mirror of
https://github.com/mfocko/blog.git
synced 2024-11-14 01:59:42 +01:00
150 lines
3.1 KiB
Markdown
150 lines
3.1 KiB
Markdown
|
---
|
|||
|
title: Distance boundaries from BFS tree on undirected graphs
|
|||
|
description: |
|
|||
|
Short explanation of distance boundaries deduced from a BFS tree.
|
|||
|
---
|
|||
|
|
|||
|
## Introduction
|
|||
|
|
|||
|
As we have talked on the seminar, if we construct from some vertex $u$ BFS tree on an undirected graph, we can obtain:
|
|||
|
|
|||
|
- lower bound of length of the shortest path between 2 vertices from the _height difference_
|
|||
|
- upper bound of length of the shortest path between 2 vertices from the _path through the root_
|
|||
|
|
|||
|
## Lower bound
|
|||
|
|
|||
|
Consider the following graph:
|
|||
|
|
|||
|
![BFS graph](/files/ib002/bfs-tree/bfs_graph.svg)
|
|||
|
|
|||
|
<details>
|
|||
|
<summary>Source for the rendered graph</summary>
|
|||
|
|
|||
|
```dot showLineNumbers
|
|||
|
graph {
|
|||
|
a -- c
|
|||
|
a -- e
|
|||
|
|
|||
|
c -- i
|
|||
|
c -- b
|
|||
|
|
|||
|
e -- j
|
|||
|
|
|||
|
i -- d
|
|||
|
|
|||
|
b -- h
|
|||
|
|
|||
|
d -- h
|
|||
|
|
|||
|
h -- j
|
|||
|
}
|
|||
|
```
|
|||
|
|
|||
|
</details>
|
|||
|
|
|||
|
We run BFS from the vertex $a$ and obtain the following BFS tree:
|
|||
|
|
|||
|
![BFS tree](/files/ib002/bfs-tree/bfs_tree.svg)
|
|||
|
|
|||
|
<details>
|
|||
|
<summary>Source for the BFS tree</summary>
|
|||
|
|
|||
|
```dot showLineNumbers
|
|||
|
digraph {
|
|||
|
a -> c
|
|||
|
a -> e
|
|||
|
|
|||
|
c -> b
|
|||
|
c -> i
|
|||
|
|
|||
|
e -> j
|
|||
|
|
|||
|
b -> h
|
|||
|
|
|||
|
i -> d
|
|||
|
}
|
|||
|
```
|
|||
|
|
|||
|
</details>
|
|||
|
|
|||
|
Let's consider pair of vertices $e$ and $h$. For them we can safely lay, from the BFS tree, following properties:
|
|||
|
|
|||
|
- lower bound: $2$
|
|||
|
- upper bound: $4$
|
|||
|
|
|||
|
By having a look at the graph we started from, we can see that we have a path ‹$e, j, h$› that has a length 2. Apart from that we can also notice there is another path from $e$ to $h$ and that is ‹$e, a, c, i, d, h$›. And that path has a length of $5$. Doesn't this break our statements at the beginning? (_I'm leaving that as an exercise ;)_)
|
|||
|
|
|||
|
## Proof by contradiction
|
|||
|
|
|||
|
Let's keep the same graph, but break the lower bound, i.e. I have gotten a lower bound $2$, but „there must be a shorter path“! ;)
|
|||
|
|
|||
|
Now the more important question, is there a shorter path in that graph? The answer is no, there's no shorter path than the one with length $2$. So what can we do about it? We'll add an edge to have a shorter path. Now we have gotten a lower bound of $2$, which means the only shorter path we can construct has $1$ edge and that is ‹$e, h$› (no intermediary vertices). Let's do this!
|
|||
|
|
|||
|
![BFS tree](/files/ib002/bfs-tree/bfs_graph_with_additional_edge.svg)
|
|||
|
|
|||
|
<details>
|
|||
|
<summary>Source for the BFS graph with an additional edge</summary>
|
|||
|
|
|||
|
```dot showLineNumbers
|
|||
|
graph {
|
|||
|
a -- c
|
|||
|
a -- e
|
|||
|
|
|||
|
c -- i
|
|||
|
c -- b
|
|||
|
|
|||
|
e -- j
|
|||
|
e -- h
|
|||
|
|
|||
|
i -- d
|
|||
|
|
|||
|
b -- h
|
|||
|
|
|||
|
d -- h
|
|||
|
|
|||
|
h -- j
|
|||
|
}
|
|||
|
```
|
|||
|
|
|||
|
</details>
|
|||
|
|
|||
|
Okay, so we have a graph that breaks the rule we have laid. However, we need to run BFS to obtain the new BFS tree, since we have changed the graph.
|
|||
|
|
|||
|
:::tip
|
|||
|
|
|||
|
Do we need to run BFS after **every** change?
|
|||
|
|
|||
|
I am leaving that as an exercise ;)
|
|||
|
|
|||
|
:::
|
|||
|
|
|||
|
![BFS tree](/files/ib002/bfs-tree/bfs_tree_with_additional_edge.svg)
|
|||
|
|
|||
|
<details>
|
|||
|
<summary>Source for the BFS tree</summary>
|
|||
|
|
|||
|
```dot showLineNumbers
|
|||
|
digraph {
|
|||
|
a -> c
|
|||
|
a -> e
|
|||
|
|
|||
|
c -> b
|
|||
|
c -> i
|
|||
|
|
|||
|
e -> h
|
|||
|
e -> j
|
|||
|
|
|||
|
i -> d
|
|||
|
}
|
|||
|
```
|
|||
|
|
|||
|
</details>
|
|||
|
|
|||
|
Oops, we have gotten a new BFS tree, that has a height difference of 1.
|
|||
|
|
|||
|
:::tip
|
|||
|
|
|||
|
Try to think about a way this can be generalized for shortening of minimal length 3 to minimal length 2 ;)
|
|||
|
|
|||
|
:::
|