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2024

Spatial Data and Intelligence - 5th China Conference, SpatialDI 2024, Nanjing, China, April 25-27, 2024, ProceedingsXiaofeng Meng 0001, Xueying Zhang, Danhuai Guo, Di Hu, Bolong Zheng, Chunju Zhang, editors, Volume 14619 of Lecture Notes in Computer Science, Springer, 2024. [doi]

Understanding Spatial Dependency Among Spatial InteractionsYong Gao 0003, Haohan Meng, Tao Pei, Yu Liu 0003. spatialdi 2024: 28-43 [doi]

Spatio-Temporal Sequence Prediction of Diversion Tunnel Based on Machine Learning Multivariate Data FusionZenghui Bi, Huan Zhao, Changping Li, Yan Xia. spatialdi 2024: 213-227 [doi]

RCPM_RLM: A Regional Co-location Pattern Mining Method Based on Representation Learning ModelYi Cai, Lizhen Wang, Lihua Zhou, Hui Chen. spatialdi 2024: 120-131 [doi]

DyAdapTransformer: Dynamic Adaptive Spatial-Temporal Graph Transformer for Traffic PredictionHui Dong, Xiao Pan, Xiao Chen, Jing Sun, Shuhai Wang. spatialdi 2024: 228-241 [doi]

Neural HD Map Generation from Multiple Vectorized Tiles Locally Produced by Autonomous VehiclesMiao Fan, Yi Yao, Jianping Zhang, Xiangbo Song, Daihui Wu. spatialdi 2024: 307-318 [doi]

Multi-view Contrastive Clustering with Clustering Guidance and Adaptive Auto-encodersBingchen Guo, Bing Kong, Lihua Zhou, Hongmei Chen 0003, Chongming Bao. spatialdi 2024: 3-14 [doi]

Trajectory Data Semi-fragile Watermarking Algorithm Considering Spatiotemporal FeaturesYuchen Hu, Changqing Zhu, Na Ren, Jinjie Gu. spatialdi 2024: 319-332 [doi]

Measurement and Research on the Conflict Between Residential Space and Tourism Space in Pianyan Ancient TownshipHong Hui, Lan Feng, Renjun Zhang. spatialdi 2024: 199-210 [doi]

OCGATL: One-Class Graph Attention Networks with Transformation Learning for Anomaly Detection for Argo DataYongguo Jiang, Hua Liu, Jiaxing Wang, GuangDa Zhai. spatialdi 2024: 152-173 [doi]

Cloud-Edge Collaborative Continual Adaptation for ITS Object DetectionZhanbiao Lian, Manying Lv, Xinrun Xu, Zhiming Ding, Meiling Zhu, Yurong Wu, Jin Yan. spatialdi 2024: 15-27 [doi]

Construction of a Large-Scale Maritime Elements Semantic Schema Based on Heterogeneous Graph ModelsXiaotong Liu, Yong Li, Peng Wang, Qiang Mei. spatialdi 2024: 132-151 [doi]

An Improved DBSCAN Clustering Method for AIS Trajectories Incorporating DP Compression and Discrete Fréchet DistanceXiliang Liu, Xiaoying Zhi, Peng Wang, Qiang Mei, Haoru Su, Zhixiang He. spatialdi 2024: 44-56 [doi]

HPO-LGBM-DRI: Dynamic Recognition Interval Estimation for Imbalanced Fraud Call via HPO-LGBMXiliang Liu, Xiaoying Zhi, Qiang Mei, Peng Wang, Haoru Su, Jiayi Wang. spatialdi 2024: 333-345 [doi]

An Accuracy Evaluation Method for Multi-source Data Based on Hexagonal Global Discrete GridsYue Ma, Guoqing Li, Long Zhao, Xiaochuang Yao. spatialdi 2024: 66-79 [doi]

RGCNdist2vec: Using Graph Convolutional Networks and Distance2Vector to Estimate Shortest Path Distance Along Road NetworksXiangfu Meng, Weipeng Xie, Jiangyan Cui. spatialdi 2024: 174-187 [doi]

Predicting Future Spatio-Temporal States Using a Robust Causal Graph Attention ModelPeixiao Wang, Hengcai Zhang, Feng Lu 0004. spatialdi 2024: 242-251 [doi]

Convolutional Neural Network Based on Multiple Attention Mechanisms for Hyperspectral and LiDAR ClassificationYingying Wang, Kun Wang, Zhiming Ding. spatialdi 2024: 274-287 [doi]

Few-Shot Learning Remote Scene Classification Based on DC-2DECZiyuan Wang, Zhiming Ding, Yingying Wang. spatialdi 2024: 288-304 [doi]

