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1.
Improving Knowledge Graph Quality with Network Representation Learning
by Shi, Baoxu, Ph.D.  University of Notre Dame. 2018: 108 pages; 13836462.
2.
Representation Learning for Text: Transfer Learning, Decomposition, and Bias in Neural Networks
by Romanov, Alexey, Ph.D.  University of Massachusetts Lowell. 2019: 103 pages; 22624438.
3.
Attention-Dependent and Continuous Representation Learning using Deep Autoencoders
by Dellana, Ryan, Ph.D.  North Carolina Agricultural and Technical State University. 2019: 104 pages; 22583727.
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Learning Neural Representations that Support Efficient Reinforcement Learning
by Stachenfeld, Kimberly, Ph.D.  Princeton University. 2018: 155 pages; 10824319.
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Towards Fast and Efficient Representation Learning
by Li, Hao, Ph.D.  University of Maryland, College Park. 2018: 147 pages; 10845690.
7.
Representation Learning on Sequential Medical Data
by Hyland, Stephanie L., Ph.D.  Weill Medical College of Cornell University. 2019: 245 pages; 13805668.
8.
Learning together: Community and network from the perspective of designers of online learning
by Kaulback, Brenda G., Ph.D.  Fielding Graduate University. 2015: 320 pages; 3719286.
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Text Representation using Convolutional Networks
by Zhang, Xiang, Ph.D.  New York University. 2019: 164 pages; 10928487.
12.
Self -taught learning
by Raina, Rajat, Ph.D.  Stanford University. 2009: 155 pages; 3382948.
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Object categories provide semantic representation for 3-year-olds' word learning
by Rost, Gwyneth Campbell, Ph.D.  The University of Iowa. 2011: 167 pages; 3494099.
17.
Learning to Manipulate Novel Objects for Assistive Robots
by Sung, Jaeyong, Ph.D.  Cornell University. 2017: 190 pages; 10258261.
18.
Geometric representations and deep Gaussian conditional random field networks for computer vision
by Vemulapalli, Raviteja, Ph.D.  University of Maryland, College Park. 2016: 185 pages; 10192530.
19.
Computational Models for Auditory Scene Analysis
by Mobin, Shariq A., Ph.D.  University of California, Berkeley. 2019: 67 pages; 13885042.
20.
Deep Learning for Information Extraction
by Nguyen, Thien Huu, Ph.D.  New York University. 2018: 246 pages; 10260911.
21.
Advanced feature learning and representation in image processing for anomaly detection
by Price, Stanton Robert, M.S.  Mississippi State University. 2015: 110 pages; 1586997.
22.
Spiking Neural Networks and Sparse Deep Learning
by Tavanaei, Amirhossein, Ph.D.  University of Louisiana at Lafayette. 2018: 176 pages; 10807940.
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Developing 21st century skills through the use of student personal learning networks
by Miller, Robert D., Ed.D.  Northcentral University. 2009: 191 pages; 3383118.
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Autonomous qualitative learning of distinctions and actions in a developing agent
by Mugan, Jonathan William, Ph.D.  The University of Texas at Austin. 2010: 189 pages; 3428996.
29.
Portraits of Multilinguals on Social Network Sites: Identity Negotiation and Language Use
by Lemus, Linda Rafaela, Ph.D.  The University of Arizona. 2018: 288 pages; 10931985.
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