Articles with "incremental deep" as a keyword



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Cost-Effective Incremental Deep Model: Matching Model Capacity With the Least Sampling

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Published in 2023 at "IEEE Transactions on Knowledge and Data Engineering"

DOI: 10.1109/tkde.2021.3132622

Abstract: Most existing approaches often utilize the pre-fixed structure and large number of labeled data for training complex deep models, which are difficult to implement on incremental scenarios. As a matter of fact, real-world data is… read more here.

Keywords: streaming data; cost effective; capacity; deep model ... See more keywords