Norms, Sensitivity and Conditioning

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1 Norms, Sensitivity and Conditioning CS 205A: Mathematical Methods for Robotics, Vision, and Graphics Doug James (and Justin Solomon) CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 1 / 26

2 Announcements Reminder: HW0 due Thursday 11:59pm. now works JuliaBox fine for online. Try Jupyter, or JuliPro+Atom, or JUNO, etc. for offline. CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 2 / 26

3 Questions Gaussian elimination works in theory, but what about floating point precision? How much can we trust x 0 if 0 < A x 0 b 1? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 3 / 26

4 Recall: Backward Error Backward Error The amount a problem statement would have to change to realize a given approximation of its solution Example 1: x Example 2: A x = b CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 4 / 26

5 Perturbation Analysis How does x change if we solve (A + δa) x = b + δ b? Two viewpoints: Thanks to floating point precision, A and b are approximate If x 0 isn t the exact solution, what is the backward error? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 5 / 26

6 What is Small? What does it mean for a statement to hold for small δ x? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 6 / 26

7 What is Small? What does it mean for a statement to hold for small δ x? Vector norm A function : R n [0, ) satisfying: 1. x = 0 iff x = 0 2. c x = c x c R, x R n 3. x + y x + y x, y R n CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 6 / 26

8 Our Favorite Norm x 2 x x x2 n CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 7 / 26

9 p-norms For p 1, x p ( x 1 p + x 2 p + + x n p ) 1 /p Taxicab norm: x 1 CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 8 / 26

10 Norm x max ( x 1, x 2,..., x n ) CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 9 / 26

11 How are Norms Different? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 10 / 26

12 How are Norms the Same? Equivalent norms Two norms and are equivalent if there exist constants c low and c high such that c low x x c high x for all x R n. CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 11 / 26

13 How are Norms the Same? Equivalent norms Two norms and are equivalent if there exist constants c low and c high such that c low x x c high x for all x R n. Theorem All norms on R n are equivalent. CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 11 / 26

14 How are Norms the Same? Equivalent norms Two norms and are equivalent if there exist constants c low and c high such that c low x x c high x for all x R n. Theorem All norms on R n are equivalent. (10000, 1000, 1000) vs. (10000, 0, 0)? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 11 / 26

15 Matrix Norms: Unrolled Construction Convert to vector, and use vector p-norm: A R m n a[:] R mn Achieved by vecnorm(a, p) in Julia. Special Case: Frobenius norm (p=2): A Fro ij a 2 ij CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 12 / 26

16 Matrix Norms: Induced Construction Maximum stretching of a unit vector by A: A max{ A x : x = 1} CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 13 / 26

17 Matrix Norms: Induced Construction Maximum stretching of a unit vector by A: A max{ A x : x = 1} Different matrix norms induced by different vector p-norms. Case p=2: What is the norm induced by 2? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 13 / 26

18 Matrix Norms: A 2 Visualization Induced two-norm, or spectral norm, of A R n n is the square root of the largest eigenvalue of A T A: A 2 2 = max{λ : there exists x R n with A T A x = λ x} CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 14 / 26

19 Other Induced Norms A 1 max j A max i i j a ij a ij CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 15 / 26

20 Question Are all matrix norms equivalent? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 16 / 26

21 Recall: Condition Number Condition number Ratio of forward to backward error Root-finding example: 1 f (x ) CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 17 / 26

22 Model Problem (A + ε δa) x(ε) = b + ε δ b CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 18 / 26

23 Simplification (on the board!) d x = A 1 (δ dε b δa x(0)) ε=0 x(ε) x(0) x(0) ε A 1 A ( δ ) b b + δa + O(ε 2 ) A CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 19 / 26

24 Condition Number Condition number The condition number of A R n n for a given matrix norm is cond A κ A 1 A. CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 20 / 26

25 Condition Number Condition number The condition number of A R n n for a given matrix norm is cond A κ A 1 A. Relative change: D δ b + δa b A x(ε) x(0) ε D κ + O(ε 2 ) x(0) CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 20 / 26

26 Condition Number Condition number The condition number of A R n n for a given matrix norm is cond A κ A 1 A. Relative change: D δ b + δa b A x(ε) x(0) ε D κ + O(ε 2 ) x(0) Invariant to scaling (unlike determinant!); equals one for the identity. CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 20 / 26

27 Condition Number of Induced Norm cond A = max x 0 min y 0 A x x A y y = max A x x =1 min A y y =1 CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 21 / 26

28 Condition Number: Visualization Experiments with an ill-conditioned Vandermonde matrix CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 22 / 26

29 Chicken Egg cond A A A 1 Computing A 1 typically requires solving A x = b, but how do we know the reliability of x? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 23 / 26

30 To Avoid... What is the condition number of computing the condition number of A? CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 24 / 26

31 To Avoid... What is the condition number of computing the condition number of A? What is the condition number of computing what the condition number is of computing the condition number of A?. CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 24 / 26

32 Instead Bound the condition number. Below: Problem is at least this hard Above: Problem is at most this hard CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 25 / 26

33 Potential for Approximation A 1 x A 1 x cond A = A A 1 A A 1 x x Next CS 205A: Mathematical Methods Norms, Sensitivity and Conditioning 26 / 26

Eigenproblems II: Computation

Eigenproblems II: Computation CS 205A: Mathematical Methods for Robotics, Vision, and Graphics Doug James (and Justin Solomon) CS 205A: Mathematical Methods Eigenproblems II: Computation 1 / 31 Setup A