HOTSPOTS DETECTION FROM TRAJECTORY DATA BASED ON SPATIOTEMPORAL DATA FIELD CLUSTERING

HOTSPOTS DETECTION FROM TRAJECTORY DATA BASED ON SPATIOTEMPORAL DATA FIELD CLUSTERING

City hotspots refer to the areas where residents visit frequently, and large traffic flow exist, which reflect the people travel patterns and distribution of urban function area. Taxi trajectory data contain abundant information about urban functions and citizen activities, and extracting interestin...

Full description

Bibliographic Details
Main Authors:	K. Qin, Q. Zhou, T. Wu, Y. Q. Xu
Format:	Article
Language:	English
Published:	Copernicus Publications 2017-09-01
Series:	The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2-W7/1319/2017/isprs-archives-XLII-2-W7-1319-2017.pdf

Similar Items

DETECTING HOTSPOTS FROM TAXI TRAJECTORY DATA USING SPATIAL CLUSTER ANALYSIS
by: P. X. Zhao, et al.
Published: (2015-07-01)

PARALLEL SPATIOTEMPORAL SPECTRAL CLUSTERING WITH MASSIVE TRAJECTORY DATA
by: Y. Z. Gu, et al.
Published: (2017-09-01)

A PROCESS-ORIENTED SPATIOTEMPORAL CLUSTERING METHOD FOR COMPLEX TRAJECTORIES
by: J. Liu, et al.
Published: (2019-06-01)

Urban Hotspot Area Detection Using Nearest-Neighborhood-Related Quality Clustering on Taxi Trajectory Data
by: Qingying Yu, et al.
Published: (2021-07-01)

DESIGN AND IMPLEMENTATION OF TRAJECTORY DATA MANAGEMENT AND ANALYSIS TECHNOLOGY FRAMEWORK BASED ON SPATIOTEMPORAL GRID MODEL
by: J. Li, et al.
Published: (2020-08-01)

Clustering and Outlier Detection for Trajectory Stream Data /
by: Jiali, Mao, author., et al.
Published: ([202)

Periodic Pattern Detection Algorithms for Personal Trajectory Data Based on Spatiotemporal Multi-Granularity
by: Kaichun Zhou, et al.
Published: (2019-01-01)

Design and Application of an Attractiveness Index for Urban Hotspots Based on GPS Trajectory Data
by: Li Cai, et al.
Published: (2018-01-01)

A Two-Phase Clustering Approach for Urban Hotspot Detection With Spatiotemporal and Network Constraints
by: Feng Li, et al.
Published: (2021-01-01)

Applicability Evaluation of Several Spatial Clustering Methods in Spatiotemporal Data Mining of Floating Car Trajectory
by: Hao-xuan Chen, et al.
Published: (2021-03-01)

Detecting and Evaluating Urban Clusters with Spatiotemporal Big Data
by: Luliang Tang, et al.
Published: (2019-01-01)

Detecting Anomalous Trajectories and Behavior Patterns Using Hierarchical Clustering from Taxi GPS Data
by: Yulong Wang, et al.
Published: (2018-01-01)

An Aircraft Trajectory Prediction Method Based on Trajectory Clustering and a Spatiotemporal Feature Network
by: You Wu, et al.
Published: (2022-10-01)

Analysis of Urban Residents’ Travelling Characteristics and Hotspots Based on Taxi Trajectory Data
by: Jiusheng Du, et al.
Published: (2024-02-01)

GeoSOT-Based Spatiotemporal Index of Massive Trajectory Data
by: Chunyao Qian, et al.
Published: (2019-06-01)

Identification of cholera hotspots in Zambia: A spatiotemporal analysis of cholera data from 2008 to 2017.
by: John Mwaba, et al.
Published: (2020-04-01)

Monitoring the Spatiotemporal Trajectory of Urban Area Hotspots Using the SVM Regression Method Based on NPP-VIIRS Imagery
by: Yuling Ruan, et al.
Published: (2021-06-01)

Understanding the Functionality of Human Activity Hotspots from Their Scaling Pattern Using Trajectory Data
by: Tao Jia, et al.
Published: (2017-11-01)

Graph-based representation for identifying individual travel activities with spatiotemporal trajectories and POI data
by: Xinyi Liu, et al.
Published: (2022-09-01)

Efficient Trajectory Clustering with Road Network Constraints Based on Spatiotemporal Buffering
by: Syed Adil Hussain, et al.
Published: (2023-03-01)

Trajectory Outlier Detection on Trajectory Data Streams
by: Keyan Cao, et al.
Published: (2020-01-01)

An Efficient Access Model of Massive Spatiotemporal Vehicle Trajectory Data in Smart City
by: Lianjie Zhou, et al.
Published: (2020-01-01)

Spatiotemporal Data Clustering: A Survey of Methods
by: Zhicheng Shi, et al.
Published: (2019-02-01)

Approximate Discontinuous Trajectory Hotspots
by: Rudi Ali Gholami
Published: (2020-01-01)

Common Sub-Trajectory Clustering via Hypercubes in Spatiotemporal Space
by: Oscar Lijen Hsu, et al.
Published: (2020-01-01)

The Tensor‐based Feature Analysis of Spatiotemporal Field Data With Heterogeneity
by: Dongshuang Li, et al.
Published: (2020-02-01)

A Process-Oriented Spatiotemporal Clustering Method for Complex Trajectories of Dynamic Geographic Phenomena
by: Jingyi Liu, et al.
Published: (2019-01-01)

Analyzing Spatiotemporal Daily Travel Source Carbon Emissions Based on Taxi Trajectory Data
by: Maopeng Sun, et al.
Published: (2021-01-01)

Clustering and Analysis of GPS Trajectory Data Using Distance-Based Features
by: Zann Koh, et al.
Published: (2022-01-01)

Spatiotemporal capsule neural network for vehicle trajectory prediction
by: Qin, Yan, et al.
Published: (2023)

Detecting Anomalous Trajectories Using the Dempster-Shafer Evidence Theory Considering Trajectory Features from Taxi GNSS Data
by: Kun Qin, et al.
Published: (2018-10-01)

Spatio-Temporal Vessel Trajectory Clustering Based on Data Mapping and Density
by: Huanhuan Li, et al.
Published: (2018-01-01)

Space-Time Hierarchical Clustering for Identifying Clusters in Spatiotemporal Point Data
by: David S. Lamb, et al.
Published: (2020-02-01)

Spatiotemporal Analysis of Traffic Accidents Hotspots Based on Geospatial Techniques
by: Khaled Hazaymeh, et al.
Published: (2022-04-01)

Trajectory Clustering and k-NN for Robust Privacy Preserving Spatiotemporal Databases
by: Elias Dritsas, et al.
Published: (2018-12-01)

Comparison of eight years magnetic field data from Cluster with Tsyganenko models in the inner magnetosphere
by: Q.-H. Zhang, et al.
Published: (2010-01-01)

Energy-Efficient Sensory Data Collection Based on Spatiotemporal Correlation in IoT Networks
by: Jine Tang, et al.
Published: (2022-04-01)

CC_TRS: continuous clustering of trajectory stream data based on micro cluster life
by: Abdulrazzaq, Musaab Riyadh, et al.
Published: (2017)

4D Time Density of Trajectories: Discovering Spatiotemporal Patterns in Movement Data
by: Yebin Zou, et al.
Published: (2018-06-01)

Clustering Methods Based on Stay Points and Grid Density for Hotspot Detection
by: Xiaohan Wang, et al.
Published: (2022-03-01)