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URL: https://github.com/topics/tikhonov-regularization

⇱ tikhonov-regularization · GitHub Topics · GitHub

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tikhonov-regularization

Here are 14 public repositories matching this topic...

docnok / detection-estimation-learning

Python notebooks for my graduate class on Detection, Estimation, and Learning. Intended for in-class demonstration. Notebooks illustrate a variety of concepts, from hypothesis testing to estimation to image denoising to Kalman filtering. Feel free to use or modify for your instruction or self-study.

python machine-learning signal-processing detection jupyter-notebook regression estimation lasso ridge-regression hypothesis-testing maximum-likelihood teaching-materials kalman-filter python-notebook lasso-regression estimation-theory tikhonov-regularization

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Jupyter Notebook

👁 L2-regularization-ridge-regression-course

SENATOROVAI / L2-regularization-ridge-regression-course

L2 regularization, or Ridge regression, is a technique to prevent overfitting in machine learning by adding a penalty proportional to the sum of squared weights to the loss function. It forces weights to be small but rarely zero, resulting in a smoother, more stable model. Solver

python data-science solver mathematics tikhonov-regularization bias-variance-tradeoff shrinkage-methods senatorov ridge-regression-tutorial l2-regularization-explained ridge-regression-math-derivation multicollinearity-solution machine-learning-regularization linear-regression-with-penalty

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Python

mdpetters / RegularizationTools.jl

A Julia package to perform Tikhonov regularization for small to moderate size problems.

ridge-regression inverse-problems tikhonov-regularization regularization-methods

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Julia

ejcanalesr / multicomponent-T2-toolbox

Non-parametric T2 relaxometry methods for myelin water quantification

distribution myelin tikhonov-regularization relaxometry mri-brain myelin-water-fraction non-negative-least-squares t2-relaxometry regularized-nnls multi-echo-t2 myelin-water-imaging

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Python

nocliper / ilt

🔬 Numerical routines to inverse the Laplace Transform for semiconductor Deep Level Transient Spectroscopy. To cite: Vasilev, A. (2024). Numerical Inverse Laplace Transform for Deep-Level Transient Spectroscopy. https://doi.org/10.5281/zenodo.10462383

regression tikhonov-regularization material-characterization ill-posed

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Jupyter Notebook

dpscience / DCONTINPALS

pyDCONTINPALS - A Python program for running the historical FORTRAN code CONTIN-PALS which solves Fredholm integral equations with convoluted exponential decays as kernels of the type that occur in the analysis of Positron Annihilation Lifetime Spectra (PALS).

analysis regularization inverse-problems nonnegativity-constraints exponential-distributions datareduction lifetime-spectroscopy pals positron-lifetime-spectra tikhonov-regularization flm exponential-decay ill-posed contin tikhonov multi-exponential-decay positron-annihilation-lifetime fredholm-integral-equation laplace-inversion linear-algebraic-equations

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Fortran

anyuzx / Fredholm-Integral-Equation-Solver

Python solver for Fredholm integral equation of the first kind.

probability-distribution integral-equations fredholm tikhonov-regularization

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Python

bhuvansun / primal-dual-optimization

Primal-Dual algorithm for smooth regularization of non-smooth optimization functions

gradient-descent adam-optimizer gaussian-kernel nesterov-accelerated-sgd tikhonov-regularization optimization-techniques primal-dual-algorithm chambolle-pock

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MATLAB

sergeigribanov / ISRSolver

A set of utilities for obtaining a Born cross section using visible cross section data

numerical-methods hep inverse-problems integral-equations cross-section tikhonov-regularization ill-posed condition-number electron-positron initial-state-radiation

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C++

sathvikyesprabhu / ece2-hw

blue splines svd dct fourier-transform jpeg-image-compression evd wavelet-transform truncated-svd tikhonov-regularization haar-wavelets riesz pseudo-inverse

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Jupyter Notebook

divasilevski / oscillations-of-the-rod

Прямая задача об установившихся продольных колебаниях стержня

runge-kutta-methods shooting-method collocation-method tikhonov-regularization

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JavaScript

TarasKanf / integral-equation-tikhonov-regularization-on-R

Solving an integral equation with the Tikhonov regularization method

integral-equations tikhonov-regularization

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TeX

TarasKanf / boundary-reconstruction

Boundary reconstruction in double-connected planar domains

integral-equations tikhonov-regularization boundary-integral-equations double-connected-domains boundary-reconstruction single-layer-potential trigonometric-quadrature-method green-s-function

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C#

enavayaz / mfreg

Polynomial (Ridge) Regression on Riemannian Manifolds for Time-Series Prediction

prediction regresssion manifolds ridge riemannian tikhonov-regularization

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Python

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