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IEEE Transactions on Information Theory, ISSN 0018-9448, 02/2015, Volume 61, Issue 2, pp. 1149 - 1151
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 01/2012, Volume 13, pp. 27 - 66
We present a unifying framework for information theoretic feature selection, bringing almost two decades of research on heuristic filter criteria under a... 
Conditional likelihood | Feature selection | Mutual information | mutual information | RELEVANCE | feature selection | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | conditional likelihood
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 11/2019, Volume 127, pp. 56 - 65
Multi-Spectral Imaging is one non-invasive technique recently introduced in ocular disease diagnosis. Its performance significantly correlates with the imaging... 
Image deblurring | Mutual information | Multi-spectral imaging
Journal Article
APPLIED OPTICS, ISSN 1559-128X, 10/2018, Volume 57, Issue 30, pp. 8989 - 9004
Registration of multi-spectral imagery is a critical pre-processing step for applications such as image fusion, but phenomenological differences between... 
DIRSIG | SUPPORT | MUTUAL-INFORMATION | REGISTRATION | OPTICS | MAXIMIZATION
Journal Article
Pervasive and Mobile Computing, ISSN 1574-1192, 02/2014, Volume 10, Issue Pt B, pp. 138 - 154
Many real-world applications that focus on addressing needs of a human, require information about the activities being performed by the human in real-time.... 
Streaming | Activity recognition | Online | Real-time | Mutual information | COMPUTER SCIENCE, INFORMATION SYSTEMS | TELECOMMUNICATIONS | Sensors | online | streaming | mutual information | real-time | activity recognition
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 08/2018, Volume 64, Issue 8, pp. 5629 - 5661
Journal Article
Information Sciences, ISSN 0020-0255, 10/2011, Volume 181, Issue 20, pp. 4625 - 4641
This paper presents a hybrid filter-wrapper feature subset selection algorithm based on particle swarm optimization (PSO) for support vector machine (SVM)... 
Wrappers | Feature selection | Filters | Classification | Support vector machine | Particle swarm optimization | Mutual information
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 10/2019, pp. 1 - 1
KSG mutual information estimator, which is based on the distances of each sample to its k-th nearest neighbor, is widely used to estimate mutual information... 
KL entropy estimator | KNN | KSG mutual information estimator
Journal Article
Nuclear Technology, ISSN 0029-5450, 12/2019, Volume 205, Issue 12, pp. 1685 - 1696
Simulation-based nuclear reactor design requires highly efficient codes that quantify the requisite physics while having the efficiency required for... 
Bayesian inference | experimental design | Mutual information
Journal Article
Physica A: Statistical Mechanics and its Applications, ISSN 0378-4371, 11/2019, Volume 534, p. 122056
In this paper we analyze the correlation structure between U.S. markets and Asian markets. Our motivation being analysis of the effect of the 2008 financial... 
The nonlinear correlations | The transfer entropy | The mutual information
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 6/2019, pp. 1 - 8
As a powerful approach for exploratory data analysis, unsupervised clustering is a fundamental task in computer vision and pattern recognition. Many clustering... 
AAE | clustering | mutual information regularization | latent variable | deep generative models
Journal Article
Physica A: Statistical Mechanics and its Applications, ISSN 0378-4371, 11/2019
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 10/2010, Volume 11, pp. 2837 - 2854
Information theoretic measures form a fundamental class of measures for comparing clusterings, and have recently received increasing interest. Nevertheless, a... 
Adjustment for chance | Clustering comparison | Normalized information distance | Information theory | adjustment for chance | MUTUAL INFORMATION | normalized information distance | information theory | CLASS DISCOVERY | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | clustering comparison
Journal Article
APPLIED OPTICS, ISSN 1559-128X, 11/2018, Volume 57, Issue 33, pp. 9845 - 9854
A quantitative study of image matching techniques applied to fiber specklegram sensor analysis is presented. The fiber status is modulated by a microbending... 
PATTERN | MUTUAL-INFORMATION | REGISTRATION | OPTICS | MULTIMODE FIBER | ACCURACY
Journal Article
Nature Physics, ISSN 1745-2473, 01/2015, Volume 11, Issue 2, pp. 131 - 139
By its very nature, the second law of thermodynamics is probabilistic, in that its formulation requires a probabilistic description of the state of a system.... 
MUTUAL INFORMATION | PHYSICS, MULTIDISCIPLINARY | 2ND LAW | DEMON | ENERGETICS | WORK | PRINCIPLE | PHYSICS | ENTROPY | Thermodynamics | State of the art | Law | Small scale | Fluctuation | Probability theory | Probabilistic methods | Biology | Stochasticity
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 04/2003, Volume 3, Issue 3, pp. 583 - 617
Journal Article
International Journal of Grid and Utility Computing, ISSN 1741-847X, 2019, Volume 10, Issue 1, pp. 36 - 41
Journal Article
ACM Computing Surveys (CSUR), ISSN 0360-0300, 01/2018, Volume 50, Issue 6, pp. 1 - 45
Feature selection, as a data preprocessing strategy, has been proven to be effective and efficient in preparing data (especially high-dimensional data) for... 
Feature selection | SPARSITY | REGRESSION | DIMENSIONAL FEATURE-SELECTION | NETWORK | MUTUAL INFORMATION | THEORETIC FEATURE-SELECTION | BIG DATA | GROUP LASSO | CLASSIFICATION | COMPUTER SCIENCE, THEORY & METHODS | ONLINE FEATURE-SELECTION | Computer Science - Learning
Journal Article
Artificial Intelligence, ISSN 0004-3702, 2005, Volume 165, Issue 1, pp. 91 - 134
The system aims to automate the tedious process of extracting large collections of facts (e.g., names of scientists or politicians) from the Web in an... 
Information Extraction | Unsupervised | Question answering | Pointwise mutual information | information extraction | TEXT | pointwise mutual information | unsupervised | question answering | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 4/2019, pp. 1 - 1
Community structures are critical towards understanding not only the network topology but also how the network functions. However, how to evaluate the quality... 
Normalized mutual information | F-score | Kappa index | Community structures detection
Journal Article
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