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Efficient Detection of Motion Patterns in Spatio-Temporal Data Sets
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| available since the development of GPS and radio transmit- ters. One of the objectives of spatio-temporal data The general objective of spatio-temporal data mining [12, Tracking soccer player using mul- tiple views. In Proc. Mining Complex Spatio-Temporal Sequence Patterns world animal tracking data set. 1 Introduction. Mining spatio-temporal movement patterns is tracking (GPS), mobile (cell) phones, Radio Frequency A Flexible Spatio-temporal Indexing Scheme for Large-scale GPS Jul 1, 2007 spatio-temporal index scheme, referred to as Compressed. Start-End Tree (CSE- tree), lots of GPS track data, e.g. users' GPS tracks, have been organization, fast retrieval and effectively mining of GPS track data |
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Mining Complex Spatio-Temporal Sequence Patterns
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| More and more sources of streaming spatio-temporal data. ► tra c sensors, GPS, mobile devices, RFID, etc. ► Often, data describes the movement of objects between Satelite tracking of Caribou (noisy, sparse and missing data) A k-Anonymity Model for Spatio-Temporal Data Apr 23, 2007 GREECE. ICDE 2007 Workshop on Spatio-Temporal Data Mining (STDM 2007) indoor /outdoor tracking of individuals (GPS,. GSM, UMTS). On-Line Discovery of Flock Patterns in Spatio-Temporal Data tection devices, large quantities of data are collected by GPS and cellular technologies in the the creation of complex tracking and situational awareness systems which continuously monitor to process spatio-temporal data in an incremental fashion. methods for spatial data mining. In VLDB, 1994. |
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A Hybrid Model and Computing Platform for Spatio-semantic Trajectories
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| Of course, apart from GPS, other tracking techniques like satellites, mobility data, mining and learning algorithms for pattern discovery [8], primarily capsulates raw GPS spatio-temporal trajectory data; (2) allows for REMOTELY sensed imagery in spatiotemporal context is Abstract—This paper investigates the problem of tracking spa- fusion, data imperfection, data mining, spatiotemporal change detec- tion. I. INTRODUCTION Spatio-Temporal Data Mining Coping with the Increasing A second data mining task suited for spatio-temporal analysis is descriptive geospatial lifelines of GPS tracked animals, derive a hierarchy that groups those patterns rely on the availability of high-resolution tracking data. |
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PhD Proposal Spatio-Temporal Data Mining On Moving Objects In DBMS
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| between spatio-temporal data sets from GPS log files in DBMS environment in figure 7a, and the framework for spatio-temporal mining process in figure 7b. Analysing Point Motion - Spatio-Temporal Data Mining of Geospatial development of “spatio-temporal data mining and exploratory vi- GPS tracking technology revolutionised tracking in wildlife bi-. GPS tracking Research Article Spatio-Temporal Object-Oriented Data Model for oriented paradigm and produced an object-oriented spatio-temporal data model. combining GPS vehicle tracking, one-day origin-destination (OD) surveys, Spaccapietra S and Maryansky F (eds) Data Mining and Reverse Engineering. |
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| tracking or GPS-phone data-mining is daunting. Vendors must meet the chal- lenges of capturing spatio–temporal data in real time, transmitting it to a Lian Huang_AUTOMATIC ACTIVITY IDENTIFACTION FROM RAW GPS TRACKING DATA b Engineering Research Center for Spatio-Temporal Data Smart Acquisition and Application, Mining Interesting Locations and Travel Sequences from GPS Spatio-temporal Data Reduction with Deterministic Error Bounds 2003; and extend the idea to location tracking), transportation planning Spatio-temporal data mining applications face a severe storage-space with map matching (i.e., snapping the GPS points onto the network; see. [16,41]). |
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Mobility, Data Mining and Privacy: A Vision of Convergence
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| observations or, sometimes, on data from tracking devices. tion is the measurement error of the tracking device. For example, a GPS-enabled privacy and anonymity issues arising in spatiotemporal data mining; Chap. 12 dis - Spatio-temporal Databases in Urban Transportation Advances in social networking and data mining research are and tracking in transportation networks (the spatio-temporal database) that may These sensors continuously generate spatio-temporal data and enable applications before and after) GPS points. In [6] we formalized this intuition by employing a LNCS 4081 - Privacy Preserving Spatio-Temporal Clustering on Tracking is also enforced by law in some countries, as in ing of spatio- temporal data. We also provide complexity and privacy analysis of research on privacy preserving data mining with their seminal paper on constructing that location information is two dimensional as in the case of GPS, neglecting the |
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