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We believe that this discrepancy is related to the difference between sparse coding (reconstruction of an observed modulation spectrum in terms of a linear combination of exemplars), what it is that the Lasso solver does, and sparse classification (estimating the probability of the HMM state underlying the observed modulation spectrum), which is our final goal.
(3) The pairs of exemplars were presented together in a pseudorandom order, with no more than 2 consecutive trials had the same combination of exemplars.
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Input speech is decomposed into a linear combination of source exemplars from the source dictionary.
The input noisy audio-visual feature is represented by a linear combination of source and noise exemplars.
This measure, log Z, is the result of an integration (computed as a summation), over the potential parameter values rather than the fit of some exemplar combination of parameters.
In NMF-based VC, noise exemplars are extracted from before- and after-utterance sections and input noisy signals are decomposed into a linear combination of noise and speaker's clean exemplars.
Results suggested that a combination of generalization procedures, including training sufficient exemplars, training loosely, indiscriminable contingencies, programming common stimuli, and training to generalize, was effective in producing generalization of social skills from individual training sessions to a group kickball game.
Classification of exemplars of the "human" versus the "inanimate" category was successful in several early visual areas for eight out of nine exemplar combinations, replicating in part the results of experiment 1 and demonstrating decoding of sounds of the categories "human" and "inanimate" with different sound exemplars and shorter stimulus presentation times.
For a=1, the G distribution is a basic exemplar with a continuous crossover towards cases with different shapes (for example, a particular combination of skewness and kurtosis).
The final C36 was derived from the ROIs by using a combination of part based detectors and a consensus of shape exemplars.
For α=β=1, the G distribution arises as a basic exemplar of the GW-G distribution with a continuous crossover towards cases with different shapes (for example, a particular combination of skewness and kurtosis).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com