Publications

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2021
P. Hitzler, Janowicz, K., Shimizu, C., Zhou, L., and Eells, A., Open Science data and the Semantic Web journal, Semantic Web, vol. 12(3), 2021.PDF icon sw_open_science_editorial.pdf (38.56 KB)
C. Shimizu, Zhu, R., Mai, G., Schildhauer, M., Janowicz, K., and Hitzler, P., A Pattern for Features on a Hierarchical Spatial Grid, in The 10th International Joint Conference on Knowledge Graphs, IJCKG 2021, December 6-8, 2021, Virtual Event, Thailand, 2021.PDF icon 2021_IJCKG_KWG_HCF.pdf (534.01 KB)
C. Shimizu, Zhu, R., Mai, G., Schildhauer, M., Janowicz, K., and Hitzler, P., A Pattern for Modeling Causal Relations Between Events, in 12th Workshop on Ontology Design and Patterns, 2021.PDF icon 2021_WOP_KWG_Causal_Relation_Pattern.pdf (443.09 KB)
A. Eberhart, Carral, D., Hitzler, P., Lapp, H., and Rudolph, S., Seed Patterns for Modeling Trees, in Advances in Pattern-Based Ontology Engineering, IOS Press, 2021, pp. 48-67.PDF icon Seed_Patterns_for_Modeling_Trees.pdf (568.59 KB)
J. Zalewski, Hitzler, P., and Janowicz, K., Semantic Compression with Region Calculi in Nested Hierarchical Grids (Technical Report), 2021.PDF icon Semantic Compression Technical Report (354.64 KB)
R. Zhu, Shimizu, C., Stephen, S., Zhou, L., Cai, L., Mai, G., Janowicz, K., Schildhauer, M., and Hitzler, P., SOSA-SHACL: Shapes Constraint for the Sensor, Observation, Sample, and Actuator Ontology, in The 10th International Joint Conference on Knowledge Graphs, IJCKG 2021, December 6-8, 2021, Virtual Event, Thailand, 2021.PDF icon 2021_IJCKG_SOSA_SHACL.pdf (673.54 KB)
C. Kupitz, Eberhart, A., Schmidt, D., Stevens, C., Shimizu, C., Hitzler, P., Salvucci, D., Maruyama, B., and Myers, C., Toward Undifferentiated Cognitive Models, International Conference on Cognitive Modeling. 2021.PDF icon Kupitz-ICCM21.pdf (281.73 KB)
M. Ebrahimi, Eberhart, A., Bianchi, F., and Hitzler, P., Towards Bridging the Neuro-Symbolic Gap: Deep Deductive Reasoners, Applied Intelligence, 2021.PDF icon APIN2021.pdf (865.93 KB)
2022
K. Janowicz, Shimizu, C., Hitzler, P., Mai, G., Stephen, S., Zhu, R., Cai, L., Zhou, L., Schildhauer, M., Liu, Z., Wang, Z., and Shi, M., Diverse data! Diverse schemata?, Semantic Web, vol. 13, pp. 1–3, 2022.PDF icon sw_2022_13-1_sw-13-1-sw210453_sw-13-sw210453.pdf (61.64 KB)
K. Janowicz, Hitzler, P., Li, W., Rehberger, D., Schildhauer, M., Zhu, R., Shimizu, C., Fisher, C. K., Cai, L., Mai, G., Zalewski, J., Zhou, L., Stephen, S., Gonzalez, S., Mecum, B., Carr, A. Lopez, Schroeder, A., Smith, D., Wright, D., Wang, S., Tian, Y., Liu, Z., Shi, M., D’Onofrio, A., and Gu, Z., Know, Know Where, KnowWhereGraph: A Densely Connected, Cross-Domain Knowledge Graph and Geo-Enrichment Service Stack for Applications in Environmental Intelligence, AI Magazine, 2022.PDF icon KWG-AI-Magazine-2022.pdf (7.6 MB)
Z. Liu, Shi, M., Janowicz, K., Mai, G., Zhu, R., Delbeque, S., and Hitzler, P., LD Connect: A Linked Data Portal for IOS Press Scientometrics, in The Semantic Web - 19th International Conference, ESWC 2022, Hersonissos, Crete, Greece, May 29 - June 2, 2022, 2022.PDF icon 2022-ESWC-LDConnect(1).pdf (3.13 MB)
T. R. Besold, Garcez, A. S. d'Avila, Bader, S., Bowman, H., Domingos, P., Hitzler, P., Kühnberger, K. - U., Lamb, L. C., Lowd, D., Lima, P. Machado Vi, de Penning, L., Pinkas, G., Poon, H., and Zaverucha, G., Neural-Symbolic Learning and Reasoning: A Survey and Interpretation, in Neuro-Symbolic Artificial Intelligence: The State of the Art, Amsterdam: IOS Press, 2022.PDF icon 2017-nesy-survey(4).pdf (635.26 KB)
P. Hitzler, Eberhart, A., Ebrahimi, M., Sarker, M. K., and Zhou, L., Neuro-symbolic approaches in artificial intelligence, National Science Review, vol. 9, no. 6, 2022.
M. K. Sarker, Zhou, L., Eberhart, A., and Hitzler, P., Neuro-Symbolic Artificial Intelligence: Current Trends, AI Communications, vol. 34, no. 3, 2022.PDF icon 2021_AIC_NeSy.pdf (149.19 KB)
P. Hitzler and Sarker, M. K., Neuro-Symbolic Artificial Intelligence - The State of the Art. Amsterdam: IOS Press, 2022.

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