Artificial Intelligence and Machine Learning

Research output

Research output per year 2014 2020 2021 2022 2023 2024

• 260 Article in proceeding
• 131 Journal article
• 35 Conference article in Journal
• 28 Preprint
• 90 More
  • 18 PhD thesis
  • 14 Book chapter
  • 8 Conference abstract in proceeding
  • 7 Paper without publisher/journal
  • 7 Editorial
  • 6 Other contribution
  • 4 Anthology
  • 4 Compendium/lecture notes
  • 4 Review article
  • 4 Working paper
  • 3 Poster
  • 2 Report
  • 2 Preface/Introduction/postscript
  • 2 Conference abstract for conference
  • 1 Book
  • 1 Comment
  • 1 Report chapter
  • 1 Encyclopedia chapter
  • 1 Comment/debate

Research output per year

Research output per year

Search results

• 2024

  Multiple Time Series Forecasting with Dynamic Graph Modeling

  Zhao, K., Guo, C., Cheng, Y., Han, P., Zhang, M. & Yang, B., Dec 2024, In: Proceedings of the VLDB Endowment. 17, 4, p. 753-765 13 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  • Relation Graph 100%
  • Modeling 100%
  • Multiple Time Series 100%
  • Graph Neural Network 33%
  • Roles 16%

• Weakly Guided Adaptation for Robust Time Series Forecasting

  Cheng, Y., Chen, P., Guo, C., Zhao, K., Wen, Q., Yang, B. & Jensen, C. S., Dec 2024, In: Proceedings of the VLDB Endowment. 17, 4, p. 766-779 14 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  • Prediction Accuracy 100%
  • Multivariate Time Series 66%
  • Multiple Time Series 66%
  • Cyber 33%
  • Internet of Things 33%

• When CEGAR Meets Regression: A Love Story in Optimal Classical Planning

  Pozo, M., Torralba, Á. & López, C. L., 25 Mar 2024, In: Proceedings of the AAAI Conference on Artificial Intelligence. 38, 18, p. 20238-20246 9 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  • Benefits 100%
  • Search 100%
  • Counterexample 100%
  • State Space 100%
  • Refines 33%
• 2023

  ADGNN: Towards Scalable GNN Training with Aggregation-Difference Aware Sampling

  Song, Z., Gu, Y., Li, T., Sun, Q., Zhang, Y., Jensen, C. S. & Yu, G., 2023, In: Proceedings of the ACM on Management of Data. 1, 4, p. 1-26 229.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  • Graph Neural Network 100%
  • Distributed Computing 20%
  • Communication Cost 20%
  • Neural Network Model 20%
  • Distributed Systems 20%

• AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting.

  Wu, X., Zhang, D., Zhang, M., Guo, C., Yang, B. & Jensen, C. S., 2023, In: Proceedings of the ACM on Management of Data. 1, 1, p. 97:1-97:26

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

• DecLog: Decentralized Logging in Non-Volatile Memory for Time Series Database Systems.

  Zheng, B., Gao, Y., Wan, J., Yan, L., Hu, L., Liu, B., Gao, Y., Zhou, X. & Jensen, C. S., 2023, In: Proceedings of the VLDB Endowment. 17, 1, p. 1-14 14 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Database Systems 100%
  • Non-Volatile Memory 100%
  • Database Management System 60%
  • Input/Output 20%
  • Logging System 20%
  4 Downloads (Pure)

• Diagnosis Prediction over Patient Data using Hierarchical Medical Taxonomies

  Hansen, E. R., Sagi, T. & Hose, K., 2023, In: CEUR Workshop Proceedings. 3379, 8 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Taxonomies 100%
  • Network Model 50%
  • Domain Knowledge 50%
  • Artificial Intelligence 22%
  • Procedures 22%
  34 Downloads (Pure)

• Environmental impact assessment reports in Wikidata and a Wikibase

  Nielsen, F. Å., Lyhne, I., Garigliotti, D., Butzbach, A., Ravn Boess, E., Hose, K. & Kørnøv, L., 2023, In: CEUR Workshop Proceedings. 3443, 8 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Assessment Report 100%
  • Detailed Report 16%
  • Aggregated View 16%
  • Links 16%
  • User 16%
  2 Downloads (Pure)

