Machine Learning and Optimization -- Publications
Alternating Direction Methods
Graph Theory Applications
- Yanhua Li, Zhi-Li Zhang, and Daniel Boley. From Shortest-path to All-path: The Routing Continuum Theory and its applications.
Transactions on Parallel and Distributed Systems, 2013. accepted, to appear
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[pdf]
(1.1MB
)
- Gyan Ranjan, Zhi-Li Zhang, and Daniel L. Boley. On Estimating Hitting and Commute Times for Large Dense Digraphs. In
SIAM Annual Meeting, July 2012.
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(unavailable)
- Daniel Boley, Gyan Ranjan, and Zhi-Li Zhang. Commute Times for a Directed Graph using an Asymmetric Laplacian. Linear
Algebra and Appl., 435:224–242, 2011.
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[pdf]
(272.5kB
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- Yanhua Li, Zhi-Li Zhang, and Daniel Boley. The Routing Continuum from Shortest-path to All-path: A Unifying Theory.
In The 31st Int'l Conference on Distributed Computing Systems (ICDCS 2011), IEEE, 2011.
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[pdf]
(249.3kB
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- Thomas Vacek, John Joseph, and Daniel Boley. Discovering Generalized Concepts from Documents Using a Category Graph.
In SIAM Text Mining Workshop 2010, 2010. affiliated with SDM
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[pdf]
(148.2kB
)
Machine Learning Applications
- Jaya Kawale and D. Boley. Constrained Spectral Clustering using L1 Regularization. In SIAM Data Mining Conf. SDM
13, 2013. Accepted
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[pdf]
(696.3kB
)
Download: Slides
- Ravishankar Sivalingam, Daniel Boley, Vassilios Morellas, and Nikolaos Papanikolopoulos. Tensor Sparse Coding for Positive
Definite Matrices. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2013. accepted, to appear
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[pdf]
(804.7kB
)
- Daniel Boley
"Exploring Large Data Sets", talk
presented in May/June 2012
- S. Acharyya, A. Banerjee, and D. Boley. Bregman Divergences and Triangle Inequality. In SIAM Data Mining Conf. SDM
13, 2012. Accepted
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(unavailable)
- Ravishankar Sivalingam, Daniel Boley, Vassilios Morellas, and Nikolaos Papanikolopoulos. Positive Definite Dictionary
Learning for Region Covariances. In IEEE Int'l Conf. on Comp. Vision (ICCV 2011), pp. 1013–1019, 2011.
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[pdf]
(946.0kB
)
- H. Wang, A. Banerjee, and D. Boley. Common Component Analysis for Multiple Covariance Matrices. In KDD
2011: 17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2011. (in press - poster paper)
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[pdf]
(373.9kB
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- Ravishankar Sivalingam, Daniel Boley, Vassilios Morellas, and Nikolaos Papanikolopoulos. Tensor Sparse Coding for Region
Covariances. In European Conf. on Comp. Vision (ECCV 2010), pp. 722–735, Springer, 2010.
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[pdf]
(365.8kB
)
- A. Banerjee, D. Boley, and S. Acharyya. Symmetrized Bregman Divergences and Metrics. Snowbird Learning Workshop,
2009.
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(unavailable)
- Dongwei Cao, Osama Masoud, Daniel Boley, and Nikolaos Papanikolopoulos. Human Motion Recognition Using Support Vector
Machines. Computer Vision and Image Understanding, 113(10):1064–1075, 2009.
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(unavailable)
- David Littau and Daniel Boley. Clustering very large data sets using a low memory matrix factored representation. Computational
Intelligence, 25(2):114–135, May 2009.
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[pdf]
(249.4kB
)
- Ravishankar Sivalingam, Vassilios Morellas, Nikolaos Papanikolopoulos, and Daniel Boley. Metric Learning for Semi-Supervised
Clustering of Region Covariance Descriptors. In Third ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC
2009), pp. 76–83, Aug 30-Sept 2 2009.
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[pdf]
(666.9kB
)
- Dongwei Cao and Daniel Boley. A PAC Bound for Approximate Support Vector Machines. In SIAM Data Mining Conf. SDM
07, 2007.
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(unavailable)
- Dongwei Cao and Daniel Boley. On Approximate Solutions to Support Vector Machines. In SIAM Data Mining Conf. SDM
06, 2006.
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[pdf]
(126.4kB
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- Dongwei Cao, Osama Masoud, and Daniel Boley. Human Motion Recognition with a Convolution Kernel. In ICRA06,
pp. 4270–4275, 2006.
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[pdf]
(205.1kB
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- M. Celik, B. M. Kazar, S. Shekhar, D. Boley, and D. Lilja. Spatial Dependency Modeling Using Spatial Auto-Regression.
In Proceedings of the ICA Workshop on Geospatial Analysis and Modeling, pp. 186–197, 2006. Vienna, Austria (also
AHPCRC Report 2006-046)
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[pdf]
(705.2kB
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- M. Celik, B. M. Kazar, S. Shekhar, and D. Boley. Parameter Estimation for the Spatial Autoregression Model: A Rigorous
Approach. In Second NASA Data Mining Workshop: Issues and Applications in Earth Science, 2006. Pasadena, CA, May 23-24
(also AHPCRC Report 2006-047)
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[pdf]
(103.6kB
)
- H. C. Lam, M. Vazquez Garcia, B. Juneja, S. Fahrenkrug, and D. Boley. Gene Expression Analysis in Multi-Agent Environment.
International Transactions on Systems and Applications, 1(1):35–42, 2006.
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[pdf]
(199.3kB
)
- David Littau and Daniel Boley. Streaming Data Reduction Using Low-Memory Factored Representations. Journal of Information
Sciences, 176(14):2016–2041, Elsevier, 2006.
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[pdf]
(213.0kB
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Some useful background material