Categorizing bicycling environments using GPS-based public bicycle speed data

• A methodology for categorizing bicycling environments is proposed. • GPS based public bicycle speed data is used. • A support vector machine is adopted for the proposed categorization algorithm. • Technical feasibility of the proposed algorithm is demonstrated.