MADB-RemdNet for Few-Shot Learning in Remote Sensing ClassificationKun Wang, Yingying Wang, Zhiming Ding. spatialdi 2024: 255-273 [doi]

Self-supervised Graph Neural Network Based Community Search over Heterogeneous Information NetworksJinyang Wei, Lihua Zhou, Lizhen Wang 0001, Hongmei Chen 0003, Qing Xiao. spatialdi 2024: 188-198 [doi]

Mining Regional High Utility Co-location PatternMeiyu Xiong, Hongmei Chen 0003, Lizhen Wang, Qing Xiao. spatialdi 2024: 97-107 [doi]

Structure and Semantic Contrastive Learning for Nodes Clustering in Heterogeneous Information NetworksYiwei Yu, Lihua Zhou, Chao Liu, Lizhen Wang, Hongmei Chen. spatialdi 2024: 57-65 [doi]

Local Co-location Pattern Mining Based on Regional EmbeddingYumming Zeng, Lizhen Wang, Lihua Zhou, Hongmei Chen. spatialdi 2024: 108-119 [doi]

A Review on Urban Modelling for Future Smart CitiesHan Zhang, Zhaoya Gong, Jean-Claude Thill. spatialdi 2024: 346-355 [doi]

Applying Segment Anything Model to Ground-Based Video Surveillance for Identifying Aquatic PlantBao Zhu, Xianrui Xu, Huan Meng, Chen Meng, Xiang Li 0033. spatialdi 2024: 80-94 [doi]

2023

Spatial Data and Intelligence - 4th International Conference, SpatialDI 2023, Nanchang, China, April 13-15, 2023, ProceedingsXiaofeng Meng 0001, Xiang Li, Jianqiu Xu, Xueying Zhang, Yuming Fang, Bolong Zheng, Yafei Li, editors, Volume 13887 of Lecture Notes in Computer Science, Springer, 2023. [doi]

A Composite Grid Clustering Algorithm Based on Density and Balance DegreeLimin Guo 0002, Dongze Li, Zhi Cai. spatialdi 2023: 55-69 [doi]

Research on the Visualization Method of Weibo User Sentiment Analysis Based on IP Affiliation and Comment ContentHao Geng, Xiang Li, Wenbing Liu, Wei Zhao, Fang Ren. spatialdi 2023: 73-88 [doi]

Investigate the Relationship Between Traumatic Occurrences and Socio-Economic Status Based on Geographic Information System (GIS): The Case of Qingpu in Shanghai, ChinaHuili Jin, HongWei Xia, Joseph Mango, Jing Wang, Hong Yi, Xiaoming Yu, Xiang Li. spatialdi 2023: 140-153 [doi]

Unifying Reality and Virtuality: Constructing a Cohesive Metaverse Using Complex NumbersHaibo Li. spatialdi 2023: 259-269 [doi]

Influential Community Search Over Large Heterogeneous Information NetworksXingyu Li, Lihua Zhou, Bing Kong, Lizhen Wang. spatialdi 2023: 165-176 [doi]

LOACR: A Cache Replacement Method Based on Loop AssistTian Li, Zhiming Ding, Jian Miao, Xinjie Lv, Xueyu Gao, Fulin Wang, Xiangbin Wan. spatialdi 2023: 239-255 [doi]

Fast Mining Prevalent Co-location Patterns Over Dense Spatial DatasetsJunyi Li, Lizhen Wang, Vanha Tran, Junyi Li, Xiwen Jiang. spatialdi 2023: 179-191 [doi]

A Comparative Study of Row and Column Storage for Time Series DataLu Li, Feifan Pu, Yi Li, Jianqiu Xu. spatialdi 2023: 223-238 [doi]

The Abnormal Detection Method of Ship Trajectory with Adaptive Transformer Model Based on Migration LearningKexin Li, Jian Guo, Ranchong Li, Yujun Wang, Zongming Li, Kun Miu, Hui Chen. spatialdi 2023: 204-220 [doi]

CDGCN: An Effective and Efficient Algorithm Based on Community Detection for Training Deep and Large Graph Convolutional NetworksYulong Ma, Bing Kong, Lihua Zhou, Hongmei Chen, Chongming Bao. spatialdi 2023: 128-139 [doi]

Village Web 3D Visualization System Based on CesiumGuoxing Qu, Jie He, Jiarong Wang. spatialdi 2023: 89-100 [doi]

DeepParking: Deep Learning-Based Planning Method for Autonomous ParkingYunxiao Shan, Ziwei Zhong, Li Fan, Huang Kai. spatialdi 2023: 21-33 [doi]

