Taking a break from Sasa blog posts, I ran into a problem that would be nicely solved by extracting the minimum spanning tree. Turns out this is pretty simple to solve naively in C# using only IEnumerable<T>:
/// <summary> /// Computes the minimum spanning tree. /// </summary> /// <param name="edges">The list of edges.</param> /// <remarks> /// Given a list of edges whose vertices are consecutive numbers starting /// from 0, this extension method returns an enumerable sequence of the /// edges describing the minimum spanning tree. /// </remarks> public static IEnumerable<Edge> MinSpanTree(this IEnumerable<Edge> edges) { var span = edges.ToList(); var count = 1 + span.Max(x => Math.Max(x.From, x.To)); edges.Sort(); var vnew = new BitArray(count); vnew[0] = true; for (var i = 0; i < count; ++i) { foreach (var x in edges) { if (vnew[x.From] ^ vnew[x.To]) { yield return x; vnew[x.From] = vnew[x.To] = true; break; } } } }
An Edge is a simple class that encapsulates two vertex numbers and a weight represented by a double. It's also IComparable, so we can sort on it using the weight.
Prim's algorithm selects the minimum weighted edge between a vertex we have not yet accepted, and a vertex that we have accepted. We use a bit array to track the vertex numbers we've accepted, and simply search weight-sorted edge list for the first entry where one vertex is accepted, and the other is not. This is an O(V2), where V is the number of vertices. We could also contract the list after each accepted edge, but that doesn't change the overall time complexity.
A simple adjacency matrix representation using a two-dimensional array of doubles is also easily definable:
/// <summary> /// Computes the minimum spanning tree. /// </summary> /// <param name="edges"></param> /// <remarks> /// Given an adjacency matrix describing the weighted edges, where /// vertices are the indices of the matrix, this extension method /// returns an enumerable sequence of the edges describing the /// minimum spanning tree. /// /// Vertices that have no edges between them should have /// <see cref="double.NaN"/> or <see /// cref="double.PositiveInfinity"/> in the corresponding /// matrix entry. /// </remarks> public static IEnumerable<Edge> MinSpanTree(this double[,] edges) { if (edges.RowCount() != edges.ColumnCount()) throw new ArgumentException("Matrix row count must equal column count.", "edges"); // convert the adjacency matrix into a list of edges var count = edges.RowCount(); var span = new List<Edge>(count); for (int i = count - 1; i >= 0; --i) { for (int j = 0; j < i; ++j) { var w = edges[i, j]; if (!double.IsNaN(w) && w < double.PositiveInfinity) span.Add(new Edge(i, j, w)); } } return span.MinimumSpanningTree(); }
I've included these implementations in Sasa.Numerics.dll for the v0.9.4 release.
Comments