• Extraction of Validating Shapes from very large Knowledge Graphs

  Rabbani, K., Lissandrini, M. & Hose, K., 2023, In: Proceedings of the VLDB Endowment. 16, 5, p. 1023-1032 10 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Constraint Language 100%
  • User 100%
  • Computing 100%
  • Incorrect Data 100%
  2 Citations (Scopus)

  3 Downloads (Pure)

• FARGO: Fast Maximum Inner Product Search via Global Multi-Probing

  Zhao, X., Zheng, B., Yi, X., Luan, X., Xie, C., Zhou, X. & Jensen, C. S., 2023, In: Proceedings of the VLDB Endowment. 16, 5, p. 1100-1112 13 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Transformations 100%
  • Search 100%
  • Locality Sensitive Hashing 50%
  • Neighbour Search 25%
  • Optimization Technique 25%
  3 Downloads (Pure)

• Ghost: A General Framework for High-Performance Online Similarity Queries over Distributed Trajectory Streams

  Fang, Z., Gong, S., Chen, L., Xu, J., Gao, Y. & Jensen, C. S., 2023, In: Proceedings of the ACM on Management of Data. 1, 2, p. 1-25 25 p., 173.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  • Similarity Search 100%
  • Query Similarity 100%
  • Computation 66%
  • Trajectory Data 66%
  • Workload Balancing 66%

• Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation

  Li, X., Li, H., Lu, H., Jensen, C. S., Pandey, V. & Markl, V., 2023, In: Proceedings of the VLDB Endowment. 17, 3, p. 345-358 14 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  • Data Stream 100%
  • Real-Time Application 40%
  • Communication Error 20%
  • Update Mechanism 20%
  • Time Analytics 20%

• VeriDKG: A Verifiable SPARQL Query Engine for Decentralized Knowledge Graphs

  Zhou, E., Guo, S., Hong, Z., Jensen, C. S., Xiao, Y., Zhang, D., Liang, J. & Pei, Q., Dec 2023, In: Proceedings of the VLDB Endowment. 17, 4, p. 912-925 14 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Query Engine 100%
  • Data Integrity 100%
  • Query Performance 33%
  • Subgraphs 33%
  • Correctness Proofs 33%
  2 Downloads (Pure)
• 2022

  Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting.

  Shao, Z., Zhang, Z., Wei, W., Wang, F., Xu, Y., Cao, X. & Jensen, C. S., 2022, In: Proceedings of the VLDB Endowment. 15, 11, p. 2733-2746 14 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Temporal Graph 100%
  • Graph Neural Network 100%
  • Performance Model 66%
  • Temporal Framework 66%
  • Modeling 66%
  35 Citations (Scopus)

  39 Downloads (Pure)

• Efficient and Error-bounded Spatiotemporal Quantile Monitoring in Edge Computing Environments

  Li, H., Yi, L., Tang, B., Lu, H. & Jensen, C. S., 2022, In: Proceedings of the VLDB Endowment. 15, 9, p. 1753-1765 13 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Computing Environment 100%
  • Internet of Things 100%
  • Edge Computing 100%
  • Algorithms 50%
  • Data Analytics 50%
  2 Citations (Scopus)

  36 Downloads (Pure)

• Efficient Temporal Pattern Mining in Big Time Series Using Mutual Information

  Ho Long, V., Ho, N. T. T. & Pedersen, T. B., 2022, In: Proceedings of the VLDB Endowment. 15, 3, p. 673-685 12 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Pattern Mining 100%
  • Algorithms 16%
  • Computation 16%
  • Time Complexity 16%
  • Data Structure 16%
  6 Citations (Scopus)

  197 Downloads (Pure)

• Extended Abstract Dependency Graphs

  Enevoldsen, S., Larsen, K. G. & Srba, J., Feb 2022, In: International Journal on Software Tools for Technology Transfer. 24, 1, p. 49-65 17 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  • Algorithms 100%
  • Computation 33%
  • Booleans 33%
  • Special Purpose 33%
  • Correctness Proofs 33%
  2 Citations (Scopus)

