Minimum Spanning Tree: Difference between revisions
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== Implementation == | |||
<pre> | |||
MST(G): | |||
mst_nodes = start_node | |||
mst = adjacency list with no edges | |||
# candidate_edges is a min heap | |||
candidate_edges = (start_node, G[start_node]) | |||
while mst_nodes is not spanning: | |||
new_edge = candidate_edges.pop() | |||
</pre> | |||
[[Category:Algorithms]] | [[Category:Algorithms]] | ||
Revision as of 01:37, 6 March 2024
A minimum spanning tree is
- a tree, meaning it has no cycle
- minimum, meaning it has minimum weight
- spanning, meaning it connects all nodes
MST Problem
The MST problem takes a connected graph Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle G} and outputs an MST for that graph.
Approach: Greedy
The approach is to try to add the smallest edges as long as they do not create a cycle; add an edge to the tree that is minimum across the cut of Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle T} vs. Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle V - T}
Given the MST of Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle V_{n - 1} = v_1, v_2, \ldots, v_{n-1} } , the MST of Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle V} should be that of Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle V_{n-1}} plus the edge that connects to Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle v_n} that is the shortest.
Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle OPT(n) = OPT(n-1) + min( (v_i, v_n) \in E ) }
Implementation
MST(G):
mst_nodes = start_node
mst = adjacency list with no edges
# candidate_edges is a min heap
candidate_edges = (start_node, G[start_node])
while mst_nodes is not spanning:
new_edge = candidate_edges.pop()
