Homework 3

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princeton university F’02 cos 597D: a theorist’s toolkit Homework 3 Out: October 21 Due: November 4 You can collaborate with your classmates, but be sure to list your collaborators with your answer. If you get help from a published source (book, paper etc.), cite that. Also, limit your answers to one page or less —you just need to give enough detail to convince me. If you suspect a problem is open, just say so and give reasons for your suspicion. §1 Show that rank A for an n × n matrix A is the least k such that A can be expressed as the sum of k rank 1 matrices. (This characterization of rank is often useful.) §2 Compute all eigenvalues and eigenvectors of the Laplacian of the boolean hypercube on n =2 k nodes. §3 Suppose λ 1 (= d) λ 2 ≥···≥ λ n are the eigenvalues of the Laplacian of a connected d-regular graph G. Then show that α(G) ≤- n(λn d-λn . §4 Let G be an n-vertex connected graph. Let λ 2 be the second largest eigenvalue of its adjacency matrix and x be the corresponding eigenvector. Then show that the subgraph induced on S = {i : x i 0} is connected. 1

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Third problem set from A Theorist's Toolkit

Transcript of Homework 3

princeton university F’02 cos 597D: a theorist’s toolkit

Homework 3

Out: October 21 Due: November 4

You can collaborate with your classmates, but be sure to list your collaborators with youranswer. If you get help from a published source (book, paper etc.), cite that. Also, limityour answers to one page or less —you just need to give enough detail to convince me. Ifyou suspect a problem is open, just say so and give reasons for your suspicion.

§1 Show that rankA for an n × n matrix A is the least k such that A can be expressedas the sum of k rank 1 matrices. (This characterization of rank is often useful.)

§2 Compute all eigenvalues and eigenvectors of the Laplacian of the boolean hypercubeon n = 2k nodes.

§3 Suppose λ1(= d) ≥ λ2 ≥ · · · ≥ λn are the eigenvalues of the Laplacian of a connected

d-regular graph G. Then show that α(G) ≤ − n(λn

d−λn

.

§4 Let G be an n-vertex connected graph. Let λ2 be the second largest eigenvalue ofits adjacency matrix and x be the corresponding eigenvector. Then show that thesubgraph induced on S = {i : xi ≥ 0} is connected.

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