用Python解决最大团问题;
时间: 2024-01-05 10:05:00 浏览: 177
最大团问题是图论中的一个经典问题,它要求在一个无向图中找到一个完全子图,使得这个子图中的任意两个顶点都有边相连,并且这个子图的顶点数最大。下面是两种用Python解决最大团问题的方法:
1. 回溯法:
```python
def backtrack(graph, clique):
global max_clique
if not graph:
if len(clique) > len(max_clique):
max_clique = clique
return
for node in graph:
if all(node in graph[neighbor] for neighbor in clique):
new_graph = {n: graph[n] & graph[node] for n in graph if n != node}
backtrack(new_graph, clique + [node])
def find_max_clique(graph):
global max_clique
max_clique = []
backtrack(graph, [])
return max_clique
```
2. 分支限界法:
```python
def branch_and_bound(graph):
global max_clique
max_clique = []
nodes = list(graph.keys())
nodes.sort(key=lambda x: len(graph[x]), reverse=True)
def dfs(clique, candidates):
global max_clique
if not candidates:
if len(clique) > len(max_clique):
max_clique = clique
return
if len(clique) + len(candidates) <= len(max_clique):
return
pivot = candidates.pop(0)
new_candidates = [node for node in candidates if node in graph[pivot]]
dfs(clique + [pivot], new_candidates)
dfs(clique, candidates)
dfs([], nodes)
return max_clique
```
阅读全文