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This book focuses on speech signal phenomena, presenting a
robustification of the usual speech generation models with regard
to the presumed types of excitation signals, which is equivalent to
the introduction of a class of nonlinear models and the
corresponding criterion functions for parameter estimation.
Compared to the general class of nonlinear models, such as various
neural networks, these models possess good properties of controlled
complexity, the option of working in "online" mode, as well as a
low information volume for efficient speech encoding and
transmission. Providing comprehensive insights, the book is based
on the authors' research, which has already been published,
supplemented by additional texts discussing general considerations
of speech modeling, linear predictive analysis and robust parameter
estimation.
This book focuses on speech signal phenomena, presenting a
robustification of the usual speech generation models with regard
to the presumed types of excitation signals, which is equivalent to
the introduction of a class of nonlinear models and the
corresponding criterion functions for parameter estimation.
Compared to the general class of nonlinear models, such as various
neural networks, these models possess good properties of controlled
complexity, the option of working in "online" mode, as well as a
low information volume for efficient speech encoding and
transmission. Providing comprehensive insights, the book is based
on the authors' research, which has already been published,
supplemented by additional texts discussing general considerations
of speech modeling, linear predictive analysis and robust parameter
estimation.
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