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Data Mining and Knowledge Discovery, ISSN 1384-5810, 08/2019, pp. 1 - 41
This paper addresses the problem of real time data capture from social media. Due to different limitations, it is not possible to collect all the data produced... 
Digital media | Data capture | Algorithms | Constraints | Social networks | Information sources
Journal Article
Machine Learning, ISSN 0885-6125, 2018
We consider the problem of learning a high-dimensional but low-rank matrix from a large-scale dataset distributed over several machines, where low-rankness is... 
Computer Science | Machine Learning | Statistics
Journal Article
Knowledge and Information Systems, ISSN 0219-1377, 2019, pp. 1 - 27
We introduce a dynamical spatio-temporal model formalized as a recurrent neural network for modeling time series of spatial processes, i.e., series of... 
Deep learning | Spatio-temporal | Data imputation | Neural networks | Forecasting | Time series | State of the art | Recurrent neural networks | Spatial dependencies | Mathematical models | Modelling | Epidemiology
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 07/2009, Volume 10, pp. 1737 - 1754
The SGD-QN algorithm is a stochastic gradient descent algorithm that makes careful use of second-order information and splits the parameter update into... 
Stochastic gradient descent | Support vector machine | support vector machine | stochastic gradient descent | ONLINE | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Machine Learning | Computer Science
Journal Article
IEEE Transactions on Industrial Informatics, ISSN 1551-3203, 08/2017, Volume 13, Issue 4, pp. 2097 - 2105
Journal Article
Archives of Computational Methods in Engineering, ISSN 1134-3060, 1/2018, Volume 25, Issue 1, pp. 131 - 141
Reduced basis methods for the approximation to parameter-dependent partial differential equations are now well-developed and start to be used for industrial... 
Engineering | Mathematical and Computational Engineering | Construction standards | Approximation | Partial differential equations | Fluid dynamics | Laminar flow | Mathematical analysis | Machine learning | Industrial applications | Navier-Stokes equations
Journal Article
Neurocomputing, ISSN 0925-2312, 02/2018, Volume 278, pp. 144 - 152
Traditional recommender systems employ a history of item preferences by a set of users for recommending items of interest to a given user. Matrix factorization... 
Rating embedding | Translation embedding model | Recommendation | Rating prediction | Computer science | Cognitive science
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 09/2018, Volume 19, Issue 53, pp. 1 - 40
Stochastic bandits have been widely studied since decades. A very large panel of settings have been introduced, some of them for the inclusion of some... 
Profile-based Exploration | Stochastic Linear Bandits | Upper Confidence Bounds | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Artificial Intelligence | Computer Science
Journal Article
Social Network Analysis and Mining, ISSN 1869-5450, 12/2016, Volume 6, Issue 1, pp. 1 - 16
Journal Article
IEICE Transactions on Information and Systems, ISSN 0916-8532, 2017, Volume E100.D, Issue 7, pp. 1440 - 1447
Knowledge graph (KG) embedding aims at learning the latent semantic representations for entities and relations. However, most existing approaches can only be... 
relation prediction | knowledge graph | embedding learning | zero-shot learning | Embedding learning | Zero-shot learning | Relation prediction | Knowledge graph | COMPUTER SCIENCE, SOFTWARE ENGINEERING | COMPUTER SCIENCE, INFORMATION SYSTEMS | Learning | Embedding | Graphical representations | Shot
Journal Article
IEICE Transactions on Information and Systems, ISSN 0916-8532, 2017, Volume E100.D, Issue 6, pp. 1242 - 1250
Journal Article
Document numérique, ISSN 1279-5127, 2018, Volume 21, Issue 3, pp. 11 - 31
Récemment, divers travaux se sont intéressés à la détection de source de diffusion dans les réseaux sociaux : il s'agit de déterminer l'utilisateur à partir... 
Diffusion | Social networks | Information dissemination
Journal Article
Knowledge and Information Systems, ISSN 0219-1377, 8/2016, Volume 48, Issue 2, pp. 493 - 503
Journal Article
Information Processing and Management, ISSN 0306-4573, 2004, Volume 40, Issue 5, pp. 807 - 827
Journal Article
Machine Learning, ISSN 0885-6125, 11/2013, Volume 93, Issue 2, pp. 227 - 260
Journal Article
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