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Create Bridge Trees
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UtsavKash19 authored Nov 3, 2024
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/*
Bridges are those edges in a graph, which upon removal from the graph will make it disconnected.
The idea of a bridge tree is to shrink the maximal components without a bridge into one node, leaving only the bridges of the original graph as the edges in the bridge tree.

Properties of the bridge tree -->
1. All the bridges of the original graph are represented as edges in the bridge tree.
2. The bridge tree is connected if the original graph is connected.
3. The bridge tree does not contain any cycles.
4. The bridge tree will contain ≤ N nodes, where N is the number of nodes in the original graph.
5. The bridge tree will contain ≤ N−1 edges, where N is the number of nodes in the original graph.

The time complexity of making the bridge tree
In this section, N stands for the number of nodes and M stands for the number of edges in the original graph. The bridges in the graph can be found in O(N+M).
The time complexity for the DFS function is O(N+M). Note that we can store the ID of the edge alongside the adjacent node in the adjacency list. We can have
an array isBridge, and mark isBridge[edge] = true for every edge which is a bridge. During the DFS, just check if the current edge is marked as a bridge using its stored ID.

Thus the total time complexity will be O((N+M)+(N+M)), which is equivalent to O(N+M).

*/
// Pseudocode for making the bridge tree
dfs(int node, int component_number) {
component[node] = component_number //All nodes with the same component number will be shrunk into one node in the bridge tree. This is because we aren't traversing a bridge, and thus, "shrinking" the components without a bridge to one node in the bridge tree.
vis[node] = true //so that we don't visit this again.
for every adjacent edge such that the edge is not a bridge {
next = other endpoint of the edge
if vis[next] = true: continue //already visited this node.
dfs(next, component_number);
}
}

main() {
Find all the bridges in the graph //check the pre-requisites section of this blog for this
for i in 1, 2, 3, ..., n and vis[i] = false {
call dfs(i, unique_component_number) //ensure the component number is unique. A simple way to do it is just by incrementing it by 1 whenever you are calling the dfs function.
}

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