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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

2022

Janowicz, K., P. Hitzler, W. Li, D. Rehberger, M. Schildhauer, R. Zhu, C. Shimizu, C. K. Fisher, L. Cai, G. Mai, J. Zalewski, L. Zhou, S. Stephen, S. Gonzalez, B. Mecum, A. Lopez-Carr, A. Schroeder, D. Smith, D.Wright, S. Wang, Y. Tian, Z. Liu, M. Shi, A. D'Onofrio, Z. Gu, & K. Currier. 2022. "Know, KnowWhere, KnowWhereGraph: A densely connected, cross-domain knowledge graph and geo-enrichment service stack for applications in environmental intelligence."" AI Magazine 43: 30-39. https://doi.org/10.1002/aaai.12043

Janowicz, K., Shimizu, C., Hitzler, P., Mai, G., Stephen, S., Zhu, R., Cai, L., Zhou, L., Schildhauer, M., Liu, Z., Wang, Z., & Shi, M. (2022). Diverse data! Diverse schemata?. Semantic Web, 13, 1-3.

Carral, D., Zalewski, J., & Hitzler, P. (2022). An efficient algorithm for reasoning over OWL EL ontologies with nominal schemas. Journal of Logic and Computation.

Hitzler, P., Eberhart, A., Ebrahimi, M., Sarker, M., & Zhou, L. (2022). Neuro-symbolic approaches in artificial intelligence. National Science Review, 9(6).

Mai, G., Huang, W., Cai, L., Zhu, R., & Lao, N. (2022). Narrative Cartography with Knowledge Graphs. Journal of Geovisualization and Spatial Analysis, 6(1), 1-24.

Mai, G., Janowicz, K., Hu, Y., Gao, S., Yan, B., Zhu, R., Cai, L. & Lao, N. (2022). A review of location encoding for GeoAI: methods and applications. International Journal of Geographical Information Science, 1-35.

Franklin, R. S., Delmelle, E. C., Andris, C., Cheng, T., Dodge, S., Franklin, J., ... & Wentz, E. A. (2022). Making Space in Geographical Analysis. Geographical Analysis.

Li, W., Liu, Y., & Wang, S. (2022). Real-time GIS Programming and Geocomputation (Vol. 2022, No. Q1). The Geographic Information Science & Technology Body of Knowledge (1st Quarter 2022 Edition), John P. Wilson (ed.). DOI: 10.22224/gistbok/2022.1.3.

Liu, Z., Shi, M., Janowicz, K., Regalia, B., Delbecque, S., Mai, G., Zhu, R. & Hitzler, P. (2022). LD Connect: A Linked Data Portal for IOS Press Scientometrics. [accepted by ESWC 2022]

Cai, L., Janowicz, K., Zhu, R., Mai, G. & Yan, B. (2022). HyperQuaternionE: A Hyperbolic Embedding Model for Qualitative Spatial and Temporal Reasoning. Geoinformatica. [under review]

Cai, L., Janowicz, K. & Zhu, R. (2022). Automatic Discovery of Conceptual Neighborhood Using Machine Learning Methods. The 15th International Conference on Spatial Information Theory. [accepted]

Liu, Z., Janowicz, K., Cai, L., Zhu, R., Mai, G. & Shi M. (2022). Geoparsing: Solved or Biased? An Evaluation of Geographic Biases in Geoparsing. The 25th AGILE Conference on Geographic Information Science. [accepted]

Janowicz, K., Zhu, R., McKenzie, G., Verstegen, J., Martins, B. & Cai, L. (2022). Six GIScience Ideas That Must Die. The 25th AGILE Conference on Geographic Information Science. [accepted]

Zhu, R., Janowicz, K., Mai, G., Cai L. & Shi M. (2022). COVID-Forecast-Graph: An Open Knowledge Graph for Consolidating COVID-19 Forecasts and Economic Indicators via Place and Time. The 25th AGILE Conference on Geographic Information Science. [accepted]

Zhu, R., Janowicz K., Cai L., and Mai G., (2022). Reasoning over Higher-order Qualitative Spatial Relations via Neural Networks. International Journal of Geographic Information Science. (in revision)



2021

Zalewski, J., Zhou, L., Shimizu, C., & Hitzler, P. (2021). InK Browser - The Interactive Knowledge Browser. International Semantic Web Conference, 20.

Zhu, R., Shimizu, C., Stephen, S., Zhou, L., Cai, L., Mai, G., Janowicz, K., Schildhauer, M., & Hitzler, P. (2021). SOSA-SHACL: Shapes Constraint for the Sensor, Observation, Sample, and Actuator Ontology. The 10th International Joint Conference on Knowledge Graphs, 99–107.

