A similarity measure quantifies the degree of resemblance between two objects, often used in machine learning, data mining, and information retrieval to identify and group similar data points. It is crucial for tasks like clustering, classification, and recommendation systems, where understanding the likeness between data elements enhances decision-making and pattern recognition.