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Conversation analysis structured dialogue for multi-domain dialogue management (2018)
Presentation / Conference
Duran, N., & Battle, S. (2018, December). Conversation analysis structured dialogue for multi-domain dialogue management. Paper presented at The International Workshop on Dialogue, Explanation and Argumentation in Human-Agent Interaction (DEXAHAI), Southampton

Dialogue state tracking is a vital component of task-oriented dialogue systems. Often, dialogue states are constrained by their target domains entity's, slots and values. Adding new domains and knowledge may require laborious hand-crafting or retrain... Read More about Conversation analysis structured dialogue for multi-domain dialogue management.

Probabilistic word association for dialogue act classification with recurrent neural networks (2018)
Book Chapter
Duran, N., & Battle, S. (2018). Probabilistic word association for dialogue act classification with recurrent neural networks. In C. Jayne, A. Likas, L. Iliadis, & G. Boracchi (Eds.), Engineering Applications of Neural Networks, 229-239. Springer

The identification of Dialogue Acts (DA) is an important aspect in determining the meaning of an utterance for many applications that require natural language understanding, and recent work using recurrent neural networks (RNN) has shown promising re... Read More about Probabilistic word association for dialogue act classification with recurrent neural networks.