Cai, L., Janowicz, K., Yan, B., Zhu, R., & Mai, G. (2021, December). Time in a box: Advancing knowledge graph completion with temporal scopes. In Proceedings of the 11th on Knowledge Capture Conference (pp. 121-128).

Zhu, R., Cai, L., Mai, G., Shimizu, C., Fisher, C. K., Janowicz, K., ... & Liu, Z. (2021, December). Providing Humanitarian Relief Support through Knowledge Graphs. In Proceedings of the 11th on Knowledge Capture Conference (pp. 285-288).

Shimizu, C., Zhu, R., Mai, G., Fisher, C., Cai, L., Schildhauer, M., Janowicz, K., Hitzler, P., Zhou, L., & Stephen, S. (2021). A Pattern for Features on a Hierarchical Spatial Grid. The 10th International Joint Conference on Knowledge Graphs, 108–114.

Zalewski, J., Hitzler, P., & Janowicz, K. (2021, November). Semantic Compression with Region Calculi in Nested Hierarchical Grids. In Proceedings of the 29th International Conference on Advances in Geographic Information Systems (pp. 305-308).

Zhu, R., Ambrose, S., Zhou, L., Shimizu, C., Cai, L., Mai, G., ... & Schildhauer, M. (2021). Environmental Observations in Knowledge Graphs. In 2nd Workshop on Data and research objects management for Linked Open Science (pp. 1-11).

Arundel, S. T., & Li, W. AM-21-The Evolution of Geospatial Reasoning, Analytics, and Modeling.

Carral, D., & Rudolph, S. (2021). Seed Patterns for Modeling Trees. Advances in Pattern-Based Ontology Engineering, 51, 48.

Eberhart, A., Shimizu, C., Chowdhury, S., Sarker, M., & Hitzler, P. (2021, June). Expressibility of OWL axioms with patterns. In European Semantic Web Conference (pp. 230-245). Springer, Cham.

Ebrahimi, M., Eberhart, A., Bianchi, F., & Hitzler, P. (2021). Towards bridging the neuro-symbolic gap: Deep deductive reasoners. Applied Intelligence, 51(9), 6326-6348.

Ebrahimi, M., Eberhart, A., & Hitzler, P. (2021). On the Capabilities of Pointer Networks for Deep Deductive Reasoning. arXiv preprint arXiv:2106.09225.

Ebrahimi, M., Sarker, M. K., Bianchi, F., Xie, N., Eberhart, A., Doran, D., Kim, H., & Hitzler, P. (2021). Neuro-Symbolic Deductive Reasoning for Cross-Knowledge Graph Entailment. AAAI-MAKE 2021.

SGoodchild, M. F., & Li, W. (2021). Replication across space and time must be weak in the social and environmental sciences. Proceedings of the National Academy of Sciences, 118(35).

Hitzler, P., Janowicz, K., Sharda, A., & Shimizu, C. (2021). Advancing agriculture through semantic data management. Semantic Web, 12(4), 543-545.

Janowicz, K. (2021). Knowwheregraph drives analytics and cross-domain knowledge. ArcUser (2021), 16-19.

Kedron, P., Li, W., Fotheringham, S., & Goodchild, M. (2021). Reproducibility and replicability: opportunities and challenges for geospatial research. International Journal of Geographical Information Science, 35(3), 427-445.

Mai, G., Janowicz, K., Zhu, R., Cai, L., & Lao, N. (2021). Geographic question answering: Challenges, uniqueness, classification, and future directions. AGILE: GIScience Series, 2, 1-21.

Shi, M., Janowicz, K., Cai, L., Mai, G., & Zhu, R. (2021). A Socially Aware Huff Model for Destination Choice in Nature-based Tourism. AGILE: GIScience Series, 2, 1-16.

Lafia, S., Zhu, R., Regalia, B., & Kuhn, W. (2021). Reimagining GIS Instruction through Concept-Based Learning. AGILE: GIScience Series, 2, 1-7.

Shimizu, C., Hammar, K., & Hitzler, P. (2021). Modular ontology modeling. Semantic Web, Preprint, 1–31.

Zhang, Z., Zou, L., Li, W., Usery, L., Albrecht, J., & Armstrong, M. (2021). Cyberinfrastructure and intelligent spatial decision support systems. Transactions in GIS, 25(4), 1651-1653.

Yan, B., Mai, G., Hu, Y., & Janowicz, K. (2021). Harnessing Heterogeneous Big Geospatial Data. In Handbook of Big Geospatial Data (pp. 459-473). Springer, Cham.

