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A Cost-Effective Recommender System for Taxi Drivers

Published on Oct 07, 20144292 Views

The GPS technology and new forms of urban geography have changed the paradigm for mobile services. As such, the abundant availability of GPS traces has enabled new ways of doing taxi business. Indeed,

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Chapter list

A Cost-Effective Mobile Recommender System for Taxi Drivers00:00
Application Background00:07
Motivation00:55
Problem Statement02:53
Preliminaries03:37
Problem Formulation - 104:25
Problem Formulation - 205:17
Problem Formulation - 307:09
Problem Formulation - 407:15
Problem Formulation - 507:56
Building Road Network08:44
Candidate Route09:53
Recursive Recommendation - 111:15
Recursive Recommendation - 211:59
Recursive Recommendation - 312:25
Top-K Route Recommendation - 113:24
Top-K Route Recommendation - 214:09
Experimental Results - 115:02
Experimental Results - 215:39
Data Preprocessing - 115:59
Data Preprocessing - 216:36
Data Preprocessing - 316:52
Profit Improvement for Inexperienced Taxi Drivers17:21
Profit Comparison17:59
A Case Study18:41
Top-K Recommendations19:15
Related Work19:38
Conclusion19:41
Future Work20:03
Questions?20:06