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Publications

Background Imagery - County Map of the USA with a vectored web of lines and nodes wrapping across the country, signifying connections

Under Review

Janowicz, Krzysztof, Pascal Hitzler, Mark Schildhauer, Dean Rehberger, Wenwen Li. "Know, know where, KnowWhereGraph: A densely connected, cross-domain knowledge graph and geo-enrichment service stack for applications in environmental intelligence." AI Magazine (2021) (in revision).

Zhu, Rui, Krzysztof Janowicz, Ling Cai, and Gengchen Mai. "Representing and reasoning qualitative higher-order spatial relations in geospatial knowledge Graphs." International Journal of Geographical Information Science (2021) (in revision).

Zhu, Rui, Krzysztof Janowicz, Gengchen Mai, Ling Cai, and Meilin Shi. "COVID-Forecast-Graph: An open knowledge graph for consolidating COVID-19 forecasts and economic Indicators." Scientific Data (2021) (under review).

Mai, Gengchen, Chiyu Max Jiang, Weiwei Sun, Rui Zhu, Yao Xuan, Ling Cai, Krzysztof Janowicz, and Ni Lao. "Representation learning for complex polygonal geometries in the spectral domain based on non-uniform fourier transformation." In NeurIPS (2021) (under review).

Mai, Gengchen, Weiming Huang, Ling Cai, Rui Zhu, and Ni Lao. "Narrative cartography with knowledge graphs." Journal of Geovisualization and Spatial Analysis (2021) (under review).

Mai, Gengchen, Krzysztof Janowicz, Yingjie Hu, Song Gao, Bo Yan, Rui Zhu, Ling Cai, and Ni Lao. Location encoding for GeoAI. International Journal of Geographical Information Science (2021) (in revision).

Mai, Gengchen, Yao Xuan, Wenyun Zuo, Krzysztof Janowicz, and Ni Lao. "Multi-scale representation learning for spatial feature distributions using grid cells and double fourier spheres." Journal of Machine Learning Research (2021) (under review).

Cai, Ling, Krzysztof Janowicz, Bo Yan, Rui Zhu, and Gengchen Mai. "Time in a box: Advancing knowledge graph completion with temporal scopes." In ACM SIGSPATIAL (2021) (under review).

J. Zalewski, Hitzler, P., and Janowicz, K., "Semantic Compression with Region Calculi in Nested Hierarchical Grids (Technical Report)" under review



2021

Eberhart, Aaron, David Carral, Pascal Hitzler, Hilmar Lapp, and Sebastian Rudolph. "Seed Patterns for Modeling Trees," accepted for publication

Eberhart, Aaron, Cogan Shimizu, Sulogna Chowdhury, Md Kamruzzaman Sarker, and Pascal Hitzler. "Expressibility of OWL Axioms with Patterns." In ESWC 2021, 2021.

Ebrahimi, Monireh, Aaron Eberhart, Federico Bianchi, and Pascal Hitzler. "Towards Bridging the Neuro-Symbolic Gap: Deep Deductive Reasoners." Applied Intelligence, 2021.

Ebrahimi, Monireh, Aaron Eberhart, and Pascal Hitzler. "On the Capabilities of Pointer Networks for Deep Deductive Reasoning." ArXiv, 2021.

Ebrahimi, Monireh, Md Kamruzzaman Sarker, Federico Bianchi, Ning Xie, Aaron Eberhart, Derek Doran, HyeongSik Kim, and Pascal Hitzler. "Neuro-Symbolic Deductive Reasoning for Cross-Knowledge Graph Entailment." In AAAI-MAKE 2021. AAAI, 2021.

Hitzler, Pascal, Krzysztof Janowicz, Ajay Sharda, and Cogan Shimizu. "Advancing Agriculture through Semantic Data Management." Semantic Web, 2021.

Janowicz, Krzysztof. "KnowWhereGraph drives cross-domain knowledge." ArcUser (Spring 2021):16-19.

