The Bellman-Ford algorithm is an extension of Dijkstra's algorithm that calculates the shortest distance from a source to all vertices, accommodating both positive and negative edge weights. It involves iterating through the edges of the graph, updating distances if a shorter path is found, and is effective in identifying negative weight cycles. Applications include analyzing heat transfer in reactions and optimizing currency conversions.