linear-algebra-04-matrix-multiplication.md

๐Ÿก

์„ ํ˜• ๋Œ€์ˆ˜ํ•™ Linear algebra

https://www.youtube.com/watch?v=XkY2DOUCWMU

ํ–‰๋ ฌ ๊ณฑ์…ˆ Matrix multiplication

์„ ํ˜• ๋ณ€ํ™˜ Linear Transformation

์ด์ „ ๊ณต๋ถ€ ๋‚ด์šฉ : Linear algebra -3: Linear transformation

  • 2x2 Matrix(ํ–‰๋ ฌ)๊ณผ vector๋กœ ๊ตฌ์„ฑ
  • vector input๊ณผ vector output์„ ๊ฐ€์ง€๋Š” function์ด๋ผ ํ•  ์ˆ˜ ์žˆ์Œ

๐Ÿ“Ž ๋งคํŠธ๋ฆญ์Šค ์ฝ๋Š” ์ˆœ์„œ 1 3 2 4

๋‘ ๋ณ€ํ™˜์˜ ํ•ฉ์„ฑ Composition of two separate transformation

  • ๋งŒ์•ฝ rotate๊ณผ shear์˜ ์„ ํ˜• ๋ณ€ํ™˜์„ ์—ฐ์‡„์ ์œผ๋กœ ์ˆ˜ํ–‰ํ•  ๋•Œ ๋งˆ์ง€๋ง‰์œผ๋กœ ๋„์ฐฉํ•˜๋Š” matrix๋Š” rotate๊ณผ shear์˜ ํ•ฉ์„ฑ๊ณผ ๊ฐ™์Œ

    f(g(x)): read right to left
    
  • ๊ด„ํ˜ธ์˜ transform๋ฅผ ๋จผ์ € ์ฒ˜๋ฆฌ ํ›„, ๋ฐ”๊นฅ transform์„ ์ฒ˜๋ฆฌ

    • 1๋ฒˆ ์„ ํ˜• ๋ณ€ํ™˜
    • 2๋ฒˆ ์„ ํ˜• ๋ณ€ํ™˜
  • ์“ฐ๋ฉด์„œ ์ผ๋‹จ ์™ธ์šฐ๊ธฐ


A(BC) = (BC)A

  • Matrix๋ฅผ ์ˆซ์ž๊ฐ€ ์•„๋‹ˆ๋ผ ๊ทธ๋ž˜ํ”„ ์œ„์˜ ํ™”์‚ดํ‘œ๋กœ ์ƒ๊ฐํ–ˆ์„ ๋•Œ(๊ทธ๋ž˜ํ”ฝ์ ์œผ๋กœ vector๋ฅผ ์ƒ๊ฐํ–ˆ์„ ๋•Œ)
    • (1) rotate ํ›„์— shear์™€ (2) shear ํ›„์— rotate โ‡’ ๊ฒฐ๊ณผ๋Š” ๊ฐ™์Œ
    • ํ•ด๋‹น ๊ทธ๋ž˜ํ”„๋ฅผ ์ด๋ฏธ์ง•ํ•˜์—ฌ A(BC) = (AB)C์˜ ๊ฐœ๋…์— ์ ‘๊ทผํ•ฉ๋‹ˆ๋‹ค.

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