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Learning travel recommendation from user-generated GPS trajectories

by Yu Zheng, Xing Xie - ACM Transaction on Intelligent Systems and Technologies (ACM TIST
"... The advance of GPS-enabled devices facilitates people to record their location histories with GPS traces, which imply human behaviors and preferences related to travel. In this paper, we perform two types of travel recommendations by mining multiple users ’ GPS traces. The first is a generic one tha ..."
Abstract - Cited by 46 (9 self) - Add to MetaCart
The advance of GPS-enabled devices facilitates people to record their location histories with GPS traces, which imply human behaviors and preferences related to travel. In this paper, we perform two types of travel recommendations by mining multiple users ’ GPS traces. The first is a generic one

Learning Location Correlation from GPS Trajectories

by Yu Zheng, Xing Xie
"... Abstract — People’s location histories imply the location correlation that states the relations between geographical locations in the space of human behavior. With the correlation, we can enable many valuable services, such as location recommendation and sales promotion. In this paper, by taking int ..."
Abstract - Cited by 14 (8 self) - Add to MetaCart
into account a user’s travel experience (knowledge) and the sequentiality that locations have been visited, we learn the location correlation from a large number of user-generated GPS trajectories. Using the location correlation, we conduct a personalized location recommendation system, which is evaluated

Efficient Point-based Trajectory Search?

by Shuyao Qi, Panagiotis Bouros, Dimitris Sacharidis, Nikos Mamoulis
"... Abstract. Trajectory data capture the traveling history of moving ob-jects such as people or vehicles. With the proliferation of GPS and track-ing technology, huge volumes of trajectories are rapidly generated and collected. Under this, applications such as route recommendation and traveling behavio ..."
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Abstract. Trajectory data capture the traveling history of moving ob-jects such as people or vehicles. With the proliferation of GPS and track-ing technology, huge volumes of trajectories are rapidly generated and collected. Under this, applications such as route recommendation and traveling

Routing and Broadcasting in Ad-Hoc Networks

by Der Philosophisch-naturwissenschaftlichen Fakultät, Der Universität Bern, Marc Heissenbüttel, Prof Dr, T. Braun, Der Philosophisch-naturwissenschaftlichen Fakultät, Der Universität Bern, Marc Heissenbüttel, Von Frutigen, Prof Dr, T. Braun
"... I would like to thank Prof. Dr. Torsten Braun, head of the Computer Network and Distributed Systems group (RVS), for supervising this work and for his insightful advises. Prof. Dr. Torsten Braun encouraged and motivated me to publish my research results and he provided me the opportunity to present ..."
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group and of the IAM for our various interesting discussions about all kinds of topics and for making the institute a very pleasant and friendly place to work at. Special thanks go to David Steiner, Marc Steinemann, Matthias Scheidegger, Florian Baumgartner, Ruy De Oliveira, and Attila Weyland

Mining Users ’ Significant Driving Routes with Low-power Sensors

by Sarfraz Nawaz, Cecilia Mascolo
"... While there is significant work on sensing and recogni-tion of significant places for users, little attention has been given to users ’ significant routes. Recognizing these rou-tine journeys, opens doors to the development of novel ap-plications, like personalized travel alerts, and enhancement of ..."
Abstract - Cited by 1 (0 self) - Add to MetaCart
of user’s travel experience. However, the high energy con-sumption of traditional location sensing technologies, such as GPS or WiFi based localization, is a barrier to passive and ubiquitous route sensing through smartphones. In this paper, we present a passive route sensing frame-work that continuously

Raj Jain! Routing vs Switching

by Raj Jain, Raj Jain Overview, Raj Jain, Label Stacks
"... 1. Networking trends 2. QoS over data networks 3. Label switching 4. Gigabit, 10 Gb Ethernet, RPR 5. Storage area networks 6. IP over DWDM 7. Wireless 8. Voice over IP ..."
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1. Networking trends 2. QoS over data networks 3. Label switching 4. Gigabit, 10 Gb Ethernet, RPR 5. Storage area networks 6. IP over DWDM 7. Wireless 8. Voice over IP

Understanding User Behavior Geospatially

by Xing Xie
"... ABSTRACT Understanding users is an essential task for providing personal Web experience and targeted advertisements. Current commercial or research systems try to understand users from their online behaviors, for example, how they search, read and write on the Web. However, this type of approaches ..."
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. With the rapid growth of location sensing devices and Web based GIS tools, it becomes possible to track these physical behaviors from a geospatial view. In this paper, we present our recent work towards understanding users from a geospatial view. Particularly, we studied GPS trajectory transportation mode

Chapter 9 Location-Based Social Networks: Locations

by Yu Zheng, Xing Xie
"... Abstract While chapter 8 studies the research philosophy behind a location-based social network (LBSN) from the point of view of users, this chapter gradually ex-plores the research into LBSNs from the perspective of locations. A series of re-search topics are presented, with respect to mining the c ..."
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the collective social knowledge from many users ’ GPS trajectories to facilitate travel. On the one hand, the generic travel recommendations provide a user with the most interesting locations, travel sequences, and travel experts in a region, as well as an effective itinerary condi-tioned by a user’s starting

Enhancing Driving Direction Time based on Speed Fluctuation and Vehicle Type Identification

by A. T. Vijayakumar, B. T Sripriya
"... Finding efficient driving directions has become a daily activity and been implemented as a key feature in many map services like WMS, Google and Bing Maps. A fast driving route saves the time of a driver and also energy consumption (as most gas is wasted in traffic jams).GPS-equipped taxis can be re ..."
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be regarded as mobile sensors probing traffic flows on road surfaces and taxi drivers are usually experienced in finding the fastest (quickest) route to a destination based on their knowledge. We mine the smart driving directions from the historical GPS trajectories of a large number of taxis and provide a

SIMULATION, DEVELOPMENT AND DEPLOYMENT OF MOBILE WIRELESS SENSOR NETWORKS FOR MIGRATORY BIRD TRACKING

by Bird Tracking, William P. Bennett, William P., Development, Deployment Of, Mobile Wireless Sensor, William P. Bennett, William P. Bennett, Adviser Mehmet, C. Vuran , 2012
"... This thesis presents CraneTracker, a multi-modal sensing and communication system for monitoring migratory species at the continental level. By exploiting the robust and extensive cellular infrastructure across the continent, traditional mobile wireless sensor networks can be extended to enable reli ..."
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reliable, low-cost monitoring of migratory species. The developed multi-tier architecture yields ecologists with unconventional behavior in-formation not furnished by alternative tracking systems at such a large scale and for a low-cost. The simulation, development and implementation of the Crane
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