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可能有用的论文集锦

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Voice recognition algorithms using mel frequency cepstral coefficient (MFCC) and dynamic time warping (DTW) techniques

Tags: DTW, MFCC, Speech Recognition

价值:详细介绍了MFCC和DTW的步骤

Viterbi Recipe

Tags: Tutorial, HMM, Viterbi

价值:Page27列出了Viterbi的过程

What is the expectation maximization algorithm? and its supplement materials

Tags: Tutorial, EM

价值:用一个简单的例子清晰地说明了EM的目的,步骤,优缺点,并用了三个application来进一步说明EM问题。补充材料包括了EM算法获得local maxima的理论推导。

Forward Algorithm and Baum–Welch algorithm Recipe

Tags:Tutorial, HMM, Forward Algorithm, Forward-Backward Algorithm, Baum–Welch Algorithm

价值:列出了HMM三大问题中已知观测序列概率问题和参数估计问题的解法,分别使用了Forward algorithm和Baum–Welch algorithm。

Score-Performance Matching using HMMs

Tags: HMM, Score Following, Viterbi, Segmental K-Means, Multivariate Gaussian

价值:最早提出使用HMM来解决Score Following的文章之一,做法是offline的,但也有online的Viterbi版本。见Low-Delay Singing Voice Alignment to Text

Score Following Using Spectral Analysis and Hidden Markov Models

Tags: HMM, Score Following

价值:Related Works概述了Grubb和最早的两个HMM三个系统,写得很好。