mp2: done 1-5

This commit is contained in:
Claudio Maggioni 2020-10-06 13:58:55 +02:00
parent c2e4b3933a
commit c4e74d48c4
4 changed files with 35 additions and 5 deletions

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@ -0,0 +1,8 @@
clear;
clc;
load('householder/housegraph.mat')
names = split(strtrim(convertCharsToStrings(name')));
common1 = names((A(:,Golub) .* A(:, Moler)) == 1)
common2 = names((A(:,Golub) .* A(:, Saunders)) == 1)
common3 = names((A(:,TChan) .* A(:, Demmel)) == 1)

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@ -91,11 +91,11 @@ blanks):
\[
A := \begin{bmatrix}
1 & 1 & 1 & \hdots & 1 \\
1 & 1 & && 1 \\
1 & & 1 && 1 \\
n & 1 & 1 & \hdots & 1 \\
1 & n + 1 & && 1 \\
1 & & n + 2 && 1 \\
\vdots & & & \ddots & \vdots \\
1 & 1 & 1 & \hdots & 1 \\
1 & 1 & 1 & \hdots & 2n - 1 \\
\end{bmatrix}
\]
@ -103,7 +103,14 @@ A := \begin{bmatrix}
to solve $Ax = b$
for a given righthand-side vector would be problematic.}
\textbf{A IS NOT POSITIVE DEFINITE: CHECK WITH EDOARDO}
Solving $Ax = b$ would be a costly operation since the a Cholesky
decomposition of matrix $A$ (performed using MATLAB's \texttt{chol(\ldots)})
would drastically reduce the number of zero elements in the matrix in the very
first iteration. This is due to the fact that the first row, by definition, is
made of of only nonzero elements (namely 1s) and by subtracting the first row to
every other row (as what would effectively happen in the first iteration of the
Cholesky decomposition of A) the zero elements would become (negative) nonzero
elements, thus making all columns but the first almost empty of 0s.
\section{Degree Centrality [10 points]}
@ -233,6 +240,21 @@ Varah 1: Golub
\section{The Connectivity of the Coauthors [10 points]}
The author indexes of the common authors between the author at index $i$ and the
author at index $j$ can be computed by listing the indexes of the nonzero
elements in the Schur product (or element-wise product) between $A_{:,i}$ and
$A_{:,j}$ (respectively the i-th and j-th column vector of $A$). Therefore the set $C$ of common coauthor's indexes can be defined
as:
\[C = \{i \in N_0 \;|\; (A_{:,i} \odot A_{:,j})_i = 1\}\]
The common Co-authors between Golub and Moler are Wilkinson and Van Loan.
The common Co-authors between Golub and Saunders are Golub, Saunders and Gill.
The common Co-authors between TChan and Demmel are Schreiber, Arioli, Duff and
Heath.
\section{PageRank of the Coauthor Graph [10 points]}
\section{Zachary's karate club: social network of friendships between 34 members [50 points]}