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Ling Cai
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Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting
L Cai, K Janowicz, G Mai, B Yan, R Zhu
Transactions in GIS 24 (3), 736-755, 2020
2352020
Multi-scale representation learning for spatial feature distributions using grid cells
G Mai, K Janowicz, B Yan, R Zhu, L Cai, N Lao
arXiv preprint arXiv:2003.00824, 2020
932020
A review of location encoding for GeoAI: methods and applications
G Mai, K Janowicz, Y Hu, S Gao, B Yan, R Zhu, L Cai, N Lao
International Journal of Geographical Information Science 36 (4), 639-673, 2022
862022
TransGCN: Coupling transformation assumptions with graph convolutional networks for link prediction
L Cai, B Yan, G Mai, K Janowicz, R Zhu
Proceedings of the 10th international conference on knowledge capture, 131-138, 2019
732019
SE‐KGE: A location‐aware Knowledge Graph Embedding model for Geographic Question Answering and Spatial Semantic Lifting
G Mai, K Janowicz, L Cai, R Zhu, B Regalia, B Yan, M Shi, N Lao
Transactions in GIS 24 (3), 623-655, 2020
682020
Know, Know Where, KnowWhereGraph: A densely connected, cross-domain knowledge graph and geo-enrichment service stack for applications in environmental intelligence
K Janowicz, P Hitzler, W Li, D Rehberger, M Schildhauer, R Zhu, ...
AI Magazine 43 (1), 30-39, 2022
672022
Integrating spatial and temporal contexts into a factorization model for POI recommendation
L Cai, J Xu, J Liu, T Pei
International Journal of Geographical Information Science 32 (3), 524-546, 2018
662018
Geographic question answering: challenges, uniqueness, classification, and future directions
G Mai, K Janowicz, R Zhu, L Cai, N Lao
AGILE: GIScience series 2, 8, 2021
432021
Sensing multiple semantics of urban space from crowdsourcing positioning data
L Cai, J Xu, J Liu, T Ma, T Pei, C Zhou
Cities 93, 31-42, 2019
362019
Symbolic and subsymbolic GeoAI: Geospatial knowledge graphs and spatially explicit machine learning.
G Mai, Y Hu, S Gao, L Cai, B Martins, J Scholz, J Gao, K Janowicz
Trans. GIS 26 (8), 3118-3124, 2022
282022
Narrative cartography with knowledge graphs
G Mai, W Huang, L Cai, R Zhu, N Lao
Journal of Geovisualization and Spatial Analysis 6 (1), 4, 2022
192022
Contextual graph attention for answering logical queries over incomplete knowledge graphs
G Mai, K Janowicz, B Yan, R Zhu, L Cai, N Lao
Proceedings of the 10th international conference on knowledge capture, 171-178, 2019
192019
Towards general-purpose representation learning of polygonal geometries
G Mai, C Jiang, W Sun, R Zhu, Y Xuan, L Cai, K Janowicz, S Ermon, ...
GeoInformatica 27 (2), 289-340, 2023
182023
Reasoning over higher-order qualitative spatial relations via spatially explicit neural networks
R Zhu, K Janowicz, L Cai, G Mai
International Journal of Geographical Information Science 36 (11), 2194-2225, 2022
162022
Geoparsing: Solved or biased? an evaluation of geographic biases in geoparsing
Z Liu, K Janowicz, L Cai, R Zhu, G Mai, M Shi
AGILE: GIScience Series 3, 9, 2022
162022
Time in a box: advancing knowledge graph completion with temporal scopes
L Cai, K Janowicz, B Yan, R Zhu, G Mai
Proceedings of the 11th Knowledge Capture Conference, 121-128, 2021
112021
HyperQuaternionE: A hyperbolic embedding model for qualitative spatial and temporal reasoning
L Cai, K Janowicz, R Zhu, G Mai, B Yan, Z Wang
GeoInformatica 27 (2), 159-197, 2023
102023
Covid-forecast-graph: An open knowledge graph for consolidating covid-19 forecasts and economic indicators via place and time
R Zhu, K Janowicz, G Mai, L Cai, M Shi
AGILE: GIScience Series 3, 21, 2022
72022
Six GIScience ideas that must die
K Janowicz, R Zhu, J Verstegen, G McKenzie, B Martins, L Cai
AGILE: GIScience Series 3, 7, 2022
72022
Providing humanitarian relief support through knowledge graphs
R Zhu, L Cai, G Mai, C Shimizu, CK Fisher, K Janowicz, A Lopez-Carr, ...
Proceedings of the 11th Knowledge Capture Conference, 285-288, 2021
72021
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