Which of the following operations is typically less efficient with an edge list representation compared to an adjacency matrix?
Adding a new edge
Determining the degree of a vertex
Checking if the graph is connected
Finding all edges connected to a specific vertex
In an undirected graph represented using an incidence matrix, what would be the sum of the values in a single column?
2
1
V (number of vertices)
0
Which of the following algorithms can handle negative weights in a weighted graph without issues?
Prim's Algorithm
Dijkstra's Algorithm
Bellman-Ford Algorithm
Breadth-First Search (BFS)
Social media platforms utilize graph analysis to detect communities or clusters of users with shared interests. What graph concept is employed to identify these densely connected groups?
Minimum Spanning Tree
Shortest Path
Graph Coloring
Community Detection
Which algorithm is more suitable for finding the shortest path in a graph with negative edge weights?
Dijkstra's algorithm
Bellman-Ford algorithm
Kruskal's algorithm
Prim's algorithm
Prim's algorithm for finding the MST starts with an arbitrary vertex. Does the choice of the starting vertex affect the final MST found?
Yes, different starting vertices may lead to different MSTs
No, the MST is unique for a given graph
If a graph has negative weight cycles, what can we say about finding the shortest path?
Dijkstra's algorithm will always find the correct shortest path.
The graph must be undirected to have negative weight cycles.
Bellman-Ford algorithm will take significantly longer to find the shortest path.
The shortest path is undefined as we can keep traversing the cycle, decreasing the path length infinitely.
Which graph traversal algorithm is most efficient for detecting cycles in a directed graph, crucial for identifying dependencies in a project management system?
Depth-First Search (DFS)
Kruskal's Algorithm
You are tasked with designing a system to schedule tasks with dependencies between them. What graph data structure would be most appropriate to represent these dependencies?
Complete Graph
Bipartite Graph
Undirected Graph
Directed Acyclic Graph (DAG)
In a weighted graph representing a road network with construction delays (represented by negative weights), what does finding the 'shortest path' mean?
Finding the path with the fewest road closures.
Finding the path with the shortest geographical distance.
Finding the path with the least overall travel time, considering delays.
Finding the path with the lowest fuel consumption.