Continuous Sub-prevalent Co-location Pattern MiningQilong Wang, Hongmei Chen, Lizhen Wang. spatialdi 2023: 192-203 [doi]

Recommendations for Urban Planning Based on Non-motorized Travel Data and Street ComfortLinfeng Xie, Zhiyong Yu 0001, Fangwan Huang, Daoye Zhu. spatialdi 2023: 34-54 [doi]

Ship Classification Based on Trajectories Data and LightGBM Considering Offshore Distance FeatureLi Xu, Xiaohui Chen, Bowei Wen, Jingzhen Ma, Yujun Wang, Qing Xu. spatialdi 2023: 115-127 [doi]

Contact Query Processing Based on Spatiotemporal TrajectoryShuchang Zhang, Zhiming Ding. spatialdi 2023: 154-164 [doi]

APADGCN: Adaptive Partial Attention Diffusion Graph Convolutional Network for Traffic Flow ForecastingBowen Zhang, Bohan Li, Jinzhan Wei, Hao Wen. spatialdi 2023: 3-20 [doi]

Spatial-Aware Community Search Over Heterogeneous Information NetworksYi Zhou, Lihua Zhou, Jialong Wang, Lizhen Wang, Bing Kong. spatialdi 2023: 103-114 [doi]

2022

Response of Urban Park Visitor Behavior to Water Quality in BeijingWen Jiang 0002, Yaobin Meng, Yuan Zhang, Jiaxin Wu, Xiang Li. spatialdi 2022: 231-249 [doi]

A Novel Method for Groups Identification Based on Spatio-Temporal TrajectoriesZhi Cai, Meilin Ji, Hongbing Ren, Qing Mi, Limin Guo, Zhiming Ding. spatialdi 2022: 264-280 [doi]

Coarse-Grained Path Planning Under Dynamic Situational EnvironmentMengmeng Chang, Zhiming Ding, Lutong Li, Nannan Jia, Jing Tian. spatialdi 2022: 3-18 [doi]

Heterogeneous Network Representation Learning Based on Adaptive Multi-channel Graph ConvolutionJingwei Du, Lihua Zhou, Guowang Du, Lizhen Wang, Yiting Jiang. spatialdi 2022: 133-153 [doi]

Hot Public Appeal Extraction and Visual Analysis Combined BERT and Spatio-Temporal LocationWei Fan, Ruhong Yang. spatialdi 2022: 207-217 [doi]

Research on the Prediction Model of Sites in Kashgar Based on Logistic Regression AnalysisWan Jiang, Huaguang Gao. spatialdi 2022: 177-188 [doi]

Feature Extraction and Marking Method of Inertial Navigation Trajectory Based on Permutation Entropy Under Road ConstraintsXiang Li, Wenbing Liu, Xin Liu, Jingyang Li. spatialdi 2022: 42-57 [doi]

GWmodelS: A High-Performance Computing Framework for Geographically Weighted ModelsBinbin Lu, Guanpeng Dong. spatialdi 2022: 154-161 [doi]

Spatio-Temporal Variability of Global Aerosol Optical Depth During 2000-2019Shanshan Lu, Fujiang Liu, Fushou Liu, Peng Li, Jiayu Tang, Weihua Lin, Yan Guo. spatialdi 2022: 162-174 [doi]

Using DBSCAN-RF Algorithm and Multi-source Features to Model Deep Convection in Hubei, ChinaManxing Shi, Xiuguo Liu, Peng Fan, ZhiPeng Liu, Qin Li. spatialdi 2022: 71-86 [doi]

MAHGE: Point-of-Interest Recommendation Using Meta-path Aggregated Heterogeneous Graph EmbeddingsJing Tian, Mengmeng Chang, Zhiming Ding, Xue Han, Yajun Chen. spatialdi 2022: 250-263 [doi]

AIS Data Driven CNN-BiGRU Model for Ship Target ClassificationYujun Wang, Jian Guo, Li Xu, Kexin Li, Zongming Li. spatialdi 2022: 113-132 [doi]

We-Map Orientation Method Suitable for General Public with Weak Sense of OrientationXiaolong Wang, Haowen Yan, Shan Gao, Zhuo Wang, Yang He. spatialdi 2022: 35-41 [doi]

Study on the Differences of Urban Thermal Environment Under the Framework of Local Climate ZonesShuyue Wang, Ziyue Fan, Wenyou Fan. spatialdi 2022: 218-230 [doi]

