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In this work, we improved this technique by using a learning schema, namely the Exploration-Exploitation using Exponential weight (EXP3), that allows smart resource allocations.
[26] propose an active learning schema, based on graph-theoretic clustering algorithms, to suppress the lack of ability from common active learning approaches in selecting new instances that belong to new classes that have not yet appeared in the working set, and the lack of adaptability to changes in the semantic interpretation of sample classes.
We have to choose this solution, because CCTOP and the other HMM based prediction methods apply different learning schema (unsupervised vs supervised, respectively), therefore we cannot use a HMM architecture developed for supervised learning.
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In order to test the hypothesis that children's outcomes might reflect primitive grouping principles while adults' results demonstrate learned schemas, it was necessary to design stimuli that explicitly disrupt one of the primitive principles known to facilitate perceptual grouping of sounds, but without diminishing adults' demonstration of CMP.
They state that ontology population task seems to be easier than learning ontology schema tasks.
Hence, algorithms which require iterations in their model can be more easily parallelized utilizing the meta-learning schema than by altering their own internal algorithms directly with MapReduce.
'Pathway Tools schema' section presents basic concepts of the Pathway Tools schema and how the SAQP interface can be used to explore and learn a schema to create precise queries.
Users face a significant barrier if they are forced to learn the schema of a DB before being able to query it.
After conducting the same training session as above in which Vince has learned three schemas (see Fig. 8), we presented the agent three further performances of wave1 during further rounds of the game (i.e. step 3).
To overcome such difficulties, an e-learning schema is introduced that adapts to the learners' ICT (Information and Communication Technologies) knowledge level.
Since there is no well-established data-schema for JSON we use StAXON (https://github.com/beckchr/staxon/) tool to transform JSON messages to XML before learning their data-schema using the XML learning tool Trang.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com