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Mathematical knowledge of pattern recognition and mathematical derivation in machine learning

to the derivative of the scalar y-to-column vector x,The y is biased for the elements of each x without transpose.DY/DX = [Dy/dx (IJ)]Important Conclusions:y = U ' XV =σσu (i) x (IJ) v (j) then Dy/dx = = UV 'y = U ' X ' XU then dy/dx = 2XUU 'y = (xu-v) ' (xu-v) then dy/dx = d (U ' X ' xu-2v ' XU + V ' V)/dx = 2XUU '-2VU ' + 0 = 2 (xu-v) U '9. Derivative of matrix Y to matrix x:Each element of Y is derivative of x, and then it is lined together to form a super matrix.Mathematical knowledge of pa

[Mathematical note mathematical notes]2-an integral inequality with logarithms

Theorem. $$\bex \int_0^1\frac{\ln^2x}{x^x}\rd xProof: By the division Integral and Fubini theorem, $$\beex \bea \int_0^1 x^m\ln^nx\rd x=\frac{( -1) ^nn!} {(m+1) ^{n+1}},\\ \int_0^1 \frac{\ln^2x}{x^x}\rd x =\int_0^1 e^{-x\ln x} \ln^2x \rd x =\int_0^1\sum_{k=0}^\infty \fra c{( -1) ^k}{k!} x^k\ln^{k+2}x\rd x\\ =\sum_{k=0}^\infty \frac{( -1) ^k}{k!} \int_0^1 x^k\ln^{k+2}\rd x =\sum_{k=0}^\infty \frac{k+2}{(k+1) ^{k+2}},\\ \int_0^1 \frac{\rd x}{x^x}=\sum_{k=0}^\ Infty \frac{1}{(k+1) ^{k+1}},\\ k+2Jul

PHP Common mathematical Calculation intrinsics (mathematical Functions) _php tutorial

This chapter describes several common PHP math intrinsic functions. General calculations, we can solve by operators, such as subtraction. Using PHP's mathematical calculation intrinsics can help us solve some of the more complex calculations. The following mainly covers round, floor, ceil, pow, Rand,max, Min, Decbin, Bindec, Dechex, Hexdec, decoct, Octdec function. RoundRound-Rounding the floating-point number. The round function syntax is as follows

Add mathematical formulas to the blog, and add mathematical formulas to the blog

Add mathematical formulas to the blog, and add mathematical formulas to the blogMathJax MathJax allows you to include formulas on your webpage. Whether using LaTeX, MathML, or AsciiMath symbols, these formulas are processed as HTML, SVG, or MathML symbols by javascript.Usage Add JavaScript references to the blog Add in body Effect The CSDN blog imposes only the following restrictions on javascript: R

Mathematical Analysis of scattered lists (final solution)-solving collision and mathematical analysis through the Linked List Method

Mathematical Analysis of scattered lists (final solution)-solving collision and mathematical analysis through the Linked List Method The specific implementation of the hash is not described much. It is an array. Each subscript stores the head pointer of the linked list of collision elements, as shown in: Next we will directly study the analysis of hash using the link method: Given a hash T with m slots tha

Algorithms-Meanings of mathematical terms and mathematical terms in discrete mathematics, and answers to discrete mathematics and Algorithms

Algorithms-Meanings of mathematical terms and mathematical terms in discrete mathematics, and answers to discrete mathematics and Algorithms Here we will introduce two important functions in discrete mathematics: The base function and the top function. Make x a real number. The base function rounds x to an integer smaller than or equal to x and closest to x, while the top function rounds x to an integer gr

How can we improve our mathematical analysis?

How can we improve our mathematical analysis? Original mathematical forum for Dr. scibirdThe requests from friends on the Forum tell me about my learning experience and experience in the score for your reference.First, I declare that there is no omnipotent method in the world. Any method has its limitations and applicability.The essence of what you say is a dialectical view. Similarly, if you see something

[Post] thoughts on developing mathematical software

software. Finite Element Theory it must be called ANSYS, fluent, ABAQUS ..., on the circuit simulation forum, we were bustling with the following: ads, Microwave Office ,...,, in the discussion of Computational chemistry, lt; Edit gt; Gaussian lt;/edit gt;, nwchem, the ADF occupies a large area of space, I have been involved in the discussion of mathematical tools for a long time, and it is almost f

PHP Mathematical Operational Function Large summary (classic worth collection) _php tips

