Hidden conditional random fields for phone classification

Numerical optimization

2021 • 14,743 citations

Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data

2001 • 12,824 citations

Discriminative training methods for hidden Markov models

2002 • 1,937 citations

Maximum Entropy Markov Models for Information Extraction and Segmentation

2000 • 1,330 citations

Shallow parsing with conditional random fields

2003 • 1,273 citations

Generalized Iterative Scaling for Log-Linear Models

1972 • 1,224 citations

Stochastic Approximation Algorithms and Applications

1998 • 1,084 citations

Discriminative learning for minimum error classification (pattern recognition)

1992 • 733 citations

Minimum Phone Error and I-smoothing for improved discriminative training

2002 • 641 citations

An inequality for rational functions with applications to some statistical estimation problems

1991 • 200 citations

On the use of support vector machines for phonetic classification

1999 • 166 citations

Heterogeneous acoustic measurements for phonetic classification 1

1997 • 98 citations

Phone classification with segmental features and a binary-pair partitioned neural network classifier

2002 • 48 citations

A comparative study on maximum entropy and discriminative training for acoustic modeling in automatic speech recognition

2003 • 21 citations