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In this work, we present a novel crowd-based route recommendation system, which evaluates the quality of routes recommended from different sources by leveraging the knowledge and opinions of the crowd.
As the goal of this work is to evaluate the quality of recommended routes by Web services and mining algorithms, the route recommendation algorithms (mining frequent path algorithms) used in this paper are reviewed first.
The proposed system comprises two modules: traditional route recommendation (TR) and crowd-based route recommendation (CR).
Crowd route recommendation module will take over the route recommendation request when the traditional route recommendation module cannot provide the best route with confidence high enough.
Specifically, a crowd-based route recommendation system which can effectively blend domain-expert knowledge for route recommendation is proposed.
Figure 3 shows the overview of the proposed system, which comprises two modules: traditional route recommendation (TR) and crowd-based route recommendation (CR).
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Recce is an independent iOS app that riffs off the same ideas: a 3D map of London, pinpointing key landmarks while serving up transport route recommendations and info on the tube and BorisBikes.
These are the first intelligent GPS devices on the market to deliver personalized route recommendations based on individual driving habits.
Uber has already been working with some partners to demonstrate potential uses of the Driver API, and the results include a resume building tool, a Sears Auto Center loyalty points reward program based on number of completed trips and an app that creates route recommendations based on combined trip data to maximize driver earring potential.
The less explicit fact is that your diverse interactions — your likes, photos, locations, tags, videos, comments, route selections, recommendations and ratings — feed learning systems that could someday transform into super intelligent AIs with unpredictable consequences.
The recommendation routes of this work tend to be rough routes instead of correct routes.
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CEO of Professional Science Editing for Scientists @ prosciediting.com