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algorithm python » algorithm within (Expand Search), algorithms within (Expand Search), algorithm both (Expand Search)
python function » protein function (Expand Search)
a functional » _ functional (Expand Search), a function (Expand Search), state functional (Expand Search)
algorithm a » algorithm _ (Expand Search), algorithm b (Expand Search), algorithms _ (Expand Search)
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Algorithms for Sparse Support Vector Machines
Published 2022“…Penalties still appear, but serve a different purpose. The proximal distance principle takes a loss function <math><mrow><mi>L</mi><mo>(</mo><mi>β</mi><mo>)</mo></mrow></math> and adds the penalty <math><mrow><mi>ρ</mi><mn>2</mn>dist<mrow><mrow><mo>(</mo><mi>β</mi><mo>,</mo><msub><mrow><mi>S</mi></mrow><mi>k</mi></msub><mo>)</mo></mrow></mrow><mn>2</mn></mrow></math> capturing the squared Euclidean distance of the parameter vector <math><mi>β</mi></math> to the sparsity set <i>S<sub>k</sub></i> where at most <i>k</i> components of <math><mi>β</mi></math> are nonzero. …”
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CEL0, and to a lesser extent, <i>ℓ</i><sub>1/2</sub>, and hard thresholding produce sparser codes than ISTA.
Published 2023“…C: Distribution of the amplitudes of the active units D:MSE as a function of the number of active units. To get these data points we varied the λ parameter for each algorithm.…”
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(a) Radar chart of these algorithms (23 Benchmark functions), (b) The sorting diagram of these algorithms (23 Benchmark functions).
Published 2025“…<p>(a) Radar chart of these algorithms (23 Benchmark functions), (b) The sorting diagram of these algorithms (23 Benchmark functions).…”
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