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Detailed description of the use of the C ++ matrix database Eigen

// MatlabA.cast (); // double(A)A.cast (); // single(A)A.cast (); // int32(A)A.real(); // real(A)A.imag(); // imag(A)// if the original type equals destination type, no work is done Eigen solves Linear Equations Ax = B // Solve Ax = b. Result stored in x. Matlab: x = A \ b.x = A.ldlt().solve(b)); // A sym. p.s.d. #include x = A.llt

Summary of MATLAB knowledge

variablesubexpr functions Sometimes the symbolic expressions returned by MATLAB are difficult to understand, and with the SUBEXPR function, you can simplify the expression by using a symbolic representation of the repeated occurrences of the sub-formula in the expression.C=sym (' C ', ' real ');X=sym (' x ', ' real ');S=solve (X^3-x+c)A=SUBEXPR (s) Get sigma = -108*c+12* ( -12+81*c^2) ^ (1/2)A = [1/6*sigma^ (1/3) +2/sigma^ (1/3)][ -1/12*sigma^ (1/3) -1/sigma^ (1/3) +1/2*i*3^ (in) * (1/6*sigma^

Using MATLAB to realize PCA demo display

input_data = rand (1000,3); % randomly generated 1000 samples, each with x, Y, z three properties Figure (1);% control the drawing window to 1Hold off;% so that the current axis and graphics no longer have the nature of being refreshed, close on this basis and then drawPLOT3 (Input_data (:, 1), Input_data (:, 2), Input_data (:, 3), ' Ro '); Percent Function PCA, Input_data, Out_dim % use this to switch methodsuse_svd_method=1;% changed to 0 after using the

UFLDL Teaching (iii) PCA and whitening exercise

EXERCISE:PCA and WhiteningNo. 0 Step: Data preparationUFLDL The downloaded file contains the dataset Images_raw, which is a 512*512*10 matrix, which is 10 images of 512*512(a) data-loadingUsing the Sampleimagesraw function, extract the numpatches image blocks from the Images_raw, each image block size is patchsize, and the extracted image blocks are stored in columns, respectively, in each column of the matrix patches, That is, patches (:, i) holds all the pixel values of the first image block(b

Complex compilation Error

If you haven't done anything for a long time, nothing can be updated. As we started to do things in the past two days, problems are constantly emerging, and even the use of standard complex classes has problems. Let's talk about the problem first. xxxx.cpp: In member function ‘void xxxx::xxxxxxxx()’:xxxx.cpp:100: error: ISO C++ forbids declaration of ‘type name’ with no typexxxx.cpp:100: error: expected primary-expression before ‘double’xxxx.cpp:100: error: expected ‘;’ before ‘double’make: ***

[Machine Learning Algorithm Implementation] Principal Component Analysis (PCA)-based on python + numpy, pcanumpy

sample, rowvar is set to 0. CovMat is the covariance matrix. (3) Calculate the feature value and Feature Matrix call the eig function in linalg of the linear algebra module in numpy. The feature value and feature vector can be obtained directly from covMat: eigVals,eigVects=np.linalg.eig(np.mat(covMat)) EigVals stores feature values and row vectors. EigVects stores feature vectors. Each column carries a feature vector. Feature values correspond to f

The technology of the R language data set

by Eig function.The elements of the D diagonal are the eigenvalues (representing the scale of the scaling), and D is that each column of the q,v in the eigenvalue decomposition formula corresponds to the D column, representing the corresponding eigenvector, the σ in the eigenvalue decomposition.1. Decomposition MethodFeature decomposition of matricesso that a is a square of nxn , and there are n linearly independent eigenvectors。this way, a can

Exslt tools support

trace through the stylesheet > For debugging. > Is there any chance that when I try to debug the stylesheet in > Xmlspy it gets > Default processor instead of the external I just set? > Tia, > Lizet > > >>> Tools --> options --> XSL >>> External XSL transformation program: >>> C: \ Program Files \ exslt for msxml4 \ msexslt \ exms0000.exe >>> % 1% 3-o % 2-u '4. 0 * Ex' >>> > > > ------------------------------------------------- > Este Mensaje fue enviado usando el servicio de Cor

"He said, you are too tired to do that, and if the field changes, maintenance is required"

decreases with the table structure, no need to change other code */ Sitetable. Rows. Add (siterow );If (f_sitemanagement.remote_logical.addsite (siteset. getchanges () = 1){MessageBox. Show ("added successfully! ");}}The WebService end is written as follows:Public int addsite (Dataset siteset){Sqldataadapter siteadap = new sqldataadapter ();Sqlcommand sitecommand = new sqlcommand ("select * From u_site_info", c_service_scout.dbconn ); Siteadap. selectcommand = sitecommand;Sqlcommandbuilder

The usage of feval function in MATLAB __matlab

Grammar [Y1,y2,...] = Feval (fhandle,x1,x2,..., xn) [y1,y2,...] = feval (fname,x1,x2,..., xn) Describe The first use of Fhandle is a function of the handle,x1,x2,... xn is the function of the parameters, the function of handle how to write, look at the following exampleThe fname in the second usage is a string representation of the function name. Note that the name must be a simple name, it cannot contain a path, and it cannot contain an. m extension. X1,x2,... xn is an example of this functi

Matlab eigenvalues and eigenvectors--arranging eigenvalues in order from large to small

