Search Results for author: Christian Huemmer

Found 5 papers, 0 papers with code

An improved uncertainty decoding scheme with weighted samples for DNN-HMM hybrid systems

no code implementations4 Aug 2016 Christian Huemmer, Ramón Fernández Astudillo, Walter Kellermann

In this paper, we advance a recently-proposed uncertainty decoding scheme for DNN-HMM (deep neural network - hidden Markov model) hybrid systems.

General Classification

Estimating parameters of nonlinear systems using the elitist particle filter based on evolutionary strategies

no code implementations14 Apr 2016 Christian Huemmer, Christian Hofmann, Roland Maas, Walter Kellermann

In this article, we present the elitist particle filter based on evolutionary strategies (EPFES) as an efficient approach for nonlinear system identification.

Acoustic echo cancellation Evolutionary Algorithms

The NLMS algorithm with time-variant optimum stepsize derived from a Bayesian network perspective

no code implementations18 Nov 2014 Christian Huemmer, Roland Maas, Walter Kellermann

In this article, we derive a new stepsize adaptation for the normalized least mean square algorithm (NLMS) by describing the task of linear acoustic echo cancellation from a Bayesian network perspective.

Acoustic echo cancellation

Spatial Diffuseness Features for DNN-Based Speech Recognition in Noisy and Reverberant Environments

no code implementations9 Oct 2014 Andreas Schwarz, Christian Huemmer, Roland Maas, Walter Kellermann

We propose a spatial diffuseness feature for deep neural network (DNN)-based automatic speech recognition to improve recognition accuracy in reverberant and noisy environments.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

A Bayesian Network View on Acoustic Model-Based Techniques for Robust Speech Recognition

no code implementations11 Oct 2013 Roland Maas, Christian Huemmer, Armin Sehr, Walter Kellermann

This article provides a unifying Bayesian network view on various approaches for acoustic model adaptation, missing feature, and uncertainty decoding that are well-known in the literature of robust automatic speech recognition.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

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