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Journal of Machine Learning Research, ISSN 1532-4435, 04/2013, Volume 14, Issue 1, pp. 965 - 1003
Journal Article
Machine Learning, ISSN 0885-6125, 6/2011, Volume 83, Issue 3, pp. 331 - 353
Journal Article
JOURNAL OF MACHINE LEARNING RESEARCH, ISSN 1532-4435, 2019, Volume 20
We study the sample complexity of canonical correlation analysis (CCA), i.e., the number of samples needed to estimate the population canonical correlation and... 
streaming CCA | Canonical correlation analysis | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | sample complexity | shift-and-invert preconditioning
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 06/2019, Volume 67, Issue 11, pp. 2826 - 2838
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 06/2016, Volume 25, Issue 6, pp. 2610 - 2619
Journal Article
IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 11/2015, Volume 27, Issue 11, pp. 3111 - 3124
Journal Article
Information Sciences, ISSN 0020-0255, 04/2017, Volume 385-386, pp. 338 - 352
In recent years, deep learning has attracted an increasing amount of attention in machine learning and artificial intelligence areas. Currently, many deep... 
Deep learning | Convolutional neural networks | Canonical correlation analysis | Image classification | COMPUTER SCIENCE, INFORMATION SYSTEMS | DEEP | Information science | Control engineering | Algorithms | Neural networks | Analysis | Machine learning | Information management | Artificial intelligence
Journal Article
International Journal of Neural Systems, ISSN 0129-0657, 05/2018, Volume 28, Issue 4, p. 1750039
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 01/2017, Volume 55, Issue 1, pp. 421 - 431
Journal Article
Journal of Process Control, ISSN 0959-1524, 10/2017, Volume 58, pp. 131 - 138
•A fault detection algorithm is proposed for detecting changes in process structure.•The algorithm utilizes canonical variate analysis-based correlation... 
Process monitoring | Dimensionality reduction technique | Process correlations | Canonical variate analysis | Fault detection | Canonical correlation | ENGINEERING, CHEMICAL | AUTOMATION & CONTROL SYSTEMS | Case studies | Information science | Algorithms | Analysis
Journal Article
IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 12/2019, pp. 1 - 1
In recent years, the advances in data collection and statistical analysis promotes canonical correlation analysis (CCA) available for more advanced research.... 
Analytical models | Correlation | Survey | Computational modeling | Probabilistic logic | Data models | Bayes methods | Kernel | Machine Learning | Canonical Correlation Analysis
Journal Article
Journal of neurophysiology, ISSN 0022-3077, 10/2018, Volume 120, Issue 4, pp. 1962 - 1972
The problem of identifying functional connectivity from multiple time series data recorded in each of two or more brain areas arises in many neuroscientific... 
kernel canonical correlation analysis | cross correlation | functional connectivity | canonical correlation analysis | LFP | PHYSIOLOGY | GRANGER CAUSALITY | NEUROSCIENCES | Innovative Methodology
Journal Article
Biostatistics, ISSN 1465-4644, 2014, Volume 15, Issue 3, pp. 569 - 583
Journal Article
BMC Systems Biology, ISSN 1752-0509, 2016, Volume 10, Issue 1, p. 72
Background: Canonical correlation analysis (CCA) is a multivariate statistical method which describes the associations between two sets of variables. The... 
Penalized estimation | Robust estimation | Canonical correlation analysis | CCA | CLASSIFICATION | MODEL | REGULATORY NETWORKS | LASSO | MATHEMATICAL & COMPUTATIONAL BIOLOGY | REGRESSION SHRINKAGE | SELECTION | ASSOCIATION | EFFICIENT | Computational Biology - methods | Algorithms | Breast Neoplasms - genetics | Journalism, Medical | Forecasts and trends | Data reduction | Methods
Journal Article