 School of Electrical and Computer Engineering, Purdue University, Lafayette, IN, USA

Email addresses: {fyangl,ees,stolckeg}@icsi.berkeley.edu

Source:

http://www.speech.sri.com/cgi-bin/run-distill?papers/eurospeech2005...

Notes:

HMM = Hidden Markov Fields
MaxEnt = Maximum Entropy
CRF = Conditional Random Fields
NLP = Natural Language Processing