2012
NeurIPS
NeurIPS 2012
Multiresolution analysis on the symmetric group
Abstract
There is no generally accepted way to define wavelets on permutations. We address this issue by introducing the notion of coset based multiresolution analysis (CMRA) on the symmetric group; find the corresponding wavelet functions; and describe a fast wavelet transform of O(n^p) complexity with small p for sparse signals (in contrast to the O(n^q n!) complexity typical of FFTs). We discuss potential applications in ranking, sparse approximation, and multi-object tracking.
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Interdisciplinary Bridge
- Artificial Intelligence and Computer Science and Mathematics & Optimization
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Trend Setter
- Signal Processing
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Hot Topic Early Bird
- multi-object tracking
Authors
Topics
Machine Learning > Optimization & Theory > Optimization
Mathematics & Optimization > Mathematics > Algebra
Mathematics & Optimization > Mathematics > Discrete Mathematics
Mathematics & Optimization > Optimization > Combinatorial Optimization
Computer Science > Foundations > Algorithms
Machine Learning > Core Methods > Ranking
Mathematics & Optimization > Optimization > Sparse Optimization
Mathematics & Optimization > Mathematics > Signal Processing