Algorithms for Sparsity-Constrained Optimization
Seiten
2013
|
2014
Springer International Publishing (Verlag)
978-3-319-01880-5 (ISBN)
Springer International Publishing (Verlag)
978-3-319-01880-5 (ISBN)
This thesis presents a wholly new technique in the structural analysis of data that uses a 'greedy' algorithm to derive optimal sparse solutions, enabling faster and more accurate results in formerly problematic areas of machine learning and signal processing.
This thesis demonstrates techniques that provide faster and more accurate solutions to a variety of problems in machine learning and signal processing. The author proposes a "greedy" algorithm, deriving sparse solutions with guarantees of optimality. The use of this algorithm removes many of the inaccuracies that occurred with the use of previous models.
This thesis demonstrates techniques that provide faster and more accurate solutions to a variety of problems in machine learning and signal processing. The author proposes a "greedy" algorithm, deriving sparse solutions with guarantees of optimality. The use of this algorithm removes many of the inaccuracies that occurred with the use of previous models.
Dr. Bahmani completed his thesis at Carnegie Mellon University and is currently employed by the Georgia Institute of Technology.
Introduction.- Preliminaries.- Sparsity-Constrained Optimization.- Background.- 1-bit Compressed Sensing.- Estimation Under Model-Based Sparsity.- Projected Gradient Descent for `p-constrained Least Squares.- Conclusion and Future Work.
Erscheint lt. Verlag | 18.10.2013 |
---|---|
Reihe/Serie | Springer Theses |
Zusatzinfo | XXI, 107 p. 13 illus., 12 illus. in color. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 368 g |
Themenwelt | Technik ► Elektrotechnik / Energietechnik |
Schlagworte | compressed sensing • GraSP Algorithm • linear models • linear regression • Logistic Regression • Model-Based Sparsity • Nonlinear Inference • Smooth Cost Functions |
ISBN-10 | 3-319-01880-9 / 3319018809 |
ISBN-13 | 978-3-319-01880-5 / 9783319018805 |
Zustand | Neuware |
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