Lec04.Matrix1 - Matrix Algebra KNNL Ch. 5 Why use matrix...

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Matrix Algebra KNNL Ch. 5
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Why use matrix formulations? It will give us a more compact and efficient method of describing and remembering statistical relationships such as those used in linear regression. It will provide a shorthand notation for carrying out operations computationally.
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Initial Definitions 9 1 2 3 4 5 6 7 8 9 1 2 3 4 5 6 7 8 9 Scalar Vector Matrix
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Matrix Notation Rectangular array of elements arranged in rows and columns = = 9 8 7 6 5 4 3 2 1 33 32 31 23 22 21 13 12 11 a a a a a a a a a A
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Splus/R Matrix Notation = = 9 8 7 6 5 4 3 2 1 33 32 31 23 22 21 13 12 11 a a a a a a a a a A A = matrix(1:9,nrow=3,ncol=3,byrow=T) A [,1] [,2] [,3] [1,] 1 2 3 [2,] 4 5 6 [3,] 7 8 9 A[2,2] [1] 5
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Another way of forming a matrix: B1 = c(1, 2, 6, 3) B2 = c(5, 10, 3, 5) B = cbind(B1, B2) B B1 B2 [1,] 1 5 [2,] 2 10 [3,] 6 3 [4,] 3 5 B = rbind(B1, B2) B [,1] [,2] [,3] [,4] B1 1 2 6 3 B2 5 10 3 5
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Element by Element Addition and Subtraction = + + + + + + = + 12 9 6 8 5 2 6 6 4 5 2 4 5 3 3 2 1 1 6 4 2 5 3 1 6 5 4 3 2 1
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Splus/R Element by Element Addition and Subtraction A = rbind(c(1, 2, 3), c(4, 5, 6)) B = rbind(c(1, 3, 5), c(2, 4, 6)) A [,1] [,2] [,3] [1,] 1 2 3 [2,] 4 5 6 B [,1] [,2] [,3] [1,] 1 3 5 [2,] 2 4 6 A + B [,1] [,2] [,3] [1,] 2 5 8 [2,] 6 9 12
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Multiply a Scalar by a Matrix = = = 90
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This note was uploaded on 04/17/2010 for the course STSCI 3200 taught by Professor Sullivan during the Spring '10 term at Cornell University (Engineering School).

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Lec04.Matrix1 - Matrix Algebra KNNL Ch. 5 Why use matrix...

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