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For instance, with the training data corrupted by car noise, the DNN training process will learn that the corruption is mainly on the low-frequency part of the signal, and so the low-frequency components of the speech features are de-emphasized in the car noise condition.
An "error, data corrupted" message could be literally life or death.
The present paper is about data corrupted by both aleatoric and epistemic uncertainty.
Without surprise, the best performance improvement is attained with data corrupted by cafeteria noise.
However, for the data corrupted by outliers, the estimated subspace can be arbitrarily biased [17].
Data corrupted with about 7%% (top panel), 11%% (middle panel), and 20%% (bottom panel) noise.
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This proposed anomaly detection method can be effective for both missing data and corrupted data.
Improper removal of SD card makes the stored data corrupt or permanent inaccessible.
For example, when the training data are mostly clean and the test data are corrupted by noises, ASR performance usually suffers from a substantial degradation.
In the noisy training, the training data were corrupted by the selected noises, while the development data used for cross validation remained uncorrupted.
When the experiment data is corrupted with high level noise, it needs more experimental data.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com