Skip to main content

Authors in a Markov matrix: Which author do people find most inspiring? (4)


Introduction to graph theory

In mathematics and computer science, graph theory is the study of graphs.  A graph represents relationship between objects. I am going to use this theory to represent relationship between authors. It is straightforward to use graph theory to understand the relationships between objects. In that sense, this is nothing new, but I am curious about the application of this method to understand an aspect of literature --- the relationship between authors.

Fundamental objects of graph

Graph theory has two fundamental objects: a node (also called a vertex) and an edge. A graph, then, is a set of nodes connected by edges. If two nodes are connected by an edge, these two nodes are defined to have a relationship.

Figure 1 shows these fundamental objects. Graph theory only thinks about these two objects. You might think that this is simple, since there are only two types of objects. However, we will see that complexity is still possible.

Figure 1. Node and Edge.

Usually, there is more than one node in a graph. To distinguish multiple nodes, we typically put numbers on them (as shown in Figure 2).  However, since the purpose of using number is to distinguish the nodes, we don't have to use numbers. However, numbering nodes is the easiest way to distinguish them, so many of the examples will use numbers.

Figure 2. To distinguish different nodes, put the numbers on them.

There are two types of edges shown in Figure 3: a directed edge and an undirected edge. The difference between them is that one has a direction and the other has no direction, which usually means it represents both directions. These types reflect the two type of relations: a one-directional relation and a bi-directional relation. For example, a person in the past can effect a person today with their writing but someone today cannot afect someone in the past.  This relation is one-directional.

Figure 3. Directed and undirected edge.

Today, I show you who are the dramatis personae in graph theory. They are node and edge. So far, so simple. Next time I would like to talk about what is graph.

Comments

Popular posts from this blog

Geometric Multiplicity: eignvectors (2)

If eigenvectors of a matrix A are independent, it is a happy property. Because the matrix A can be diagonalized with a matrix S that column vectors are eigenvectors of A . For example, Why this is a happy property of A? Because I can find A's power easily. A^{10} is not a big deal. Because Λ is a diagonal matrix and power of a diagonal matrix is quite simple. A^{10} = SΛ^{10} S^{-1} Then, why if I want to compute power of A ? That is the same reason to find eigenvectors. Eigenvectors are a basis of a matrix. A matrix can be represented by a single scalar. I repeat this again. This is the happy point, a matrix becomes a scalar. What can be simpler than a scalar value. But, this is only possible when the matrix S's columns are independent. Because S^{-1} must be exist. Now I come back to my first question. Is the λ's multiplicity related with the number of eigenvectors? This time I found this has the name. Geometric multiplicity (GM): the number of in...

Gauss's quote for positive, negative, and imaginary number

Recently I watched the following great videos about imaginary numbers by Welch Labs. https://youtu.be/T647CGsuOVU?list=PLiaHhY2iBX9g6KIvZ_703G3KJXapKkNaF I like this article about naming of math by Kalid Azad. https://betterexplained.com/articles/learning-tip-idea-name/ Both articles mentioned about Gauss, who suggested to use other names of positive, negative, and imaginary numbers. Gauss wrote these names are wrong and that is one of the reason people didn't get why negative times negative is positive, or, pure positive imaginary times pure positive imaginary is negative real number. I made a few videos about explaining why -1 * -1 = +1, too. Explanation: why -1 * -1 = +1 by pattern https://youtu.be/uD7JRdAzKP8 Explanation: why -1 * -1 = +1 by climbing a mountain https://youtu.be/uD7JRdAzKP8 But actually Gauss's insight is much powerful. The original is in the Gauß, Werke, Bd. 2, S. 178 . Hätte man +1, -1, √-1) nicht positiv, negative, imaginäre (oder gar um...

Tezuka Osamu's Black Jack, "Shrinking"

I like several novel authors. My first favorite author is probably Teduka, Osamu. I still love him. The list grows by adding Hoshi, Shinichi, Agatha Christie, Hermann Hesse, and so forth. My first favorite article of Tezuka was Atom as most of the (boy's) Tezuka fans did. But my favorite is Black Jack. I try to summarize one story, it is still quite vivid in my memory. I first read this story when I was 13 - 15 years old. I re-read it at least several times since Black Jack is composed of many short episodes. The title should be "ちぢむ (SHRINKING)" or it might be "縮む(Shrinking)". (It is not so convenient to translate this to English, since English does not have a system to say the exact same word in several ways. So I just simulate it with capital letters.) Black Jack is a genius surgeon, but he does not have the license. In short, his medical activity is illegal. His skill is top level in the world, but, the fee is also out-of-law expensive. In the story ...