Scientific Research Publishing

J. Lafferty, A. McCallum and F. Pereira, “Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data,” Proceedings of the International ...

ABSTRACT: Currently, large amounts of information exist in Web sites and various digital media. Most of them are in natural lan-guage. They are easy to be browsed, but difficult to be understood by ...
IEEE

Combining conditional random fields and word embeddings to improve Amazigh part-of-speech Tagging

Abstract: Part-of-speech tagging is considered a key task in natural language processing projects. Part-of-speech taggers that use classical conditional random fields perform very well in well-studied ...
Microsoft

Generalized Isotonic Conditional Random Fields

Conditional random fields are one of the most popular structured prediction models. Nevertheless, the problem of incorporating domain knowledge into the model is poorly understood and remains an open ...
IEEE

A Conditional Random Fields-Based Identification for Small Lakes Over Multiple Melt Seasons Using Sentinel-2 Imagery in the Larsemann Hills, East Antarctica

Abstract: This study provides the first long-time series of spatial and temporal distributions for small lakes in the Larsemann Hills (69°23′S, 76°20′E) in the East Antarctic. In the Larsemann oasis, ...