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Some of these applications (e.g., customizable gesture interfaces) require learning of new actions at runtime and may not count with many training instances.
Consequently, transfer learning should be most profitable if a learning task with very few training instances is similar to a learning task with many training instances.
"The models are black-boxes, that are learned from as many training instances that you can find," Rush said.
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For instance, many training firms may find training profitable even without subsidies, while other non-training firms may expect a net training investment even with training subsidies in place (and thus will not alter their training behaviour).
By using RSIS, MIL ensembles are more robust to many data distributions and noise, and are not adversely affected by the proportion of positive instances in positive bags because training instances are repeatedly selected in a probabilistic manner.
The N training instances were sampled separately for each task.
Uncovered test instances are assigned the default class value (or distribution) of the uncovered training instances.
In every repetition the training samples were randomly selected from the complete set of training instances.
First, training instances are collected in a dictionary.
These instances amount to 84.3% of the total (6 547 124) training instances.
During testing, test instances were created in the same way as the negative training instances.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com