User Tools

Site Tools


nlp:hmm

Differences

This shows you the differences between two versions of the page.

Link to this comparison view

Both sides previous revisionPrevious revision
Next revision
Previous revision
nlp:hmm [2021/02/12 20:50] jmflanignlp:hmm [2023/06/15 07:36] (current) – external edit 127.0.0.1
Line 1: Line 1:
 ====== Hidden Markov Models ====== ====== Hidden Markov Models ======
 +
 +===== Basics =====
  
   * HMMs vs CRFs: See [[https://cs.stanford.edu/~pliang/papers/asymptotics-icml2008.pdf|Liang & Jordan 2008 - An Asymptotic Analysis of Generative, Discriminative, and   * HMMs vs CRFs: See [[https://cs.stanford.edu/~pliang/papers/asymptotics-icml2008.pdf|Liang & Jordan 2008 - An Asymptotic Analysis of Generative, Discriminative, and
Line 11: Line 13:
   * [[https://www.aclweb.org/anthology/2020.emnlp-main.103.pdf|Chiu & Rush 2020 - Scaling Hidden Markov Language Models]] Scaling the number of hidden states to 2^15 states, with exact inference.   * [[https://www.aclweb.org/anthology/2020.emnlp-main.103.pdf|Chiu & Rush 2020 - Scaling Hidden Markov Language Models]] Scaling the number of hidden states to 2^15 states, with exact inference.
   * This paper shows that HMMs can be viewed as a special case of RNNs: [[https://openreview.net/pdf?id=rJxEso0osm|Buys et al 2018 - Bridging HMMs and RNNs through Architectural Transformations]]   * This paper shows that HMMs can be viewed as a special case of RNNs: [[https://openreview.net/pdf?id=rJxEso0osm|Buys et al 2018 - Bridging HMMs and RNNs through Architectural Transformations]]
 +
 +===== Tutorials and Introductions =====
 +  * [[http://www8.cs.umu.se/kurser/5DV122/HT13/material/Noah_Smith_HMMs.pdf|Smith 2004 - Hidden Markov Models:
 +All the Glorious Gory Details]]
 +
 +===== Related Pages =====
 +  * [[ml:Conditional Random Field]]
 +  * [[ml:Graphical Models]]
 +
nlp/hmm.1613163034.txt.gz · Last modified: 2023/06/15 07:36 (external edit)

Donate Powered by PHP Valid HTML5 Valid CSS Driven by DokuWiki