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In order to enhance the performance of the algorithms, Taguchi method is used for parameter tuning.
These two files (MAVIR-02 and MAVIR-03) were used for parameter tuning.
In the implementation of this framework, a genetic algorithms methodology is used for parameter tuning.
We found that these results would lead to completely different conclusions and thus should not be used for parameter tuning and similar activities.
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The most commonly used index for parameter tuning in the SR procedure is the signal-to-noise ratio (SNR).
The shrinkage method, LASSO [ 74], was used for parameter estimation and the tuning parameter for LASSO was optimized by 10-fold cross validation.
In another work, Prince (2004) introduced a hybrid algorithm of PSO (particle swarm optimization), VNS (variable neighborhood search) and SA (simulated annealing) for solving the model and used Taguchi method for parameter tuning.
Although the WL-WER-Kaldi system employs more robust ASR techniques than the WL-ATWV-Kaldi system, these techniques only improved the WER of the ASR subsystem and obtained a worse STD performance on a subset of the training/development data provided by the organizers used for STD parameter tuning.
MAVIR-07 speech file was used as development file for parameter tuning, and the two other speech files were removed from the acoustic model training material since the STD performance on that development file degrades when both were used for acoustic model training.
Important aspects are to make active use of computers for parameter tuning calculations and to recognise the need for presenting material on autotuning.
The WSJ dev93 dataset (503 utterances) was used as the development set for parameter tuning and cross validation in DNN training.
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