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GiangTTran/ExactRecoveryChaoticSystems
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1. Test files:
a. test_lorenz.m
b. test_rossler.m
c. test_hyperchaos.m
2. Algorithm: am_solver.m
Alternating minimization to solve the following joint sparsity + sparsity problem
(C,E) = min mu/2||phiX*C + E - Xdot + b||_F^2 + sum_j||E^j||_2
subject to C is sparse
b = b + phiX*C + E - Xdot
3. Supplementary Material:
a. corrupted_data.m: add bandwith corruption to clean data X
b. dictionary3.m: construct dictionary matrix built from the 3D data
c. dictionary4.m: construct dictionary matrix built from the 4D data
c. time_derivative.m: 1st/2nd order approximation of time derivative
%====================================================================================
Authors: Giang Tran and Rachel Ward
Institution: The University of Texas at Austin
Version: 1.0, Year: 2016
More information can be found at:
G. Tran and R. Ward, "Exact Recovery of Chaotic Sysmtems from Highly Corrupted Data",
https://arxiv.org/abs/1607.01067
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