COOKIES: By using this website you agree that we can place Google Analytics Cookies on your device for performance monitoring. |
University of Cambridge > Talks.cam > Signal Processing and Communications Lab Seminars > Sparse Approximation and Atomic Decomposition: Considering Atom Interactions in Evaluating and Building Signal Representations
Sparse Approximation and Atomic Decomposition: Considering Atom Interactions in Evaluating and Building Signal RepresentationsAdd to your list(s) Download to your calendar using vCal
If you have a question about this talk, please contact Rachel Fogg. I will present work from my recent dissertation, which makes contributions to the sparse approximation and efficient representation of complex signals, e.g., acoustic signals, using greedy iterative descent pursuits and overcomplete dictionaries. As others have noted before, peculiar problems arise when a signal model is mismatched to the signal content, and a pursuit makes bad selections from the dictionary. These result in a model that contains atoms having no physical significance to the signal, existing to correct the representation through destructive interference, which diminishes its efficiency, and hinder the useful application of sparse approximation to signal analysis (e.g., source identification), visualization (e.g., source selection), and modification (e.g., source extraction). While past works have addressed these problems by reformulating a pursuit to avoid them, in this dissertation we use these corrective terms to learn about the signal, the pursuit algorithm, the dictionary, and the model. We show that a better signal model results when a pursuit builds it considering the interactions between its components. This talk is part of the Signal Processing and Communications Lab Seminars series. This talk is included in these lists:
Note that ex-directory lists are not shown. |
Other listsConference "Continuity and Change in Grammar" IoA Stellar Pops Pragmatics reading group 2012-13Other talksBP KEYNOTE LECTURE: Importance of C-O Bond Activation for CO2/COUtilization - An Approach to Energy Conversion and Storage Architecture and the English economy, 1200-1500: a new history of the parish church over the longue durée Hypergraph Saturation Irregularities Group covariance functions for Gaussian process metamodels with categorical inputs Psychological predictors of risky online behaviour: The cases of online piracy and privacy Cambridge-Lausanne Workshop 2018 - Day 2 Knot Floer homology and algebraic methods 'Honouring Giulio Regeni: a plea for research in risky environments' Cambridge - Corporate Finance Theory Symposium September 2017 - Day 1 Katie Field - Symbiotic options for the conquest of land The Rise of Augmented Intelligence in Edge Networks Polynomial approximation of high-dimensional functions on irregular domains |