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by Tang, D and Li, T and Liu, J and Chow, J and Perera, F
Epidemiology, ISSN 1044-3983, 09/2007, Volume 18, Issue Suppl, p. S176
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 03/2016, Volume 38, Issue 3, pp. 447 - 461
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 08/2015, Volume 24, Issue 8, pp. 2355 - 2368
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 08/2017, Volume 26, Issue 8, pp. 3951 - 3964
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 03/2016, Volume 25, Issue 3, pp. 1495 - 1507
We analyze the local Rademacher complexity of empirical risk minimization-based multi-label learning algorithms, and in doing so propose a new algorithm for... 
Training | Correlation | local Rademacher complexity | Multi-label learning | Prediction algorithms | Minimization | Complexity theory | Optimization | THRESHOLDING ALGORITHM | CLASSIFICATION | KNN | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Matrix | Algorithms | Learning | Norms | Strategy | Transaction processing | Empirical analysis | Variance | Complexity
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 09/2014, Volume 23, Issue 9, pp. 3789 - 3801
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 09/2017, Volume 28, Issue 9, pp. 2129 - 2142
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 02/2018, Volume 40, Issue 2, pp. 490 - 496
Journal Article
IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 05/2017, Volume 29, Issue 5, pp. 1129 - 1143
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 02/2017, Volume 55, Issue 2, pp. 894 - 906
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 02/2017, Volume 39, Issue 2, pp. 227 - 241
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 01/2019, Volume 41, Issue 1, pp. 246 - 259
Journal Article
2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), ISSN 1063-6919, 07/2017, Volume 2017-, pp. 67 - 76
Deep compression refers to removing the redundancy of parameters and feature maps for deep learning models. Low-rank approximation and pruning for sparse... 
Computational modeling | Redundancy | Neurons | Data models | Sparse matrices | Matrix decomposition | Image reconstruction
Conference Proceeding
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 04/2019, Volume 41, Issue 4, pp. 1013 - 1026
The goal of transfer learning is to improve the performance of target learning task by leveraging information (or transferring knowledge) from other related... 
Measurement | Training | Visualization | Transfer learning | distance metric learning | knowledge fragments | Feature extraction | Pattern recognition | Face | nonlinear | Task analysis | heterogeneous domains | FRAMEWORK | SCALE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | FEATURES | ENGINEERING, ELECTRICAL & ELECTRONIC | Learning | Domains | Fragments | Performance enhancement | Algorithms
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 01/2017, Volume 26, Issue 1, pp. 452 - 463
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 10/2015, Volume 26, Issue 10, pp. 2261 - 2274
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 10/2019, pp. 1 - 1
In this paper, we introduce the algorithms of Orthogonal Deep Neural Networks (OrthDNNs) to connect with recent interest of spectrally regularized deep... 
Training | Jacobian matrices | Deep learning | spectral regularization | Deep neural networks | image classification | Neural networks | Robustness | Task analysis | generalization error | Optimization
Journal Article
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 06/2018, Volume 29, Issue 6, pp. 2568 - 2580
Journal Article
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