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On the Representation of Functions with Gaussian Wave Packets

Fredrik Andersson, Marcus Carlsson, Luis Tenorio

Forskningsoutput: Tidskriftsbidrag › Artikel i vetenskaplig tidskrift › Peer review

Sammanfattning

Abstract in Undetermined
We introduce Gaussian wave packets in pursuit of representations of functions, in which the representation is invariant under translation, modulation, scale,
rotation and anisotropic dilation. Properties of both continuous and discrete representations are discussed. For the discrete (two-dimensional) case, we develop fast
algorithms for the application of the analysis and synthesis operators. A main objective for using Gaussian wave packets is to obtain sparse approximations of functions.
However, due to the many invariance properties, the representations will have a high
degree of redundancy. Therefore, we also introduce sparse methods for highly redundant representations, that employ some of the analytic properties of Gaussian wave
packet for gaining computational efficiency.
Originalspråkengelska
Sidor (från-till)146-181
TidskriftJournal of Fourier Analysis and Applications
Volym18
DOI
StatusPublished - 2012

Ämnesklassifikation (UKÄ)

  • Matematik
  • Datorgrafik och datorseende

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