


Multiple linear regression simulation curve algorithm based on PHP PHP skills
This article mainly introduces the multiple linear regression simulation curve algorithm based on PHP. It analyzes the principles of the multiple linear regression simulation curve algorithm and related PHP implementation skills based on specific examples. Friends in need can refer to the following
The example of this article describes the multiple linear regression simulation curve algorithm based on PHP. Share it with everyone for your reference, the details are as follows:
Multiple linear regression model: y = b1x1 b2x2 b3x3... bnxn;
We based on a set of Data: Similararr_x = [[1, 2, 3, 4, 5], [6, 7, 8, 9, 10], [11, 12, 13, 14, 15]]; arr_y = [5 , 10, 15]; What we finally want to find is an array, including from b1 to bn;
Method: Use the least squares method
Formula:We only Use the first half of the formula, that is, use a matrix to calculate
X in the formula is arr_x. We can regard the two-dimensional array as a matrix. A matrix (5, 10, 15), but it should be written vertically.
Then according to the formula, we will find that we need to use matrix multiplication, transposition, and inversion; so the following codes are given one by one:
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 |
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The last getParams()
method is the final method to find the b parameter array. Just pass in a two-dimensional array arr_x and a one-dimensional array arr_y.
This is generally used for big data analysis to simulate and predict the following developments and trends based on big data.
PS: Here are two related simulation curve tools recommended for your reference:
Online polynomial curve and Curve function fitting tool:
http://tools.jb51.net/jisuanqi/create_fun
Online drawing polynomial/function curve graphic tool:
http://tools.jb51.net/jisuanqi/fun_draw
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