Browsing Electrical engineering by Subject "optimization"
Now showing items 1-3 of 3
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Constrained Robust Submodular Sensor Selection with Application to Multistatic Sonar Arrays
We develop a framework to select a subset of sensors from a field in which the sensors have an ingrained independence structure. Given an arbitrary independence pattern, we construct a graph that denotes pairwise independence ... -
Convex Optimization Algorithms and Statistical Bounds for Learning Structured Models
Design and analysis of tractable methods for estimation of structured models from massive high-dimensional datasets has been a topic of research in statistics, machine learning and engineering for many years. Regularization, ... -
On Numerical Methods for Efficient Deep Neural Networks
The advent of deep neural networks has revolutionized a number of areas in machine learning, including image recognition, speech recognition, and natural language processing. Deep neural networks have demonstrated massive ...