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Lecture 7 Hyper-planes, Matrices, and Linear Systems Shang-Hua Teng
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Line in 2D By linear equation x=3 y=1
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Line in 2D By a point and a vector: passing (3,1) along vector (2,1) x=3 y=1
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Line in 2D By two points: passing (3,1) and (0,-1/2) (3,1) (0,-1/2)
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Line and Affine Combination in 2D The line passing two points or the affine combination of two points is given by
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System of Linear Equations (2D) Row Picture[conventional view]: two lines meets at a point x=3 y=1
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System of Linear Equations (2D) Column Picture: linear combination of the first two vectors produces the third vector
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And geometrically Column Picture: linear combination of the first two vector produce the third vector x=3 y=1
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Coefficient Matrix and Matrix-Vector Product A 2 by 2 matrix is a square table of 4 numbers, two per row and two per column
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System of Linear Equations (3D) Row Picture[conventional view]: Three planes meet at a single point Row Picture[conventional view]: Two planes meet at a single line A line and a plane meet at a single point
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Intersection of Planes
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System of Linear Equations (3D) Column Picture: linear combination of the first three vectors produces the fourth vector
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Coefficient Matrix and Matrix-Vector Product A 3 by 3 matrix is a square table of 9 numbers, three per row and three per column
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Matrix Vector Product (by row) If A is a 3 by 3 matrix and x is a 3 by 1 vector, then in the row picture
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Matrix Vector Product (by column) If A is a 3 by 3 matrix and x is a 3 by 1 vector, then in the row picture
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More about 3D Geometry Points and distance, Balls and Spheres –0 dimension in 3 dimensions Lines –1 dimension in 3 dimensions Plane –2 dimensions in 3 dimensions
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Line in 3D 2D –By linear equation –A point and a vector –Two points Affine combination 3D –A point and a vector –Two points Affine combination
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Line in 3D By a point and a vector: passing p along vector v
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Line and Affine Combination in 3D The line passing two points or the affine combination of two points is given by
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Plane in 3D Line in 2D –By linear equation –Affine combination of two points “Every” two points determine a line 3D –By linear equation –Affine combination of three points “Every” three points determine a plane
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Linear Equation and its Normal
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Normal of a Plane
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Plane and Affine Combination in 3D u v
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High Dimensional Geometric Extension Points and distance, Balls and Spheres –0 dimension in n dimensions Lines –1 dimension in n dimensions Plane –2 dimensions in n dimensions k-flat –k-dimensions in n dimensions Hyper-plane –(n-1)-dimensions in n dimensions
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Affine Combination in n-D
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Hyper-Planes in d-D Line in 2D –By linear equation –Affine combination of two points 3D –By linear equation –Affine combination of three points n-D –By linear equation –Affine combination of n-1 points
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Linear Equation and its Normal
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Matrix (Uniform Representation for Any Dimension) An m by n matrix is a rectangular table of mn numbers
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