Spatial Data and Intelligence - Third International Conference, SpatialDI 2022, Wuhan, China, August 5-7, 2022, Revised Selected PapersHuayi Wu, Yu Liu, Jianzhong Li, Xiaofeng Meng, Qingfeng Guan, Xuan Song, GuoQiong Liao, Guoliang Li, editors, Volume 13614 of Lecture Notes in Computer Science, Springer, 2022. [doi]

Diversified Top-k Spatial Pattern MatchingJiahua Xie, Hongmei Chen, Lizhen Wang. spatialdi 2022: 87-98 [doi]

Jointly Modeling Intersections and Road Segments for Travel Time Estimation via Dual Graph Convolutional NetworksHuan Yan, Guangyin Jin, Deng Wang, Yue Liu, Yong Li 0008. spatialdi 2022: 19-34 [doi]

Research on the Spatial Characteristics of High-Density Urban Road Network and Functional Agglomeration Taking the Northern Part of Macau as an ExampleLiang Zheng, Yile Chen. spatialdi 2022: 189-206 [doi]

Spatio-Temporal Disparity of Traffic Accidents Between the Elderly Involved and Non-elderly Groups in Kumamoto, JapanQiaohui Zhou, Riken Homma, Congying Fang. spatialdi 2022: 58-68 [doi]

Information Diffusion Prediction Based on Deep Attention in Heterogeneous NetworksXingzhu Zou, Lihua Zhou, Guowang Du, Lizhen Wang, Yiting Jiang. spatialdi 2022: 99-112 [doi]

2021

Spatial Data and Intelligence - First International Conference, SpatialDI 2020, Virtual Event, May 8-9, 2020, ProceedingsXiaofeng Meng 0001, Xing Xie 0001, Yang Yue, Zhiming Ding, editors, Volume 12567 of Lecture Notes in Computer Science, Springer, 2021. [doi]

ENSTDM: An ENtity-Based Spatio-Temporal Data Model and Case Study in Real Estate ManagementWei Xiong 0010, Hao Chen 0046, Ning Guo, Qi Gong, Wenze Luo. spatialdi 2021: 27-42 [doi]

An Integrated Correction Algorithm for Multi-Node Data from the Hydro-Meteorological Monitoring System in the South China SeaWuyang Chen, Junmin Li, Junliang Liu, Bo Li, Ping Shi, Huanlin Xing, Xiaomin Long. spatialdi 2021: 121-126 [doi]

Wavelet Threshold Denoising and Pseudo-range Difference-Based Weighting for Indoor BLE PositioningYang Dai, Jianqiang Wang. spatialdi 2021: 174-185 [doi]

Wetland Classification Using Sparse Spectral Unmixing Algorithm and Landsat 8 OLI ImageryJie Ding, Xiaodong Na, Xingmei Li. spatialdi 2021: 186-194 [doi]

Extracting Building Contour and Level by Coupling U-net and Single-View High-Resolution Remote Sensing ImagesKaihu Du, Boyang Cui, Yao Yao 0004, Yuyang Cai, Yaqian Zhai, Qingfeng Guan 0001. spatialdi 2021: 236-252 [doi]

A Fine-Grained Mixed Land Use Decomposition Method Based on Multi-source Geospatial DataChunyang Huang, Xun Liang 0002, Zhijiang Yang, Qingfeng Guan 0001. spatialdi 2021: 197-204 [doi]

A Heterogeneity Urban Facilities Spatial Clustering Analysis Method Based on Data Field and Decision GraphLei Kang, Haiyan Liu, Xiaohui Chen, Weiying Cheng, Jing Li, Jia Li, Chenye She. spatialdi 2021: 103-109 [doi]

A Hybrid Algorithm for the Equal Districting ProblemYunfeng Kong. spatialdi 2021: 110-120 [doi]

A Dynamic Traffic Community Prediction Model Based on Hierarchical Graph Attention NetworkLutong Li, Mengmeng Chang, Zhiming Ding, Zunhao Liu, Nannan Jia. spatialdi 2021: 15-26 [doi]

Predicting and Understanding Human Mobility Based on Social Media Check-in DataJing Li, Haiyan Liu, Xiaohui Chen, Wenyue Guo, Lei Kang, Jia Li, Qingbo Zhao. spatialdi 2021: 148-163 [doi]

Multiple Security Protection Algorithm for GF-2 Images Based on Commutative Encryption and WatermarkingYu Li, LiMing Zhang, Hao Wang, Xiaolong Wang. spatialdi 2021: 141-147 [doi]

Intelligent Extraction Method of Inertial Navigation Trajectory Behavior Features Considering Road EnvironmentXiang Li, Wenbing Liu, Qun Chen. spatialdi 2021: 43-56 [doi]

