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Full Description
An Introduction to Conditional Random Fields provides a comprehensive tutorial aimed at application-oriented practitioners seeking to apply CRFs. The monograph does not assume previous knowledge of graphical modeling, and so is intended to be useful to practitioners in a wide variety of fields.
Contents
1: Introduction 2: Modeling 3: Inference 4: Parameter Estimation 5: Related Work and Future Directions. Acknowledgements. References