Hitzler, P. (2021). A review of the semantic web field. Communications of the ACM, 64(2), 76-83.

Wilson, J. P., Butler, K., Gao, S., Hu, Y., Li, W., & Wright, D. J. (2021). A five-star guide for achieving replicability and reproducibility when working with GIS software and algorithms. Annals of the American Association of Geographers, 111(5), 1311-1317.

Eberhart, A., Carral, D., Hitzler, P., Lapp, H., & Rudolph, S. (2021). Seed Patterns for Modeling Trees. In Advances in Pattern-Based Ontology Engineering (pp. 48–67). IOS Press.

Ebrahimi, M. (2021). Towards generalizable neuro-symbolic reasoners: Vol. PhD [Dissertation, Kansas State University]. https://krex.k-state.edu/dspace/handle/2097/41621

Shimizu, C., Zhu, R., Mai, G., Schildhauer, M., Janowicz, K., & Hitzler, P. (2021). A Pattern for Modeling Causal Relations Between Events. 12th Workshop on Ontology Design and Patterns.

Cogan Shimizu, R. Z., Mai, G., Schildhauer, M., Janowicz, K., & Hitzler, P. A Pattern for Modeling Causal Relations Between Events.

Eells, A., Shimizu, C., Zhou, L., Hitzler, P., Estrecha, S. G., & Rehberger, D. (2021). Aligning Patterns to the Wikibase Model. In Workshop on Ontology Design and Patterns.



2020

Cai, L., Janowicz, K., Mai, G., Yan, B., & Zhu, R. (2020). Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting. Transactions in GIS, 24(3), 736-755.

Li, W. (2020). GeoAI: Where machine learning and big data converge in GIScience. Journal of Spatial Information Science, (20), 71-77.

Mai, G., Janowicz, K., Cai, L., Zhu, R., Regalia, B., Yan, B., ... & Lao, N. (2020). SE-KGE: A location-aware Knowledge Graph Embedding model for Geographic Question Answering and Spatial Semantic Lifting. Transactions in GIS, 24(3), 623-655.

Mai, G., Janowicz, K., Yan, B., Zhu, R., Cai, L., & Lao, N. (2020). Multi-scale representation learning for spatial feature distributions using grid cells. arXiv preprint arXiv:2003.00824.

Mai, G., Janowicz, K., Prasad, S., Shi, M., Cai, L., Zhu, R., ... & Lao, N. (2020). Semantically-Enriched Search Engine for Geoportals: A Case Study with ArcGIS Online. AGILE: GIScience Series, 1, 1-17.

Regalia, B. D. (2020). Computational Time and Space Tradeoffs in Geo Knowledge Graphs. University of California, Santa Barbara.

Abbas, N., Alghamdi, K., Alinam, M., Alloatti, F., Amaral, G., d'Amato, C., ... & Xu, W. (2020). Knowledge Graphs Evolution and Preservation--A Technical Report from ISWS 2019. arXiv preprint arXiv:2012.11936.

Shao, H., Li, W., Kang, W., & Rey, S. J. (2020). When spatial analytics meets cyberinfrastructure: an interoperable and replicable platform for online spatial-statistical-visual analytics. Journal of Geovisualization and Spatial Analysis, 4(2), 1-16.

Yu, M., Bambacus, M., Cervone, G., Clarke, K., Duffy, D., Huang, Q., ... & Yang, C. (2020). Spatiotemporal event detection: A review. International Journal of Digital Earth, 13(12), 1339-1365.

Pour, M. A. N., Algergawy, A., Amini, R., Faria, D., Fundulaki, I., Harrow, I., Hertling, S., Jiménez-Ruiz, E., Jonquet, C., Karam, N., Khiat, A., Laadhar, A., Lambrix, P., Li, H., Li, Y., Hitzler, P., Paulheim, H., Pesquita, C., Saveta, T., … Zhou, L. (2020). Results of theOntology Alignment Evaluation Initiative 2020. In 15th International Workshop on Ontology Matching.

Shimizu, C., McGranaghan, R. M., & Kellerman, A. C. (2020, December). Data Integration with Knowledge Graphs: A Space Weather Use-case. In AGU Fall Meeting Abstracts (Vol. 2020, pp. IN026-09).

Zhu, R., Ambrose, S. S., Zhou, L., Shimizu, C., Cai, L., Mai, G., Janowicz, K., Hitzler, P., & Schildhauer, M. (2021). Environmental Observations in Knowledge Graphs. DaMaLOS 2021 @ ISWC.

Zhou, L. (2020). Towards automated complex ontology alignment using rule-based machine learning: Vol. Doctorate [Dissertation]. Kansas State University.