Given a graph G and an integer K, K-cores of the graph are connected components that are left after all vertices of degree less than k have been removed (Source wiki)
Input : Adjacency list representation of graph shown on left side of below diagram Output: K-Cores :  -> 3 -> 4 -> 6  -> 2 -> 4 -> 6 -> 7  -> 2 -> 3 -> 6 -> 7  -> 2 -> 3 -> 4 -> 7  -> 3 -> 4 -> 6
We strongly recommend you to minimize your browser and try this yourself first.
The standard algorithm to find a k-core graph is to remove all the vertices that have degree less than- ‘K’ from the input graph. We must be careful that removing a vertex reduces the degree of all the vertices adjacent to it, hence the degree of adjacent vertices can also drop below-‘K’. And thus, we may have to remove those vertices also. This process may/may not go until there are no vertices left in the graph.
To implement above algorithm, we do a modified DFS on the input graph and delete all the vertices having degree less than ‘K’, then update degrees of all the adjacent vertices, and if their degree falls below ‘K’ we will delete them too.
Below is implementation of above idea. Note that the below program only prints vertices of k cores, but it can be easily extended to print the complete k cores as we have modified adjacency list.
K-Cores :  -> 3 -> 4 -> 6  -> 2 -> 4 -> 6 -> 7  -> 2 -> 3 -> 6 -> 7  -> 2 -> 3 -> 4 -> 7  -> 3 -> 4 -> 6 K-Cores :
Time complexity of the above solution is O(V + E) where V is number of vertices and E is number of edges.
Related Concepts :
Degeneracy : Degeneracy of a graph is the largest value k such that the graph has a k-core. For example, the above shown graph has a 3-Cores and doesn’t have 4 or higher cores. Therefore, above graph is 3-degenerate.
Degeneracy of a graph is used to measure how sparse graph is.
This article is contributed by Rachit Belwariar. Please write comments if you find anything incorrect, or you want to share more information about the topic discussed above
- Find if an undirected graph contains an independent set of a given size
- Find minimum weight cycle in an undirected graph
- Program to find Circuit Rank of an Undirected Graph
- Disjoint Set (Or Union-Find) | Set 1 (Detect Cycle in an Undirected Graph)
- Convert the undirected graph into directed graph such that there is no path of length greater than 1
- Clone an Undirected Graph
- Number of Triangles in an Undirected Graph
- Connected Components in an undirected graph
- Eulerian Path in undirected graph
- Detect cycle in an undirected graph using BFS
- Detect cycle in an undirected graph
- Print all the cycles in an undirected graph
- Sum of degrees of all nodes of a undirected graph
- Product of lengths of all cycles in an undirected graph
- Count number of edges in an undirected graph
Improved By : brainiac