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weighted least-squares + weighted min-max optimization

214222008-09-12T14:06:03Z2008-09-12T14:06:03ZThis is a wrapper function to solve optimization problems (using FMINCON) of the form:min w.r.t. X of CostFunc(X) = beta*(W_ls*F(X)) + (1 -...

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BatchLeastSquares(u,y,d,nb,na)

562642016-04-04T09:40:21Z2016-04-04T09:40:21ZThis function estimates the the transfer function coefficients (System Parameters) offline using Batch Least Squares Method.

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Fitting a conic to a given set of points using Trust Region method

321092011-07-06T21:59:55Z2011-07-06T21:59:55ZA general conic can be uniquely describe by the following equation up to a scale factor: Ax^2+Bxy+Cy^2+Dx+Ey+F=0Then (A,B,C,D,E,F) is often called algebraic...

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Linear Regression

265382010-01-30T06:12:39Z2010-01-30T06:12:39Zbased...

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iterative weighted least squares

650162017-11-09T23:34:46Z2017-11-09T23:34:46Zgauss-newton

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Recursive Least Squares

563602016-04-04T21:55:01Z2016-04-04T21:55:01ZThis function estimates the transfer function coefficients (System Parameters) "online" using Recursive Least Squares Method.

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Approximate Least Squares Curve Fitting (lsqcurvefit_approx)

937102023-08-14T20:27:33Z2023-08-14T20:27:33Zlsqcurvefit_approx Fits linear and polynomial models to data using linear least squares and approximates nonlinear models through...

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Comprehensive DSP Toolbox v1.0

65382004-12-22T09:27:37Z2004-12-22T09:27:37ZFunctions are described briefly below:1) er_add: Add given tranfer functions.2) er_blaschke: Perform desired frequency transformation of digital filter using...

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Orthogonal Least Squares Algorithms for Sparse Signal Reconstruction

228282009-01-29T18:03:42Z2009-01-29T18:03:42ZAdded after previous versionols_gp: Sparse reconstruction by Orthogonal Least Squares followed by Gradient Pursuitols_nomp: Sparse reconstruction by...

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polyfit3

42622010-12-16T16:36:27Z2010-12-16T16:36:27ZPOLYFIT3(X,Y,N,NUL,W) finds the coefficients of a polynomial P(X) of degree N that fits the data, P(X(I))~=Y(I), in a least-squares sense. Any of the...

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Least Square Linear Regression

649602017-11-05T13:22:35Z2017-11-05T13:22:35ZIn this app, users are able to change the slope and intercept of a "fit" line and visualize error. Users can also choose to show the least square regression...

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Ellipse Fit

224232008-12-13T11:16:57Z2008-12-13T11:16:57ZUsage:[semimajor_axis, semiminor_axis, x0, y0, phi] = ellipse_fit(x, y)Input: x - a vector of x measurements y - a vector of y measurementsOutput:...

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Four-Parameter Sinefit

232142019-01-04T12:53:33Z2019-01-04T12:53:33ZIEEE Standard for Digitizing Waveform Recorders (IEEE Std 1057): Algorithm for least squares fit to sinewave data using matrix operations:- three-parameter...

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Fast and Accurate Symmetric Positive Definite Matrix Inverse Using Cholesky...

345112015-02-18T16:27:52Z2015-02-18T16:27:52ZWe can exploit the structure of a real, positive definite, symmetric matrix by using the Cholesky decomposition to compute the inverse. The standard MATLAB...

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NIST Statistical Reference Datasets for Nonlinear Regression

380572012-09-07T15:27:01Z2012-09-07T15:27:01ZThe Statistical Reference Datasets Project, maintained by staff of the Statistical Engineering Division within the IT Laboratory of the National Institute...

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Fitting an ellipse to a given set of points

321062011-07-06T20:44:35Z2011-07-06T20:44:35ZThe most accurate and robust fit minimizes geometric (orthogonal) distances from the observed points to the fitting curve. Our goal is to minimize the sum...

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Restricted Cubic Spline

412412013-04-11T19:29:01Z2013-04-11T19:29:01Z%Fits the so called restricted cubic spline via least squares (see Harrell %(2001)). The obtained spline is linear beyond the first and the last %knot. The...

