2025
Characterizing Extra Credit Accumulation by Undergraduate Students.
IEEE Access, 2025
2021
Maximizing University Enrollment Using Institutional-Based Aid Scholarship.
Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021
2019
An Automated Framework to Recommend A Suitable Academic Program, Course and Instructor.
Proceedings of the IEEE Fifth International Conference on Big Data Computing Service and Applications, 2019
2018
Predicting Student Enrollment based on Student and College Characteristics.
Proceedings of the 11th International Conference on Educational Data Mining, 2018
2013
Interactive Machine Learning in Data Exploitation.
Comput. Sci. Eng., 2013
2012
Ordered Hypothesis Machines.
J. Math. Imaging Vis., 2012
2011
Training SVMs Without Offset.
J. Mach. Learn. Res., 2011
Learning from Only Positive and Unlabeled Data to Detect Lesions in Vascular CT Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011
Error minimizing algorithms for nearest neighbor classifiers.
Proceedings of the Image Processing: Algorithms and Systems IX, 2011
Interactive image quantification tools in nuclear material forensics.
Proceedings of the Image Processing: Machine Vision Applications IV, 2011
A comparison of methods for estimating broadband noise in the frequency domain.
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011
2010
Wide-Area Motion Imagery.
IEEE Signal Process. Mag., 2010
Algorithms for optimal dyadic decision trees.
Mach. Learn., 2010
Radial kernels and their reproducing kernel Hilbert spaces.
J. Complex., 2010
Statistics for characterizing data on the periphery.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
2009
Learning from dependent observations.
J. Multivar. Anal., 2009
Stack Filter Classifiers.
Proceedings of the Mathematical Morphology and Its Application to Signal and Image Processing, 2009
Optimal Rates for Regularized Least Squares Regression.
Proceedings of the COLT 2009, 2009
2007
Stability of Unstable Learning Algorithms.
Mach. Learn., 2007
Gaps in Support Vector Optimization.
Proceedings of the Learning Theory, 20th Annual Conference on Learning Theory, 2007
2006
An Explicit Description of the Reproducing Kernel Hilbert Spaces of Gaussian RBF Kernels.
IEEE Trans. Inf. Theory, 2006
QP Algorithms with Guaranteed Accuracy and Run Time for Support Vector Machines.
J. Mach. Learn. Res., 2006
An Oracle Inequality for Clipped Regularized Risk Minimizers.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006
Function Classes That Approximate the Bayes Risk.
Proceedings of the Learning Theory, 19th Annual Conference on Learning Theory, 2006
2005
A Classification Framework for Anomaly Detection.
J. Mach. Learn. Res., 2005
2004
Fat-Shattering of Affine Functions.
Comb. Probab. Comput., 2004
Density Level Detection is Classification.
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004
Multiple instance learning using simple classifiers.
Proceedings of the 2004 International Conference on Machine Learning and Applications, 2004
2003
Selecting a restoration technique to minimize OCR error.
IEEE Trans. Neural Networks, 2003
Polynomial-Time Decomposition Algorithms for Support Vector Machines.
Mach. Learn., 2003
Weighted Order Statistic Classifiers with Large Rank-Order Margin.
Proceedings of the Machine Learning, 2003
2002
Machine Learning with Data Dependent Hypothesis Classes.
J. Mach. Learn. Res., 2002
2001
On the VC Dimension of Bounded Margin Classifiers.
Mach. Learn., 2001
Product property monitoring for a batch polymerization reaction system.
Proceedings of the American Control Conference, 2001
1999
Training a Sigmoidal Node Is Hard.
Neural Comput., 1999
1998
Efficient algorithms for function approximation with piecewise linear sigmoidal networks.
IEEE Trans. Neural Networks, 1998
A Constructive Neural Network Algorithm for Function Approximation Using Locally Fit Sigmoids.
Int. J. Artif. Intell. Tools, 1998
1997
Function Approximation with the Sweeping Hinge Algorithm.
Proceedings of the Advances in Neural Information Processing Systems 10, 1997
Interactive DSP course development/teaching environment.
Proceedings of the 1997 IEEE International Conference on Acoustics, 1997
1996
Network constraints and multi-objective optimization for one-class classification.
Neural Networks, 1996
Bounds on the complexity of recurrent neural network implementations of finite state machines.
Neural Networks, 1996
A constructive neural network algorithm for function approximation.
Proceedings of International Conference on Neural Networks (ICNN'96), 1996
1995
Query by Image Example: The Comparison Algorithm for Navigating Digital Image Databases (CANDID) Approach.
Proceedings of the Storage and Retrieval for Image and Video Databases III, 1995
1994
On the node complexity of neural networks.
Neural Networks, 1994
1993
Progress in supervised neural networks.
IEEE Signal Process. Mag., 1993
1992
Error surfaces for multilayer perceptrons.
IEEE Trans. Syst. Man Cybern., 1992
1990
Estimating a posteriori probability with P-type nodes.
Proceedings of the IJCNN 1990, 1990
Statistical analysis of a change detector based on image modeling of difference picture.
Proceedings of the 1990 International Conference on Acoustics, 1990
1988
Improving the learning rate of back-propagation with the gradient reuse algorithm.
Proceedings of International Conference on Neural Networks (ICNN'88), 1988
Change detection for target detection and classification in video sequences.
Proceedings of the IEEE International Conference on Acoustics, 1988
1987
A new technique for adaptive frequency estimation and tracking.
IEEE Trans. Acoust. Speech Signal Process., 1987
1986
An adaptive IIR structure for sinusoidal enhancement, frequency estimation, and detection.
IEEE Trans. Acoust. Speech Signal Process., 1986
1985
Detection and identification of sinusoids in broadband noise via a parallel recursive ALE.
Proceedings of the IEEE International Conference on Acoustics, 1985
1984
Detection of multiple sinusoids using an adaptive cascaded structure.
Proceedings of the IEEE International Conference on Acoustics, 1984