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Linear System = System of Linear Equations
李宏毅 Hung-yi Lee Review system Linear system is a system of linear equation
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Review A system of linear equations (多元一次聯立方程式)
coefficients variables constant term A linear equation 2 𝑥 𝑥 𝑥 𝑥 𝑥 2 −1 𝑥 3 −2 𝑥 𝑥 𝑥 3 = 5 = 2 = 1 這門課教什麼?可以用一句話 要不要講呢? 所有"未知數"的冪次項為一次。 a system of linear equations I believe you know how to solve it.
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In this course, m and n can be large
Review A system of linear equations (多元一次聯立方程式) m equations If you can't solve many equations simultaneously then you can't solve commercial scale problems At some point in a lot of interesting places, people get to a certain step and then say "And then it's just linear algebra from there". questions like "How can I prepare for an interview?" are often going to boil down to "Brush up on your linear algebra". n variables In this course, m and n can be large
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Review - Terminology What actually come out of function f
Given a function f Range (值域) 𝑣 1 𝑓 𝑣 1 𝑣 2 𝑓 𝑣 2 =𝑓 𝑣 3 Co-domain Range 𝑣 3 Domain (定義域) Co-domain (對應域) What can go into function f What may possible come out of function f
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Review - Terminology one-to-one (一對一) Onto (映成) 𝑣 1 𝑣 1 𝑓 𝑣 1 𝑓 𝑣 1
𝑓 𝑣 1 𝑓 𝑣 1 𝑣 2 𝑣 2 𝑓 𝑣 2 𝑓 𝑣 2 =𝑓 𝑣 3 𝑣 3 𝑣 3 𝑓 𝑣 3 Co-domain = range
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Review - Linear System Linear system have two properties
1. Persevering Multiplication 2. Persevering Addition Linear System Linear System x y kx ky Linear System x1 y1 x1+x2 y1+y2 Linear System Linear System x2 y2
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Question linear? Derivative: Derivative Integral from a to b linear?
function f function f’ e.g. x2 e.g. 2x linear? scalar Integral 𝑎 𝑏 𝑓 𝑡 𝑑𝑡 function f e.g. x2 (from a to b) e.g 𝑏 3 − 𝑎 3
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Linear System v.s. System of Linear Equations
𝑥 1 𝑥 2 𝑥 𝑛 …… Linear System 𝑏 1 𝑏 2 𝑏 𝑚 …… Domain = Rn Co-domain = Rm ? trivial
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A linear system is described by a system of linear equations
1 …… 𝑎 11 𝑎 21 𝑎 𝑚1 …… 1 …… 𝑎 12 𝑎 22 𝑎 𝑚2 …… Linear System Linear System 1 …… 𝑎 1𝑛 𝑎 2𝑛 𝑎 𝑚𝑛 …… Linear System …… 𝑥 1 …… …… 𝑥 2 …… …… …… …… …… 𝑥 𝑛 𝑥 1 𝑥 2 𝑥 𝑛 …… Linear System A linear system is described by a system of linear equations
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