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Journal Article
ENTROPY, ISSN 1099-4300, 10/2019, Volume 21, Issue 10, p. 924
The Information Bottleneck (IB) method provides an insightful and principled approach for balancing compression and prediction for representation learning. The... 
learnability | PHYSICS, MULTIDISCIPLINARY | representation learning | information bottleneck | conspicuous subset
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 10/2010, Volume 11, pp. 2635 - 2670
The problem of characterizing learnability is the most basic question of statistical learning theory. A fundamental and long-standing answer, at least for the... 
Uniform convergence | Learnability | Statistical learning theory | Stability | Stochastic convex optimization | stochastic convex optimization | uniform convergence | statistical learning theory | learnability | stability | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
2010 IEEE 51st Annual Symposium on Foundations of Computer Science, ISSN 0272-5428, 10/2010, pp. 103 - 112
The question of polynomial learn ability of probability distributions, particularly Gaussian mixture distributions, has recently received significant attention... 
Computer science | Geometry | Estimation | Polynomials | Probability distribution | Covariance matrix | Moment methods | Gaussian mixture learning | Polynomial Learnability | Polynomial learnability
Conference Proceeding
New Journal of Physics, ISSN 1367-2630, 10/2012, Volume 14, Issue 10, p. 103013
In this work we combine two distinct machine learning methodologies, sequential Monte Carlo and Bayesian experimental design, and apply them to the problem of... 
DESIGN | PHYSICS, MULTIDISCIPLINARY | QUANTUM SIMULATION | TRAPPED IONS | ALGORITHM | REGIONS | TIME | LEARNABILITY
Journal Article
Economics Letters, ISSN 0165-1765, 08/2017, Volume 157, pp. 62 - 66
It is commonly believed that rational explosive solutions are unstable or fragile under adaptive learning. Contrary to this belief, the paper shows that under... 
Money supply | Learnability | Inflation | E-stability | CONVERGENCE | ECONOMICS | MODEL | BUBBLES
Journal Article
Language Sciences, ISSN 0388-0001, 03/2017, Volume 60, pp. 36 - 52
Supporters of languages planned for international communication, like Esperanto, often claim that these languages are less complex and therefore easy to learn... 
Volapük | Language complexity | Planned languages | Markuska | Language learnability | Esperanto | LINGUISTICS | LANGUAGE & LINGUISTICS | Volapuk | learnability | morphological complexity | morphology | International languages
Journal Article
Proceedings of the National Academy of Sciences of the United States of America, ISSN 0027-8424, 8/2008, Volume 105, Issue 31, pp. 10681 - 10686
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 04/2016, Volume 17
While machine learning has proven to be a powerful data-driven solution to many real life problems, its use in sensitive domains has been limited due to... 
Characterization | Differential privacy | Learnability | Stability | Privacy-preserving machine learning | BOUNDS | privacy-preserving machine learning | learnability | characterization | differential privacy | stability | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Artificial Intelligence, ISSN 0004-3702, 1997, Volume 97, Issue 1, pp. 245 - 271
In this survey, we review work in machine learning on methods for handling data sets containing large amounts of irrelevant information. We focus on two key... 
Relevant features | Relevant examples | Machine learning | QUERIES | relevant examples | IRRELEVANT ATTRIBUTES | ALGORITHMS | machine learning | INFERENCE | LEARNABILITY | relevant features | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 07/2019, Volume 28, Issue 7, pp. 3598 - 3612
Heterogeneous web media consists of many visual concepts, such as objects, scenes, and activities, which cannot be semantically decomposed. The task of... 
Visualization | Correlation | neighboring concept distributing | heterogeneous media | Image edge detection | Semantics | Media | Data models | Fundamental visual concept | Task analysis | learnability analysis
Journal Article
Semantics and Pragmatics, ISSN 1937-8912, 2019, Volume 12, Issue 4, p. 1
One of the great successes of the application of generalized quantifiers to natural language has been the ability to formulate robust semantic universals. When... 
Learnability | Hypotheses | Natural language | Semantics | Quantifiers | Language universals
Journal Article
Cognition, ISSN 0010-0277, 2014, Volume 130, Issue 1, pp. 81 - 84
In response to the proposal that cognitive phenomena might be best understood in terms of cognitive theories (Endress, 2013), Frank (2013) outlined an... 
HUMAN INFANTS | BILINGUAL INFANTS | LEARNABILITY | PSYCHOLOGY, EXPERIMENTAL
Journal Article
Cognition, ISSN 0010-0277, 2011, Volume 118, Issue 3, pp. 306 - 338
Children acquiring language infer the correct form of syntactic constructions for which they appear to have little or no direct evidence, avoiding simple but... 
Poverty of stimulus | Bayesian modeling | Language learnability | LANGUAGE | RICHNESS | ACQUISITION | PROBABILISTIC MODELS | INDUCTION | COGNITION | CATEGORIES | PSYCHOLOGY, EXPERIMENTAL | POVERTY | STIMULUS | STRUCTURE DEPENDENCE | Faculty | Language Acquisition | Bayesian Statistics | Word Order | Models | Phrase Structure | Children | Grammar
Journal Article
IEEE Transactions on Visualization and Computer Graphics, ISSN 1077-2626, 01/2020, Volume 26, Issue 1, pp. 461 - 471
An emerging generation of visualization authoring systems support expressive information visualization without textual programming. As they vary in their... 
visualization authoring | Visualization | Authoring systems | Interactive systems | expressivity | Data visualization | Programming | reusability | Libraries | learnability | Grammar | Critical reflection | COMPUTER SCIENCE, SOFTWARE ENGINEERING | VEGA | DESIGN
Journal Article
Neural Computation, ISSN 1530-888X, 10/1996, Volume 8, Issue 7, pp. 1341 - 1390
This is the first of two papers that use off-training set (OTS) error to investigate the assumption-free relationship between learning algorithms. This first... 
Articles | LEARNABILITY | NEUROSCIENCES | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
International Journal of Human - Computer Studies, ISSN 1071-5819, 10/2019, Volume 130, pp. 130 - 151
•First study to investigate user performance with multiple menu interfaces across devices with focusing on performance after transitioning from one device to... 
Redundant menus | Inter-usability | Learnability | Post-transitioning user performance | Cross-device menus | Complementary menus | PSYCHOLOGY, MULTIDISCIPLINARY | USABILITY | ERGONOMICS | COMPUTER SCIENCE, CYBERNETICS
Journal Article
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