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Semi-supervised lea...
Semi-supervised learning with Bayesian Confidence Propagation Neural Network
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- Ravichandran, Naresh Balaji (author)
- KTH,Beräkningsvetenskap och beräkningsteknik (CST)
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- Lansner, Anders, Professor, 1949- (author)
- KTH,Beräkningsvetenskap och beräkningsteknik (CST),Department of Mathematics, Stockholm University
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- Herman, Pawel, 1979- (author)
- KTH,Beräkningsvetenskap och beräkningsteknik (CST)
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(creator_code:org_t)
- i6doc.com publication, 2021
- 2021
- English.
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In: ESANN 2021 Proceedings - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. - : i6doc.com publication. ; , s. 441-446
- Related links:
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https://doi.org/10.1...
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https://urn.kb.se/re...
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Abstract
Subject headings
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- Learning internal representations from data using no or few labels is useful for machine learning research, as it allows using massive amounts of unlabeled data. In this work, we use the Bayesian Confidence Propagation Neural Network (BCPNN) model developed as a biologically plausible model of the cortex. Recent work has demonstrated that these networks can learn useful internal representations from data using local Bayesian-Hebbian learning rules. In this work, we show how such representations can be leveraged in a semi-supervised setting by introducing and comparing different classifiers. We also evaluate and compare such networks with other popular semi-supervised classifiers.
Subject headings
- SAMHÄLLSVETENSKAP -- Ekonomi och näringsliv -- Företagsekonomi (hsv//swe)
- SOCIAL SCIENCES -- Economics and Business -- Business Administration (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Robotteknik och automation (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Robotics (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Språkteknologi (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Language Technology (hsv//eng)
Keyword
- Backpropagation
- Neural networks
- Torsional stress
- Bayesian
- Cortexes
- Internal representation
- Learn
- Machine learning research
- Neural network model
- Neural-networks
- Plausible model
- Semi-supervised
- Unlabeled data
- Bayesian networks
Publication and Content Type
- ref (subject category)
- kon (subject category)
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