Map Matching Based on Conditional Random Fields and Route Preference Mining for Uncertain Trajectories

Map Matching Based on Conditional Random Fields and Route Preference Mining for Uncertain Trajectories

In order to improve offline map matching accuracy of uncertain GPS trajectories, a map matching algorithm based on conditional random fields (CRF) and route preference mining is proposed. In this algorithm, road offset distance and the temporal-spatial relationship between the sampling points are us...

Full description

Bibliographic Details
Main Authors:	Ming Xu, Yiman Du, Jianping Wu, Yang Zhou
Format:	Article
Language:	English
Published:	Hindawi Limited 2015-01-01
Series:	Mathematical Problems in Engineering
Online Access:	http://dx.doi.org/10.1155/2015/717095

Similar Items

Uncertain Trajectory Data Mining with Preference Dynamics and Social Influence
by: Mao-Chien Chang, et al.
Published: (2013)

Trajectory Mining Using Uncertain Sensor Data
by: Muhammad Muzammal, et al.
Published: (2018-01-01)

Conditional Random Field-Based Offline Map Matching for Indoor Environments
by: Safaa Bataineh, et al.
Published: (2016-08-01)

Schema matching and merging based on uncertain semantic mappings
by: Rizopoulos, Nikos
Published: (2011)

Mining Probabilistic Mobile-Patterns from Uncertain Trajectories with Gap Constraints
by: CHEN, PEI-WUN, et al.
Published: (2017)

A Two-Sided Matching Decision Model Based on Uncertain Preference Sequences
by: Xiao Liu, et al.
Published: (2015-01-01)

Mining Frequent Route Patterns Based on Personal Trajectory Abstraction
by: Zhongliang Fu, et al.
Published: (2017-01-01)

AIS Trajectory Mining and Route Topology Model Building
by: Peng, Guan-Dun, et al.
Published: (2015)

INFERRING ROUTING PREFERENCES OF BICYCLISTS FROM SPARSE SETS OF TRAJECTORIES
by: J. Oehrlein, et al.
Published: (2018-09-01)

Map Matching Algorithm: Trajectory and Sequential Map Analysis on Road Network
by: Kanta Sharma, et al.
Published: (2018-11-01)

Setting Headways on a Bus Route under Uncertain Conditions
by: Weiya Chen, et al.
Published: (2019-05-01)

Mining frequent patterns from uncertain data with MapReduce
by: Hayduk, Yaroslav
Published: (2012)

Mining frequent patterns from uncertain data with MapReduce
by: Hayduk, Yaroslav
Published: (2012)

Map Matching for Urban High-Sampling-Frequency GPS Trajectories
by: Minshi Liu, et al.
Published: (2020-01-01)

Renewal of Road Networks Using Map-matching Technique of Trajectories
by: WU Tao, et al.
Published: (2017-04-01)

A Trajectory Collaboration Based Map Matching Approach for Low-Sampling-Rate GPS Trajectories
by: Wentao Bian, et al.
Published: (2020-04-01)

Matching uncertain supply with uncertain demand of multiple bike sharing stations
by: Miao-Shan Yu, et al.
Published: (2017)

An Uncertain and Preference Evaluation Model with Basic Uncertain Information in Educational Management
by: Cheng Zhu, et al.
Published: (2020-11-01)

Optimization of Hazardous Chemical Waste Location-Routing Logistics Based on Uncertain Conditions
by: Hui Wang
Published: (2018-09-01)

Primates' Food Preferences Predict Their Food Choices Even Under Uncertain Conditions
by: Sarah M. Huskisson, et al.
Published: (2021-02-01)

Decision-Making Approach of Two-Sided Matching of Supply and Demand of Logistics Service Based on the Uncertain Preference Ordinal
by: Na Wang, et al.
Published: (2020-01-01)

Vehicle Routing and Scheduling with Uncertain Demands
by: Ching-Ying Chen, et al.
Published: (2015)

Probabilistic flood hazard mapping: effects of uncertain boundary conditions
by: A. Domeneghetti, et al.
Published: (2013-08-01)

Pattern Mining in Uncertain Tensors
by: Coussat, Aurélien
Published: (2019)

Data Mining with Uncertain Data
by: Chih-Wei Wu, et al.
Published: (2009)

Change route preferences based on temporary migration route condition information
by: Hendra Hendrawan
Published: (2020-07-01)

Position Estimation in Uncertain Radio Environments and Trajectory Learning
by: Zhao, Yuxin
Published: (2017)

Generalizing Over Uncertain Dynamics for Online Trajectory Generation
by: Kim, Beomjoon, et al.
Published: (2021)

A Historical‐Trajectories‐Based Map Matching Algorithm for Container Positioning and Tracking
by: Gao, C., et al.
Published: (2022)

A Historical‐Trajectories‐Based Map Matching Algorithm for Container Positioning and Tracking
by: Gao, C., et al.
Published: (2022)

A Conditional Random Field (CRF) Based Machine Learning Framework for Product Review Mining
by: Ming, Yue
Published: (2019)

Mining Sport Event Storylines Based On ConditionalRandom Fields Model
by: Hui-Wen Cheng, et al.
Published: (2017)

Mining Publication Records on Publication Pages based on Conditional Random Fields
by: LIN, YA-HUEI, et al.
Published: (2012)

PREFERENCE FOR MAP SCALE OF IN-CAR ROUTE GUIDANCE AND NAVIGATION SYSTEM
by: Ana Paula Marques Ramos, et al.

Trajectory Data Mining-Based Routing in DTN-Enabled Vehicular Ad Hoc Networks
by: Weijing Qi, et al.
Published: (2017-01-01)

Vessels Route Planning Problem with Uncertain Data
by: Tomasz Neumann
Published: (2016-09-01)

The Production Routing Problem Under Uncertain Environment
by: Chenyin Wang, et al.
Published: (2021-01-01)

High-Accuracy Off-Line Map-Matching of Trajectory Network Division Based on Weight Adaptation HMM
by: Yan Xie, et al.
Published: (2020-01-01)

Performance of map matching and route tracking depending on the quality of the GPS data
by: Houda, Prokop
Published: (2016)

Chebyshev Similarity Match between Uncertain Time Series
by: Wei Wang, et al.
Published: (2015-01-01)