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Active learning (machine learning)

Known as: Pool-based active learning 
Active learning is a special case of semi-supervised machine learning in which a learning algorithm is able to interactively query the user (or some… 
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Bayesian experimental designCold startEvolving intelligent systemList of datasets for machine learning research

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Machine learning

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2014
2014
Manifold-preserving graph reduction for sparse semi-supervised learning
Highly Cited
2013
Highly Cited
2013
Experimental evaluation of the impact of b-learning methodologies on engineering students in Spain
2013
2013
Reserved Self-training: A Semi-supervised Sentiment Classification Method for Chinese Microblogs
The imbalanced sentiment distribution of microblogs induces bad performance of binary classifiers on the minority class. To… 
Highly Cited
2010
Highly Cited
2010
Technology-Enabled Active Learning Environments: An Appraisal
This article examines the emergence of technology-enabled active learning environments and the reasons for their appearance. It… 
2010
2010
MULTI-CLASS SUPPORT VECTOR MACHINE ACTIVE LEARNING FOR MUSIC ANNOTATION
Music annotation is an important research topic in the multimedia area. One of the challenges in music annotation is how to… 
2009
2009
Toward a Semantic Forum for Active Collaborative Learning
Online discussion forums provide open workspace allowing learners to share information, exchange ideas, address problems and… 
Review
2006
Review
2006
Are We Using Technology for Learning?
This study investigated the role that computer technology plays in transforming the learning process in higher education… 
Highly Cited
2005
Highly Cited
2005
Semi-automatic video annotation based on active learning with multiple complementary predictors
In this paper, we will propose a novel semi-automatic annotation scheme for video semantic classification. It is well known that… 
2003
2003
Active Learning for Statistical Machine Translation
Disclosed is a training projectile having the same ballistic characteristic as the operational projectile. The training… 
Highly Cited
2003
Highly Cited
2003
Active learning for spoken language understanding
We describe active learning methods for reducing the labeling effort in a statistical call classification system. Active learning… 
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