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Least Squares Polynomial Fitting for Noisy Data

912052021-04-28T14:24:11Z2021-04-28T14:24:11ZThis snippet, is in reality the initial prototype I used for building my polynomial least squares class/module in C and Fortran, respectively. As you'll...

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LSWAVE-SignalProcessing

705262023-03-13T02:28:52Z2023-03-13T02:28:52ZThe least-squares wavelet analysis (LSWA) is a robust method of analyzing any type of time/data series without the need for editing and preprocessing of the...

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detrend3

613282017-01-29T00:12:51Z2017-01-29T00:12:51ZThis function behaves just like Matlab's detrend function, but detrending is applied along the third dimension of all rows and columns of a 3D dataset. If...

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griddataLSC

573422018-12-10T08:21:39Z2018-12-10T08:21:39ZgriddataLSC can be used interpolate data using least squares collocation.It offers the choice of 6 covariance functions; 1. the 3-D logarithmic covariance...

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Regression Utilities

431352020-11-15T04:08:15Z2020-11-15T04:08:15ZThis zip file contains 11 functions related to regression. The functions are:1) cookdist.m - Cook's distance for data points2) dregr.m - Deming regression3)...

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Nonlinear Regression Shapes

108642006-06-22T16:53:37Z2006-06-22T16:53:37ZThe art of fitting a nonlinear regression model often starts with choosing a model form. This submission is an attempt to teach the reader a simple but...

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Fitting a conic to a given set of points using Levenberg-Marquardt method

321082011-07-06T21:45:01Z2011-07-06T21:45:01ZA general conic can be uniquely describe by the following equation up to a scale factor: Ax^2+Bxy+Cy^2+Dx+Ey+F=0Then (A,B,C,D,E,F) is often called algebraic...

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fitcircle.m

150602007-05-21T17:00:44Z2007-05-21T17:00:44ZAlthough a linear least squares fit of a circle to 2D data can be computed, this is not the solution which minimizes the distances from the points to the...

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Ellipse Fit (Taubin method)

226832009-01-14T21:56:42Z2009-01-14T21:56:42ZThis is a fast non-iterative ellipse fit, and among fast non-iterative ellipse fits this is the most accurate and robust. It takes the xy-coordinates of...

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Ellipse Fit (Direct method)

226842009-01-16T12:56:47Z2009-01-16T12:56:47ZThis is a fast and non-iterative ellipse fit. Usage: A = EllipseDirectFit(XY)Input: XY(n,2) is the array of coordinates of n points x(i)=XY(i,1),...

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sinefit

682732019-12-17T23:22:48Z2019-12-17T23:22:48ZTHIS FILE IS OUT OF DATE. The current, more efficient version is in the Climate Data Toolbox here: https://www.mathworks.com/matlabcentral/fileexchange/70338.

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fitellipse.m

151252016-03-04T18:49:24Z2016-03-04T18:49:24ZThere are two main methods for least squares ellipse fitting:1) Minimise algebraic distance, i.e. minimise sum(F(x)^2) subject to some constraint, where...

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Circle Fit (Taubin method)

226782009-01-13T23:50:34Z2009-01-13T23:50:34ZThis is a robust and accurate circle fit. It works well even if datapoints are observed only within a small arc. This circle fit wasproposed by G. Taubin in...

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Batched partitioned nonlinear least squares

499502015-04-23T18:02:11Z2015-04-23T18:02:11ZOccasionally I see requests to solve very many nonlinear least squares problems, all of which have the same model, but different sets of data. The simple...

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Ellipsoid fit

246932015-12-04T23:59:14Z2015-12-04T23:59:14ZFits an ellipsoid or other conic surface into a 3D set of points approximating such a surface, allows some constraints, like orientation constraint and...

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polyplot

491192015-01-22T18:53:16Z2015-01-22T18:53:16ZThis function simply plots a polynomial fit to scattered x,y data. This function can be used to easily add a linear trend line or other polynomial fit to a...

