[英]Finding the Intersection and Union of two graphs given their adjacency matrices?
graph1 = [[0, 1, 2, 1, 9], [1, 0, 0, 6, 0], [2, 0, 0, 15, 2], [1, 6, 15, 0, 7], [9, 0, 2, 7, 0]]
graph2 = [[0, 19, 1, 0, 12, 0], [19, 0, 2, 0, 0, 0], [1, 2, 0, 0, 2, 0], [0, 0, 0, 0, 3, 5], [12, 0, 2, 3, 0, 2], [0, 0, 0, 5, 2, 0]]
->具有最高值的邊緣將作為所選的結果圖形邊緣。
鄰接矩陣中兩個鄰接矩陣的交集,其中在每個原始矩陣中連接了兩個節點。
在這種情況下,您必須選擇具有最高值的邊。
def graph_intersection(graph1, graph2):
"""calculates the intersection of two graphs represented by their adjacency matrices
the edges with highest weights are retained.
:graph1: List of Lists representing the adjacency matrix of a graph
graph1 is not mutated by the function
:graph2: List of Lists representing the adjacency matrix of a graph
graph2 is not mutated by the function
:returns: a newly constructed List of Lists representing the intersection of graph1 and graph2
"""
intersection = []
for g1, g2 in zip(graph1, graph2):
line = []
for e1, e2 in zip(g1, g2):
line.append(max(e1, e2) if e1 and e2 else 0)
intersection.append(line)
return intersection
print(graph_intersection(graph1, graph2))
[[0, 19, 2, 0, 12], [19, 0, 0, 0, 0], [2, 0, 0, 0, 2], [0, 0, 0, 0, 7], [12, 0, 2, 7, 0]]
聯合涉及更多,但可以使用itertools.zip_longest
獲得:
import itertools
def graph_union(graph1, graph2):
"""calculates the union of two graphs represented by their adjacency matrices
the edges with highest weights are retained.
:graph1: List of Lists representing the adjacency matrix of a graph
graph1 is not mutated by the function
:graph2: List of Lists representing the adjacency matrix of a graph
graph2 is not mutated by the function
:returns: a newly constructed List of Lists representing the union of graph1 and graph2
"""
union = []
for g1, g2 in itertools.zip_longest(graph1, graph2):
line = []
g1 = g1 if g1 is not None else (0,)
g2 = g2 if g2 is not None else (0,)
for e1, e2 in itertools.zip_longest(g1, g2):
e1 = e1 if e1 is not None else 0
e2 = e2 if e2 is not None else 0
line.append(max(e1, e2))
union.append(line)
return union
graph1 = [[0, 1, 2, 1, 9], [1, 0, 0, 6, 0], [2, 0, 0, 15, 2], [1, 6, 15, 0, 7], [9, 0, 2, 7, 0]]
graph2 = [[0, 19, 1, 0, 12, 0], [19, 0, 2, 0, 0, 0], [1, 2, 0, 0, 2, 0], [0, 0, 0, 0, 3, 5], [12, 0, 2, 3, 0, 2], [0, 0, 0, 5, 2, 0]]
print(graph_intersection(graph1, graph2))
print(graph_union(graph1, graph2))
[[0, 19, 2, 1, 12, 0], [19, 0, 2, 6, 0, 0], [2, 2, 0, 15, 2, 0], [1, 6, 15, 0, 7, 5], [12, 0, 2, 7, 0, 2], [0, 0, 0, 5, 2, 0]]
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