This paper summarizes and analyzes the PHP mathematical operation function. Share to everyone for your reference, specific as follows: First, the commonly used function description: Abs: Get absolute value. Acos: Gets the inverse cosine value. Asin: Get the inverse chord value. Atan: Get the tangent value. Atan2: Calculates the inverse tangent value of two numbers. Base_convert: Converts the rounding of a number. Bindec: The binary turns into

[Sharing] Download Mathematical Physics methods/equations Learning Resources

Two-step elliptical sequence and elliptical Sequence 3.1 MB Mathematical theory of elastic structures 4.2 MB Mathematical Methods in physics 5.2 MB Mathematical Methods in physics second paper 5.9 MB The progressive progress in Mathematics and Physics 7.4 MB Mathemat

On the mathematical cultivation of programmers

Many may have seen Google's recruitment advertisement several years ago on the Internet. Its first question is as follows: {first 10-digit prime found in consecutive digits e }. A prime number consisting of the first 10 consecutive digits in COM and E. It is said that at that time, many subway stations in the United States had large advertisements for this question. If you answered this question correctly and entered this answer in the browser's address bar, you could enter the next round of tes

A mathematical system that you need to know if you want to climb higher.

encountered many problems. how do I describe a general motion process and how to establish a stable and widely applied atomic expression, there are many ways to portray the relationship between micro motion and macro distribution transformation. In this process, I found two things: My original mathematical foundation is far from applicable to my in-depth research on these issues. In mathematics, there are many ideas and

Mathematical Foundations and auxiliary classes of Unity3d Mathematics

Reprint Annotated smartdot:http://my.oschina.net/u/243648/blog/671931. Mathematics (point multiplication/fork multiplication)/unity3d Mathematics Auxiliary class2. Coordinate system (local/world/screen)3. Unity3d Execution Process4. Calculate the angle between the role and the target point. Rotate the character toward the target point and then move the role (sample)5. gizmos/inspector/Map Editor6. Data interaction between script files7. Yield return/co-threading/Events8. Socket9. Unity3d Call C+

Web Design Skills Case: Building visual effects with mathematical principles

mathematical characteristics. ———— smashing Magazine "Applied Mathematics in Web design" (Thanks to the wonderful translation of 25 degrees north latitude, another strongly recommended this article, can be said to be the updated version of this paper) Grid This is most common in web design, isn't it? Can be used for row, column layout, reasonable organizational elements, so that the page looks orderly. Page design in the column scope is gener

The importance of the Linux Script Development Technology mathematical library in PHP

The importance of the mathematical library of Linux Script Development Technology in PHP-Linux general technology-Linux programming and kernel information. The following is a detailed description. Introduction compared with other open-source languages (such as Perl and Python), the PHP community lacks powerful work to develop a math library. One reason for this situation may be that there are already a large number of mature

The importance of the Linux script development technology mathematical library in PHP

Introduction compared with other open-source languages (such as Perl and Python), the PHP community lacks powerful work to develop a math library. One reason for this situation may be that there are already a large number of mature mathematical tools, which may hinder the community's self-development of PHP Tools. For example, I have studied a powerful tool, SSys

The importance of PHP's mathematical library for simple linear regression

Brief introduction Compared to other open source languages such as Perl and Python, the PHP community lacks a strong job to develop a math library. One reason for this may be that there are already a large number of sophisticated mathematical tools, which may hinder the community's own efforts to develop PHP tools. For example, I have studied a powerful tool, S S

The importance of PHP's mathematical library for simple linear regression _php tutorial

Compared to other open source languages such as Perl and Python, the PHP community lacks a strong job to develop a math library. One reason for this may be that there are already a large number of sophisticated mathematical tools, which may hinder the community's own efforts to develop PHP tools. For example, I have studied a powerful tool, S System, which has a

"Flexible and changeable" mathematical formula

Mathematical formulas are often used to compile certain academic documents using word. However, inputting a mathematical formula often takes a lot of time and effort. However, in word 2013, you can quickly insert common mathematical formulas in the document or create your own mathematical formulas. The procedure is as

The importance of PHP to implement a simple linear return mathematical library

Introduction compared with other open-source languages (such as Perl and Python), the PHP community lacks powerful work to develop a math library. One reason for this situation may be that there are already a large number of mature mathematical tools, which may impede Introduction Compared with other open-source languages (such as Perl and Python), the PHP community lacks powerful work to develop math libr

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