Changes between Version 9 and Version 10 of TheoryAndAlgorithms


Ignore:
Timestamp:
10/08/08 16:06:26 (14 years ago)
Author:
DavidGelbart
Comment:

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  • TheoryAndAlgorithms

    v9 v10  
    2323  * [http://www.icsi.berkeley.edu/ftp/global/pub/techreports/1997/tr-97-021.pdf Jeff Bilmes' Tutorial on the EM algorithm].   
    2424  * [http://www.cs.jhu.edu/~jason/papers/abstracts.html#tnlp02 Jason Eisner's Interactive Spreadsheet for Teaching the Forward-Backward Algorithm]  
    25   * Yaroslav Bulatov's recommendations of online machine learning materials:  [http://yaroslavvb.blogspot.com/2006/03/machine-learning-videos.html here] and  [http://yaroslavvb.blogspot.com/2006/03/graphical-models-class-notes.html here]. 
    26   * Some intro material on dynamic programming:  [http://www.cs.princeton.edu/courses/archive/fall06/cos126/assignments/sequence.html here] and  [http://www.cs.princeton.edu/introcs/96optimization/ here] (includes Diff.java which implements the diff command).  If you are having trouble learning the Viterbi algorithm, it may help to start by learning dynamic programming and DTW -- see (e.g.) the Columbia/IBM slides for information about the connection. 
     25  * Some intro material on dynamic programming:  [http://www.cs.princeton.edu/courses/archive/fall06/cos126/assignments/sequence.html here] and  [http://www.cs.princeton.edu/introcs/96optimization/ here] (includes Diff.java which implements the diff command).  If you are having trouble learning the Viterbi algorithm for HMM-based ASR, it may help to start by learning dynamic programming and dynamic time warping (DTW).  See (e.g.) the Columbia/IBM slides for information about the relationship between those and the Viterbi algorithm.  DTW is a form of dynamic programming which was widely used in ASR before HMMs became the standard. 
    2726  * [http://www.icsi.berkeley.edu/~gelbart/gmm.html Matlab code to train a Gaussian mixture model with EM] 
    2827  * [http://nlpers.blogspot.com/2006/12/back-from-nips.html#c116665577223519559 Adaptation techniques in ASR] 
    29   *  [http://www.wescottdesign.com/articles/Sampling/sampling.html Article on sampling and digital filtering] (This article is a nice complement to many DSP textbooks. The discussion of ringing seems well done. ) 
    3028  *  [http://www.dspguide.com/ The Scientist and Engineer's Guide to Digital Signal Processing] free online DSP book 
    3129