Analysis of Sparse Trajectory Features Based on Mobile Device Location for User Group Classification Using Gaussian Mixture Model
Location data collected from mobile devices via global positioning system often lack semantic information and can form sparse trajectories in space and time. This study investigates whether user age groups can be accurately classified solely from such sparse spatial–temporal trajectories. We propose...
| Published in: | Applied Sciences |
|---|---|
| Main Authors: | Yohei Kakimoto, Yuto Omae, Hirotaka Takahashi |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-01-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2076-3417/15/2/982 |
Similar Items
A Multiobjective Approach Based on Gaussian Mixture Clustering for Sparse Reconstruction
by: Hui Li, et al.
Published: (2019-01-01)
by: Hui Li, et al.
Published: (2019-01-01)
Variational Sparse Bayesian Learning for Estimation of Gaussian Mixture Distributed Wireless Channels
by: Lingjin Kong, et al.
Published: (2021-09-01)
by: Lingjin Kong, et al.
Published: (2021-09-01)
Aircraft Trajectory Clustering in Terminal Airspace Based on Deep Autoencoder and Gaussian Mixture Model
by: Weili Zeng, et al.
Published: (2021-09-01)
by: Weili Zeng, et al.
Published: (2021-09-01)
Trajectory Prediction Algorithm Based on Gaussian Mixture-Variational Autoencoder
by: ZHANG Xianyang, ZHU Xiaoyu, LIN Haoshen, LIU Gang, AN Xibin
Published: (2020-07-01)
by: ZHANG Xianyang, ZHU Xiaoyu, LIN Haoshen, LIU Gang, AN Xibin
Published: (2020-07-01)
Anomaly Detection for Hyperspectral Images Based on Improved Low-Rank and Sparse Representation and Joint Gaussian Mixture Distribution
by: Qiong Ran, et al.
Published: (2021-01-01)
by: Qiong Ran, et al.
Published: (2021-01-01)
Prediction of operating dynamics in floating-zone crystal growth using Gaussian mixture model
by: R. Omae, et al.
Published: (2022-12-01)
by: R. Omae, et al.
Published: (2022-12-01)
scEGOT: single-cell trajectory inference framework based on entropic Gaussian mixture optimal transport
by: Toshiaki Yachimura, et al.
Published: (2024-12-01)
by: Toshiaki Yachimura, et al.
Published: (2024-12-01)
Average Entropy of Gaussian Mixtures
by: Basheer Joudeh, et al.
Published: (2024-08-01)
by: Basheer Joudeh, et al.
Published: (2024-08-01)
The whole and its parts: Visualizing Gaussian mixture models
by: Joachim Giesen, et al.
Published: (2024-06-01)
by: Joachim Giesen, et al.
Published: (2024-06-01)
Improved iterative shrinkage-thresholding for sparse signal recovery via Laplace mixtures models
by: Chiara Ravazzi, et al.
Published: (2018-07-01)
by: Chiara Ravazzi, et al.
Published: (2018-07-01)
Numerical Evaluation of Gaussian Mixture Entropy
by: Basheer Joudeh, et al.
Published: (2026-03-01)
by: Basheer Joudeh, et al.
Published: (2026-03-01)
Exact Privacy Analysis of the Gaussian Sparse Histogram Mechanism
by: Arjun Wilkins, et al.
Published: (2024-02-01)
by: Arjun Wilkins, et al.
Published: (2024-02-01)
An Enhanced Sequential ISAR Image Scatterer Trajectory Association Method Utilizing Modified Label Gaussian Mixture Probability Hypothesis Density Filter
by: Lei Liu, et al.
Published: (2025-01-01)
by: Lei Liu, et al.
Published: (2025-01-01)
Single Station Seismic Event Location With a Neural‐Guided Mixture Model: Model‐Based Weighting for Improved Accuracy
by: Jorge D. Castro, et al.
Published: (2024-12-01)
by: Jorge D. Castro, et al.
Published: (2024-12-01)
Intent Recognition Based on Gaussian Mixture and Lane Change Decision Control for Intelligent Vehicles
by: Huibin Yuan, et al.
Published: (2025-01-01)
by: Huibin Yuan, et al.
Published: (2025-01-01)
Entropy-Based Anomaly Detection for Gaussian Mixture Modeling
by: Luca Scrucca
Published: (2023-04-01)
by: Luca Scrucca
Published: (2023-04-01)
Responsible Gaussian Model: Matrix-Based Approximation of Gaussian Mixture Model
by: Wataru Obayashi, et al.
Published: (2025-01-01)
by: Wataru Obayashi, et al.
Published: (2025-01-01)
Intrinsically Interpretable Gaussian Mixture Model
by: Nourah Alangari, et al.
Published: (2023-03-01)
by: Nourah Alangari, et al.
Published: (2023-03-01)
Optimal Prediction of Individual Vessel Trajectories Based on Sparse Gaussian Processes
by: Jinwan Park
Published: (2024-10-01)
by: Jinwan Park
Published: (2024-10-01)
Capturing non-Gaussianity of RR interval distributions based on Gaussian scale mixture representation
by: Naoki Hagiyama, et al.
Published: (2026-04-01)
by: Naoki Hagiyama, et al.
Published: (2026-04-01)
EVI-GPBO: Estimated Variance Integration-Based Gaussian Process Bayesian Optimization
by: Yuto Omae, et al.