In the job need to find the eigenvalues and eigenvectors of a matrix, of course, the students will use the MATLAB built-in functions [V, D] = Eig (A), so that the diagonal matrix D is a small-to-large arrangement of the characteristics of the value. Some students want to be able to separate this diagonal element into a row vector or column vector, but also hope that the characteristics of the value from large to small arrangement, in order to achieve

Super easy free php+mysql+ftp+ no advertising personal learning space

Free HostingNo AD free HostingMain FeaturesDisk Space: MBMonthly Bandwidth: 4000 bytesChild domains: 2Plug-in domain XHosted domain XMySQL Database: 1FTP account: 1Email account: 2Private IPXOther featuresControl Panel: cpanelFantasticoxRV SiteBuilder Professional xPHP 5: Safe Mode shutdownPrivate cgi-bin√.Ruby on Rails xCurly √Shared SSL (256-bit encryption) xPassword protected directory √PGP Encryption √Cron Job XMandatory AD Site XPricing3 Months:

On the implementation of the NG algorithm for spectral clustering

laplas% of the normalized value is the K minimum eigenvalues and corresponding eigenvectors function [eig_val,special_vector] = Get_special_vector (laplas,k) Eig_con = Eig (Laplas); [Vector,x] = Eig (Laplas); [Sort_vec,index] = sort (Eig_con, ' descend '); eig_val = Eig_con (Index (1:K)); temp_vector = vector (:, index (1:K)); [Row,col] = size (temp_vector), y = zeros (Row,col), for i=1:row s = (sum (te

Matrix in MATLAB

the symbol. Example 8. returns the transpose x = B 'x = 8 3 4 1 5 9 6 7 2 linear algebra of matrix B. in MATLAB, the Inverse Calculation of the matrix only requires the function "inv", which greatly simplifies the calculation process. Example 9. calculate the inverse x = inv (a) x = 3-3 1-3 5-21-2 1 of matrix A in MATLAB, and obtain the size of the determining factor of the matrix, it can be implemented using the "det" function. Example 10. Obtain the determinant x = det (a) x = 1 of matrix A.

Object-oriented: MATLAB's custom class [Matlab]

operations can be implemented using the following code:The% stress vector is required for the line vector T = (t * n). '; % if n is a column vector T = n * t; % if n is the line vector%, the positive stress sigma = N. ' * T * n; % if n is the column vector sigma = n * T * n. '; % if n is the row vector% of the shear stress tau = sqrt (norm (t) ^2-sigma^2); The main stress and its corresponding direction [V, D] = Eig (t);It doesn't seem to

Reverses the case of letters in a string to OC

Capitalize each letter in S into lowercase, lowercase to uppercase, and other characters. The return value is the modified string-(NSString *) reversalupperandlowerforstring: (NSString *) s{Nsmutablestring *str=[[nsmutablestring Alloc]init];for (int i=0; iNSString *substr=[s Substringwithrange:nsmakerange (i, 1)];Unichar J=[substr characteratindex:0];if ((j>= ' a ') (j[Str appendString: [SubStr uppercasestring];}else if ((j>= ' A ') (j{[Str appendString: [SubStr lowercasestring];}Else{[Str APP

Using QR algorithm to solve eigenvalues and eigenvectors of matrices

numerical solution is obtained that is close enough to the eigenvalues of the Matrix.Again, the computer can only solve the numerical solution and cannot find the analytic solution. def eig(self, A) : ifisNone : return forin range(020) : (Q, R) = self.qr_decomposition(A) A = self.multiply(R, Q) return AOn the diagonal is the eigenvalues of the Matrix.After finding the eigenvalues, according to

Machine learning Combat Bymatlab (ii) PCA algorithm

EIG function of MATLAB, the returned eigenvalues are a diagonal matrix with eigenvalues distributed diagonally, and the first I eigenvalues correspond to the eigenvectors of column IFifth step: Projecting the sample points onto the selected eigenvectorsAssuming that the sample column number is M, the characteristic number is n, minus the mean value after the sample matrix is Dataadjust (m*n), the covariance matrix is n*n, the K feature vector is sele

Three-dimensional reconstruction interview 13X: Some algorithm questions-today's headline ai-lab__ algorithm

, r is the upper triangular Schur matrix, and the element on its main diagonal is the characteristic value of x. [U,r]=schur (X) (5) The Hessenberg decomposition of arbitrary square matrices can be decomposed into x=php ', where p is unitary matrix, and the elements under the first diagonal of H are 0, i.e. H is the Hessenberg matrix. [P,h]=hess (X) (6) The eigenvalue decomposition of arbitrary matrices evd any one n-order matrix X can be decomposed into XV=VD, where D is the eigenvalues o

[Lab1]-eigrp Test

use the command to modify the K valueR1/2/3/4 (config-if) #router Eig 90R1/2/3/4 (config-router) #metric weight 0 0 0 1 0 0Default metric Calculation formula: metric= [10^7/bandwidth (min) + delay (sum)/10] * 256See 3.3.3.3 's routing table on R1D 3.3.3.0 [90/665600] via 14.1.1.4, 00:00:58, FASTETHERNET0/1[90/665600] via 12.1.1.2, 00:00:58, fastethernet0/0Let's figure out how the next 665600 came from.Show Inter f0/0 s1/0 lo0We can see the delay of e

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