Design of a MapReduce-Based Mobility Pattern Mining System for Next Place Prediction
نویسندگان
چکیده
منابع مشابه
Next Place Prediction Based on Spatiotemporal Pattern Mining of Mobile Device Logs
Due to the recent explosive growth of location-aware services based on mobile devices, predicting the next places of a user is of increasing importance to enable proactive information services. In this paper, we introduce a data-driven framework that aims to predict the user's next places using his/her past visiting patterns analyzed from mobile device logs. Specifically, the notion of the spat...
متن کاملPeriodicity Based Next Place Prediction
Location Prediction has attracted a significant amount of research effort. Being able to predict people’s movement benefits a wide range of communication systems. It is both an interesting and challenging problem which applies to many different settings. In this paper, we describe the approaches taken for challenge of next place prediction. This task involves predicting the next destination of ...
متن کاملHuman Mobility-Pattern Discovery and Next-Place Prediction from GPS Data
We provide a novel algorithm for the discovery of mobility patterns and prediction of users’ destination locations, both in terms of geographic coordinates and semantic meaning. We did not use any semantic data voluntarily provided by a user, and there was no sharing of data among the users. An advantage of our algorithm is that it allows a trade-off between prediction accuracy and information....
متن کاملA Grid Based System for Data Mining Using MapReduce
In this paper, we discuss a Grid data mining system based on the MapReduce paradigm of computing. The MapReduce paradigm emphasizes system automation of fault tolerance and redundancy, while keeping the programming model for the user very simple. MapReduce is built closely on top of a distributed file system, that allows efficient distributed storage of large data sets, and allows computation t...
متن کاملinvestigating the feasibility of a proposed model for geometric design of deployable arch structures
deployable scissor type structures are composed of the so-called scissor-like elements (sles), which are connected to each other at an intermediate point through a pivotal connection and allow them to be folded into a compact bundle for storage or transport. several sles are connected to each other in order to form units with regular polygonal plan views. the sides and radii of the polygons are...
ذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: KIPS Transactions on Software and Data Engineering
سال: 2014
ISSN: 2287-5905
DOI: 10.3745/ktsde.2014.3.8.321