Learning about the Learning Process

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14330%2F11%3A00067322" target="_blank" >RIV/00216224:14330/11:00067322 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-642-24800-9_17" target="_blank" >http://dx.doi.org/10.1007/978-3-642-24800-9_17</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-642-24800-9_17" target="_blank" >10.1007/978-3-642-24800-9_17</a>

Result language
angličtina
Original language name
Learning about the Learning Process
Original language description
This work addresses the problem of mining data stream generated in dynamic environments where the distribution underlying the observations may change over time. We present a system that monitors the evolution of the learning process. The system is able to self-diagnose degradations of this process, using change detection mechanisms, and self-repairs the decision models. The system uses meta-learning techniques that characterize the domain of applicability of previously learned models. The meta-learnerscan detect reccurrence of contexts using unlabeled examples, and take pro-active actions by activating previously learned models.
Czech name
—
Czech description
—

Project
<a href="/en/project/LA09016" target="_blank" >LA09016: Czech Republic membership in the European Research Consortium for Informatics and Mathematics (ERCIM)</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year
2011
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

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