Benchmarks #3
Description
Common Benchmarks
Graph Traversal Speed:
Breadth-First Search (BFS): Measure the time it takes to perform a BFS from a given node.
Depth-First Search (DFS): Measure the time it takes to perform a DFS from a given node.
Shortest Path Algorithms: Measure the performance of algorithms like Dijkstra's or A* for finding the shortest path between nodes.
Graph Construction and Modification:
Node Insertion: Time taken to insert a large number of nodes.
Edge Insertion: Time taken to insert a large number of edges.
Node Deletion: Time taken to delete nodes.
Edge Deletion: Time taken to delete edges.
Memory Usage:
Memory Consumption: Measure the memory usage for storing large graphs with different densities (sparse vs. dense).
Graph Algorithms:
Centrality Measures: Measure the time taken to compute centrality measures like betweenness, closeness, and eigenvector centrality.
Community Detection: Performance of community detection algorithms like Louvain or Girvan-Newman.
Clustering Coefficient: Time taken to compute the clustering coefficient for nodes.