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SMindex.txt
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Index of Supplementary Materials
Title of paper: "EnKSGD: A Class Of Preconditioned Black Box Optimization And Inversion Algorithms"
Authors: "Brian Irwin and Sebastian Reich"
File: "SMindex.txt"
Type: "Text file."
Contents: "Index of Supplementary Materials."
File: "README.md"
Type: "Text file."
Contents: "Describes how to use the Julia code to produce the results in Section 5 of the paper."
File: "objectiveFunctions.jl"
Type: "Julia code file."
Contents: "Code that defines objective function structures."
File: "Subsection 5.1/aggregate_enksgd_optimize_least_squares.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 1 (A)."
File: "Subsection 5.1/aggregate_enksgd_optimize_noisy_least_squares.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 2 (E)."
File: "Subsection 5.1/aggregate_cfd_bfgs_optimize_least_squares.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 1 (B)."
File: "Subsection 5.1/aggregate_cfd_bfgs_optimize_noisy_least_squares.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 2 (F)."
File: "Subsection 5.1/aggregate_enkf_optimize_least_squares.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 1 (C)."
File: "Subsection 5.1/aggregate_enkf_optimize_noisy_least_squares.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 2 (G)."
File: "Subsection 5.1/aggregate_cfd_gd_optimize_least_squares.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 1 (D)."
File: "Subsection 5.1/aggregate_cfd_gd_optimize_noisy_least_squares.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 1 (H)."
File: "Subsection 5.2/aggregate_enksgd_optimize_NLS_table.jl"
Type: "Julia code file."
Contents: "Code that produces the results in columns 3 - 5 of Table 1."
File: "Subsection 5.2/aggregate_enkf_optimize_NLS_table.jl"
Type: "Julia code file."
Contents: "Code that produces the results in columns 6 - 8 of Table 1."
File: "Subsection 5.3/data/gen_poisson_data.jl"
Type: "Julia code file."
Contents: "Code that generated the Poisson regression data used to make Figure 3."
File: "Subsection 5.3/data/poisson_data.jld"
Type: "Julia data file."
Contents: "The Poisson regression data used to make Figure 3."
File: "Subsection 5.3/aggregate_enksgd_poisson_regression.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 3 (A)."
File: "Subsection 5.3/aggregate_enkf_poisson_regression.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 3 (B)."
File: "Subsection 5.4/data/gen_sinusoidal_data.jl"
Type: "Julia code file."
Contents: "Code that generated the input signal data used to make Figure 4."
File: "Subsection 5.4/data/sinusoidal_data.jld"
Type: "Julia data file."
Contents: "The input signal data used to make Figure 4."
File: "Subsection 5.4/visualize_signals.jl"
Type: "Julia code file."
Contents: "Code that produces Figure 4 (A) and (B)."
File: "Subsection 5.4/aggregate_enksgd_signal_reconstruction.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 4 (C)."
File: "Subsection 5.4/aggregate_enkf_signal_reconstruction.jl"
Type: "Julia code file."
Contents: "Code that produces the results in Figure 4 (D)."