Kedron, Peter, Wenwen Li, Stewart Fotheringham, and Michael Goodchild. "Reproducibility and replicability: opportunities and challenges for geospatial research." International Journal of Geographical Information Science 35, no. 3 (2021): 427-445.

Mai, Gengchen, Krzysztof Janowicz, Rui Zhu, Ling Cai, and Ni Lao. "Geographic Question Answering: Challenges, Uniqueness, Classification, and Future Directions." AGILE: GIScience Series 2 (2021): 1-21.

Shi, Meilin, Krzysztof Janowicz, Ling Cai, Gengchen Mai, and Rui Zhu. "A Socially Aware Huff Model for Destination Choice in Nature-based Tourism." AGILE: GIScience Series 2 (2021): 1-16.

Shimizu, Cogan, Karl Hammar, and Pascal Hitzler. "Modular Ontology Modeling." Semantic Web, 2021.



2020

Cai, Ling, Krzysztof Janowicz, Gengchen Mai, Bo Yan, and Rui Zhu. "Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting." Transactions in GIS 24, no. 3 (2020): 736-755.

Hitzler, Pascal. "Semantic Web: A Review Of The Field." Communications of the ACM, 2020.

Li, Wenwen. "GeoAI: Where machine learning and big data converge in GIScience." Journal of Spatial Information Science 2020, no. 20 (2020): 71-77.

Mai, Gengchen, Krzysztof Janowicz, Ling Cai, Rui Zhu, Blake Regalia, Bo Yan, Meilin Shi, and Ni Lao. "SE-KGE: A location-aware Knowledge Graph Embedding model for Geographic Question Answering and Spatial Semantic Lifting." Transactions in GIS 24, no. 3 (2020): 623-655.

Mai, Gengchen, Krzysztof Janowicz, Bo Yan, Rui Zhu, Ling Cai, and Ni Lao. "Multi-scale representation learning for spatial feature distributions using grid cells." arXiv preprint arXiv:2003.00824 (2020).

Mai, Gengchen, Krzysztof Janowicz, Sathya Prasad, Meilin Shi, Ling Cai, Rui Zhu, Blake Regalia, and Ni Lao. "Semantically-Enriched Search Engine for Geoportals: A Case Study with ArcGIS Online." AGILE: GIScience Series 1 (2020): 1-17.

Shao, Hu, Wenwen Li, Wei Kang, and Sergio J. Rey. "When spatial analytics meets cyberinfrastructure: an interoperable and replicable platform for online spatial-statistical-visual analytics." Journal of Geovisualization and Spatial Analysis 4, no. 2 (2020): 1-16.

Wilson, John P., Kevin Butler, Song Gao, Yingjie Hu, Wenwen Li, and Dawn J. Wright. "A five-star guide for achieving replicability and reproducibility when working with GIS software and algorithms." Annals of the American Association of Geographers (2020): 1-7.

Yu, Manzhu, Myra Bambacus, Guido Cervone, Keith Clarke, Daniel Duffy, Qunying Huang, Jing Li et al. "Spatiotemporal event detection: a review." International Journal of Digital Earth 13, no. 12 (2020): 1339-1365.

Pour, Mina Abd Nikooie, Alsayed Algergawy, Reihaneh Amini, Daniel Faria, Irini Fundulaki, Ian Harrow, Sven Hertling, et al. Results of The Ontology Alignment Evaluation Initiative 2020. 15th International Workshop on Ontology Matching, 2020.

Shimizu, Cogan, Ryan McGranaghan, Aaron Eberhart, and Adam C Kellerman. "Towards a Modular Ontology for Space Weather Research." In Advances in Ontology Design Patterns. IOS Press, n.d.

Shimizu, Cogan, Ryan McGranaghan, and Adam C Kellerman. "Data Integration with Knowledge Graphs: A Space Weather Use-Case," 2020.

ConZalewski, Joseph, Pascal Hitzler, and Krzysztof Janowicz. "Semantic Compression with Region Calculi in Nested Hierarchical Grids (Technical Report)," n.d.

Zhou, Lu, and Pascal Hitzler. AROA Results of OAEI 2020. Ontology Matching. Springer, 2020.