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Automatic Speech Recognition
Kai-Fu Lee (Broschiert, Englisch)
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Beschreibung
Speech Recognition has a long history of being one of the difficult problems in Artificial Intelligence and Computer Science. As one goes from problem solving tasks such as puzzles and chess to perceptual tasks such as speech and vision, the problem characteristics change dramatically: knowledge poor to knowledge rich; low data rates to high data rates; slow response time (minutes to hours) to… instantaneous response time. These characteristics taken together increase the computational complexity of the problem by several orders of magnitude. Further, speech provides a challenging task domain which embodies many of the requirements of intelligent behavior: operate in real time; exploit vast amounts of knowledge, tolerate errorful, unexpected unknown input; use symbols and abstractions; communicate in natural language and learn from the environment. Voice input to computers offers a number of advantages. It provides a natural, fast, hands free, eyes free, location free input medium. However, there are many as yet unsolved problems that prevent routine use of speech as an input device by non-experts. These include cost, real time response, speaker independence, robustness to variations such as noise, microphone, speech rate and loudness, and the ability to handle non-grammatical speech. Satisfactory solutions to each of these problems can be expected within the next decade. Recognition of unrestricted spontaneous continuous speech appears unsolvable at present. However, by the addition of simple constraints, such as clarification dialog to resolve ambiguity, we believe it will be possible to develop systems capable of accepting very large vocabulary continuous speechdictation. 160,49 €
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Technische Daten
Erscheinungsdatum
03.03.2013
Sprache
Englisch
EAN
9781461366249
Herausgeber
Springer US
Serien- oder Bandtitel
The Springer International Series in Engineering and Computer Science
Sonderedition
Nein
Autor
Kai-Fu Lee
Seitenanzahl
207
Einbandart
Broschiert
Buch Untertitel
The Development of the SPHINX System
Schlagwörter
N-Gramm, Symbol, artificial intelligence, behavior, cognition, complexity, grammar, hidden Markov model, intelligence, knowledge, learning, modeling, natural language, problem solving, speech recognition
Thema-Inhalt
TJF - Elektronik
UYS - Digitale Signalverarbeitung (DSP)
UYQ - Künstliche Intelligenz
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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