We conclude that our novel transportation network features are
most effective for motorized transportation mode detection, and
also effective for bike mode detection. This makes sense, since
bikes and motorized modes may have similar speed and
acceleration in traffic and therefore are difficult to distinguish using
traditional motion pattern features. However, features of the
transportation network, such as bus locations, help the
distinguishing between buses and bikes.