Research on Classification Method of Medium Resolution Remote Sensing Image Based on Machine LearningXiuyu Liu, Yanyi Li. spatialdi 2021: 164-173 [doi]

ST-GWANN: A Novel Spatial-Temporal Graph Wavelet Attention Neural Network for Traffic PredictionZunhao Liu, Zhiming Ding, Bowen Yang, Lei Yuan, Lutong Li, Nannan Jia. spatialdi 2021: 83-99 [doi]

Evaluation of Typical Public Facilities in Shanghai Urban Functional AreaQiang Ma, Liangxu Wang, Xin Gong. spatialdi 2021: 222-235 [doi]

Spatial Data and Intelligence - Second International Conference, SpatialDI 2021, Hangzhou, China, April 22-24, 2021, ProceedingsGang Pan, Hui Lin, Xiaofeng Meng 0001, Yunjun Gao, Yong Li, Qingfeng Guan, Zhiming Ding, editors, Volume 12753 of Lecture Notes in Computer Science, Springer, 2021. [doi]

Spatial Explicit Evaluation of Land Use Sustainability Based on Grid analysis - A Case Study of the Bohai RimYu Pang, Hongrun Ju, Shunkang Lu. spatialdi 2021: 72-82 [doi]

A Deep Urban Hotspots Prediction Framework with Modeling Geography-Semantic DynamicsHengyu Sha, Guangyin Jin, Guangquan Cheng, Jincai Huang, Kuihua Huang. spatialdi 2021: 3-14 [doi]

Deep Transfer Learning for Successive POI RecommendationHaining Tan, Di Yao, Jingping Bi. spatialdi 2021: 134-140 [doi]

A Local Spatial Kriging Applied to the PM2.5 Concentration EstimationShiqi Yao, Bo Huang 0001. spatialdi 2021: 205-221 [doi]

Comparison and Analysis of Hexagonal Discrete Global Grid CodingLong Zhao, Guoqing Li, Xiaochuang Yao, Qianqian Cao, Yue Ma. spatialdi 2021: 127-133 [doi]

Optimal Siting of Rural Settlement Through a GIS-Based Assessment: A Case Study in ChinaChuanhua Zhu, Dunhui Xiao, QinYao Sun. spatialdi 2021: 57-71 [doi]

2020

Dynamic Shortest Path Queries over Moving Objects on Road NetworksSiyu Chen, Jianqiu Xu. spatialdi 2021: 44-59 [doi]

College Students' Portrait Technology Based on Hybrid Neural NetworkZhiming Ding, Xuyang Li. spatialdi 2021: 165-183 [doi]

Application of Multi-agent System in Land Use Decision-Making of Industrial Park: A Case Study of Tianfo Health Industrial Park, ShandongWenhan Feng, Peiyao Song, Bayi Li. spatialdi 2021: 139-152 [doi]

Performance Ranking Based on Bézier Ranking Principal CurveWei Jin, Danhuai Guo, Li-kun Zhao, Ji-Chao Li. spatialdi 2021: 208-217 [doi]

Research on the Division of Functional Zones in Downtown Beijing Under the Background of Big DataTe Qi, Weina Zhang, Tao Yuan. spatialdi 2021: 231-244 [doi]

Attention U-Net for Road Extraction in Remote Sensing ImagesMinyu Tao, Zhiming Ding, Yang Cao. spatialdi 2021: 153-164 [doi]

A Real-Time Driving Destination Prediction Model Based on Historical Travel Patterns and Current Driving StatusJintian Wang, Zhipeng Gui, Yunzeng Sun, Huayi Wu, Zifan Yu. spatialdi 2021: 29-43 [doi]

A Deep Learning Method for Complex Human Activity Recognition Using Virtual Wearable SensorsFanyi Xiao, Ling Pei, Lei Chu, Danping Zou, Wenxian Yu, Yifan Zhu, Tao Li. spatialdi 2021: 261-270 [doi]

Efficiently Update Disk-Resident Interval TreeJianqiu Xu, Jianhua Wei. spatialdi 2021: 198-207 [doi]

Vehicle Emergency Route Planning Based on Grid MapLei Yuan, Bowen Yang, Yuanying Chi, Zunhao Liu, Limin Guo 0002. spatialdi 2021: 122-135 [doi]

A Method of Emergency Prediction Based on Spatiotemporal Context Time SeriesZilin Zhao, Zhiming Ding, Yang Cao. spatialdi 2021: 14-28 [doi]

A Fast Clustering Approach for Identifying Traffic CongestionsYan Zhuang, Cheng-Lin Ma, Jin-Yun Xie, Zhui-Ri Li, Yang Yue. spatialdi 2021: 3-13 [doi]

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