Published Paper Details:

This paper aims at exploring the importance of a widespread branch of algorithms called graph algorithms in the solution of the challenging real-world issues in different areas. It will be also possible to describe in more details using selected cases other practical application of the main algorithms including Dijkstra's shortest path; minimum spanning tree; depth first and breadth first searches; and network flow algorithms. Their specific application in areas of GPS, Network, Web Crawling and Transport systems is discussed. Further, real-life use in social network analysis, bioinformatics, computer network routing, and recommender systems are also described with examples to widen the understanding of its importance in the contemporary technology. Newer fields are also discussed including graph neural networks and quantum graph algorithms and what the industry might look like in the future. Synthesizing theories with solutions, this research highlights graph algorithms as a core to innovation and superior results, supporting their applicability in addressing present-day problems within computer science.