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trend

463632021-03-25T19:13:49Z2021-03-25T19:13:49Z* * * NOTICE * * * A NEW AND IMPROVED VERSION OF THIS FUNCTION CAN BE FOUND IN THE CLIMATE DATA TOOLBOX FOR MATLAB. GET IT HERE:...

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LMFnlsq - Solution of nonlinear least squares

175342012-02-25T07:54:08Z2012-02-25T07:54:08ZThe function The LMFnlsq.m serves for finding optimal solution of an overdetermined system of nonlinear equations in the least-squares sense. The standard...

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LSE

138352010-06-30T08:28:42Z2010-06-30T08:28:42ZThis submission was written by request - as a tool to handle linear least squares problems, subject to linear equality constraints that may potentially be...

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Sphere Fit (least squared)

341292013-07-02T19:19:50Z2013-07-02T19:19:50ZGiven a set of data points, this function calculates the center and radius of the data in a least squared sense. The least squared equations are used to...

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fit_ellipse

32152003-10-02T09:32:01Z2003-10-02T09:32:01ZThis function uses the Least-Squares criterion for estimation of the best fit to an ellipse from a given set of points (x,y). The LS estimation is done for...

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Circle fit

55572004-07-29T09:34:44Z2004-07-29T09:34:44ZRevival of a 14 years old code (written in 1991 for MATLAB 2.x).Given a set of measured x,y pairs that a re supposed to reside on a circle, but with some...

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Free-knot spline approximation

258722022-02-24T16:21:22Z2022-02-24T16:21:22ZThe purpose of this function is to provide a flexible and robust fit to one-dimensional data using free-knot splines. The knots are free and able to cope...

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Fisher Information Explorer

1653362024-05-07T03:30:47Z2024-05-07T03:30:47ZOptimization of experiments concerns choosing how best to deploy measurements to achieve some goal. For example, suppose you embark on observing the...

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Polynomial Fit Explorer

1659412024-05-14T15:33:04Z2024-05-14T15:33:04ZThis Live Script illustrates how to interactively fit data to a polynomial using tools available in a plot menu, and then how to programmatically fit the...

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Parameter Extraction using Least Squares

624182017-04-04T22:07:54Z2017-04-04T22:07:54ZThis Parameter extraction code fits a known model to a given measurement data in least-squares sense. It is generalized for any number of variables and...

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3D Least squares polynomial fit in x and y

240622009-05-09T16:29:06Z2009-05-09T16:29:06ZOften, measured data is comprised of N sampled values of z, evaluated at N locations (x,y). With this function, you can calculate the coefficients of the...

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Least Squares Curve Fitting

121272012-03-12T06:17:49Z2012-03-12T06:17:49ZVery limited application of least squares. It gives you the plotted curves of original and plotted data with the equation in polynomial form. you can also...

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active set algorithm

109082007-04-18T17:05:55Z2007-04-18T17:05:55ZThis function solves linear least squares problem with nonnegative variables using the active set algorithm described in: Portugal, Judice and Vicente, A...

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fits(f,xd,yd,p0,n,m)

721132019-07-10T23:00:11Z2019-07-10T23:00:11ZParameter Fitting: given a model function f(x,p), this program finds the minimizer of F(p) = norm(d,n), where d = error vector Usage: Least squares...

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Least Squares using Cholesky Decomposition

599692018-06-29T17:21:39Z2018-06-29T17:21:39ZThis function computes the n-dimensional column vector x that minimizes norm(b-A*x), where A is an m-by-n coefficient matrix and b is the m-dimensional...

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Level Correction for I.C. Engine Cylinder Pressure Trace

689322018-09-26T19:34:21Z2018-09-26T19:34:21ZWhen measuring in-cylinder pressure on an I.C. (internal combustion) engine, pressure transducer drift can cause the measured values to be shifted up or...

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Ahmed-ElTahan/Stochastic-Recursive-Modified-Extended-Least-Squreas-RMELS

562032016-07-08T08:28:36Z2016-07-08T08:28:36Z% This function is made by Ahmed ElTahan%{ This function is intended to estimate the parameters of a dynamic system of unknown parameters using the...

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