matlab 程式設計進階篇 matrix notations

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MATLAB 程式設計進階篇 Matrix Notations. 張智星 (Roger Jang) jang@mirlab.org http://mirlab.org/jang 清大資工系 多媒體檢索實驗室. Transpose and Inverse. A property of Matrix transpose A property of matrix inverse. Gradient of a Function. Gradient of a function If. Quadratic Form. Quadratic form of - PowerPoint PPT Presentation

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MATLAB 程式設計進階篇Matrix Notations

張智星 (Roger Jang)jang@mirlab.org

http://mirlab.org/jang清大資工系 多媒體檢索實驗室

Transpose and Inverse A property of Matrix transpose

A property of matrix inverse

TTT ABAB

111 ABAB

Gradient of a Function Gradient of a function

If

xf

nn x

x

where

xf

xf

f 11

,

/

/

x

x

x

x

cxxcx TTf

nc

c

f 1

cx

Quadratic form of

A can be assumed symmetric since

Quadratic Form x

n

i

n

ijjjiij

n

iiii

T xxaxaA1 ,11

2xx

xxxx2

TTT AA

A

The gradient of a quadratic form

Gradient of a Quadratic Form

otherwiseAA

symetricisAifAA T

T

,

,2

x

xxx

Some common formulas

Common Formulas

iy

bxcxbxx

xxx

yxy

yyx

xxx

yxyyx

AA

AA

AA

AA

TT

T

TT

T

T

TT

2

2

2

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