Published: (2025-01-01)
by: Yuto Omae, et al.
Published: (2025-01-01)
Efficient Time-Series Clustering through Sparse Gaussian Modeling
by: Dimitris Fotakis, et al.
Published: (2024-01-01)
by: Dimitris Fotakis, et al.
Published: (2024-01-01)
House Prices Segmentation Using Gaussian Mixture Model-Based Clustering
by: Muhammad Hafidh Raditya, et al.
Published: (2022-11-01)
by: Muhammad Hafidh Raditya, et al.
Published: (2022-11-01)
Predicting Future Locations of Moving Objects by Recurrent Mixture Density Network
by: Rui Chen, et al.
Published: (2020-02-01)
by: Rui Chen, et al.
Published: (2020-02-01)
Effective Learning of a GMRF Mixture Model
by: Shahaf E. Finder, et al.
Published: (2022-01-01)
by: Shahaf E. Finder, et al.
Published: (2022-01-01)
Non-Autoregressive Sparse Transformer Networks for Pedestrian Trajectory Prediction
by: Di Liu, et al.
Published: (2023-03-01)
by: Di Liu, et al.
Published: (2023-03-01)
Regression with Gaussian Mixture ModelsApplied to Track Fitting
by: Rudolf Frühwirth
Published: (2020-08-01)
by: Rudolf Frühwirth
Published: (2020-08-01)
A generalized Budan-Fourier approach to generalized Gaussian and exponential mixtures
by: Stefano Bonaccorsi, et al.
Published: (2024-09-01)
by: Stefano Bonaccorsi, et al.
Published: (2024-09-01)
Gaussian mixture variational autoencoder for collaborative filtering
by: LUO Biao, et al.
Published: (2023-01-01)
by: LUO Biao, et al.
Published: (2023-01-01)
A Factor Graph Approach to Variational Sparse Gaussian Processes
by: Hoang Minh Huu Nguyen, et al.
Published: (2025-01-01)
by: Hoang Minh Huu Nguyen, et al.
Published: (2025-01-01)
Scale-aware Gaussian mixture loss for crowd localization transformers
by: Alabi Mehzabin Anisha, et al.
Published: (2025-09-01)
by: Alabi Mehzabin Anisha, et al.
Published: (2025-09-01)
Trajectory privacy protection method based on location obfuscation
by: Shaobo ZHANG, et al.
Published: (2018-07-01)
by: Shaobo ZHANG, et al.
Published: (2018-07-01)
Trajectory privacy protection method based on location obfuscation
by: Shaobo ZHANG, et al.
Published: (2018-07-01)
by: Shaobo ZHANG, et al.
Published: (2018-07-01)
Medical Image Registration Algorithm Based on Bounded Generalized Gaussian Mixture Model
by: Jingkun Wang, et al.
Published: (2022-06-01)
by: Jingkun Wang, et al.
Published: (2022-06-01)
ADAPTIVE BACKGROUND DENGAN METODE GAUSSIAN MIXTURE MODELS UNTUK REAL-TIME TRACKING
by: Silvia Rostianingsih, et al.
Published: (2008-01-01)
by: Silvia Rostianingsih, et al.
Published: (2008-01-01)
Avoiding barren plateaus via Gaussian mixture model
by: Xiao Shi, et al.
Published: (2025-01-01)
by: Xiao Shi, et al.
Published: (2025-01-01)
Feasibility Pump Algorithm for Sparse Representation under Gaussian Noise
by: Florin Ilarion Miertoiu, et al.
Published: (2020-04-01)
by: Florin Ilarion Miertoiu, et al.
Published: (2020-04-01)
Identifying Physical Structures in Our Galaxy with Gaussian Mixture Models: An Unsupervised Machine Learning Technique
by: M. Tiwari, et al.
Published: (2023-01-01)
by: M. Tiwari, et al.
Published: (2023-01-01)
A Nonparametric Model for Multi-Manifold Clustering with Mixture of Gaussians and Graph Consistency
by: Xulun Ye, et al.
Published: (2018-10-01)
by: Xulun Ye, et al.
Published: (2018-10-01)
Combined Gaussian Mixture Model and Pathfinder Algorithm for Data Clustering
by: Huajuan Huang, et al.
Published: (2023-06-01)
by: Huajuan Huang, et al.
Published: (2023-06-01)
Similar Items
-
A Multiobjective Approach Based on Gaussian Mixture Clustering for Sparse Reconstruction
by: Hui Li, et al.
Published: (2019-01-01) -
Variational Sparse Bayesian Learning for Estimation of Gaussian Mixture Distributed Wireless Channels
by: Lingjin Kong, et al.
Published: (2021-09-01) -
Aircraft Trajectory Clustering in Terminal Airspace Based on Deep Autoencoder and Gaussian Mixture Model
by: Weili Zeng, et al.
Published: (2021-09-01) -
Trajectory Prediction Algorithm Based on Gaussian Mixture-Variational Autoencoder
by: ZHANG Xianyang, ZHU Xiaoyu, LIN Haoshen, LIU Gang, AN Xibin
Published: (2020-07-01) -
Anomaly Detection for Hyperspectral Images Based on Improved Low-Rank and Sparse Representation and Joint Gaussian Mixture Distribution
by: Qiong Ran, et al.
Published: (2021-01-01)
