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portada data-driven methods for adaptive spoken dialogue systems: computational learning for conversational interfaces
Type
Physical Book
Publisher
Year
2012
Language
English
Pages
178
Format
Hardcover
Dimensions
23.6 x 15.5 x 1.5 cm
Weight
0.50 kg.
ISBN
1461448026
ISBN13
9781461448020

data-driven methods for adaptive spoken dialogue systems: computational learning for conversational interfaces

Oliver Lemon (Illustrated by) · Olivier Pietquin (Illustrated by) · Springer · Hardcover

data-driven methods for adaptive spoken dialogue systems: computational learning for conversational interfaces - Lemon, Oliver ; Pietquin, Olivier

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Synopsis "data-driven methods for adaptive spoken dialogue systems: computational learning for conversational interfaces"

Data driven methods have long been used in Automatic Speech Recognition (ASR) and Text-To-Speech (TTS) synthesis and have more recently been introduced for dialogue management, spoken language understanding, and Natural Language Generation. Machine learning is now present "end-to-end" in Spoken Dialogue Systems (SDS). However, these techniques require data collection and annotation campaigns, which can be time-consuming and expensive, as well as dataset expansion by simulation. In this book, we provide an overview of the current state of the field and of recent advances, with a specific focus on adaptivity.

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