• Mobility Data Science: Dagstuhl Seminar 22021

  Mokbel, M. F., Sakr, M. A., Xiong, L., Züfle, A., Almeida, J. M., Anderson, T., Aref, W. G., Andrienko, G. L., Andrienko, N. V., Cao, Y., Chawla, S., Cheng, R., Chrysanthis, P. K., Fei, X., Ghinita, G., Graser, A., Gunopulos, D., Jensen, C. S., Kim, J-S., Kim, K-S., & 27 othersKröger, P., Krumm, J., Lauer, J., Magdy, A., Nascimento, M. A., Ravada, S., Renz, M., Sacharidis, D., Shahabi, C., Salim, F. D., Sarwat, M., Schoemans, M., Speckmann, B., Tanin, E., Theodoridis, Y., Torp, K., Trajcevski, G., Kreveld, M. J. V., Wenk, C., Werner, M., Wong, R. C-W., Wu, S., Xu, J., Youssef, M., Zeinalipour, D., Zhang, M. & Zimányi, E., Aug 2022, In: Dagstuhl Reports. 12, 1, 34 p.

  Research output: Contribution to journal › Conference article in Journal › Research

  Open Access

  File

  • Science Community 100%
  • Data Science 100%
  • Spatiotemporal Data 50%
  • Research Community 50%
  • Research Direction 50%
  27 Downloads (Pure)

• PM-LSH: a fast and accurate in-memory framework for high-dimensional approximate NN and closest pair search

  Zheng, B., Zhao, X., Weng, L., Nguyen, Q. V. H., Liu, H. & Jensen, C. S., Nov 2022, In: VLDB Journal. 31, 6, p. 1339-1363 25 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Locality Sensitive Hashing 100%
  • Computing 28%
  • Query Processing 14%
  • Neighbour Search 14%
  • Efficient Algorithm 14%
  3 Citations (Scopus)

  14 Downloads (Pure)

• Randomized reachability analysis in UPPAAL: fast error detection in timed systems*

  Kiviriga, A., Larsen, K. G. & Nyman, U., 17 Nov 2022, In: International Journal on Software Tools for Technology Transfer. 24, 6, p. 1025-1042 18 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Reachability Analysis 100%
  • Deadlines 50%
  • Timed Automaton 25%
  • Automaton 25%
  • Industrial Case 25%
  1 Citation (Scopus)

  27 Downloads (Pure)

• Understanding RDF Data Representations in Triplestores

  Lissandrini, M., Sagi, T., Pedersen, T. B. & Hose, K., 2022, In: CEUR Workshop Proceedings. 3194

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Query Workload 100%
  • Access Pattern 50%
  • Data Indexing 50%
  25 Downloads (Pure)

• Web of Things Semantic Interoperability in Smart Buildings

  Laadhar, A., Dongo, J., Enevoldsen, S., Revaz, F., Gabioud, D., Pedersen, T. B., Meyer, M., Nielsen, B. & Thomsen, C., 2022, In: Procedia Computer Science. 207, p. 997-1006 10 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Intelligent Buildings 100%
  • Devices 100%
  • IoT 72%
  • Gas Emission 20%
  • Temperature 20%
  33 Downloads (Pure)
• 2021

  A bayesian framework for large-scale identification of nonlinear hybrid systems

  Madary, A., Momeni, H. R., Abate, A. & Larsen, K. G., 1 Jul 2021, In: IFAC-PapersOnLine. 54, 5, p. 259-264 6 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Dataset 100%
  • Bayesian Framework 100%
  • Hybrid 100%
  • Data Set 100%
  • Bayesian 100%
  3 Citations (Scopus)

  33 Downloads (Pure)

• A Demonstration of ColChain: Collaborative Knowledge Chains

  Aebeloe, C., Montoya, G. & Hose, K., 2021, In: CEUR Workshop Proceedings. 2980, 5 p., 351.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • User 100%
  • Semantic Web 50%
  • Provider Data 50%
  • Friendly Interface 50%
  28 Downloads (Pure)

• A foundation for spatio-textual-temporal cube analytics

  Iqbal, M., Lissandrini, M. & Pedersen, T. B., 2021, In: CEUR Workshop Proceedings. 2840, p. 11-20 10 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Temporal Data 100%
  • Analytics 100%
  • Computation 66%
  • Response Time 66%
  • Data Model 33%
  35 Downloads (Pure)

• Chatbots for Experience Sampling-Initial Opportunities and Challenges

  Bemmanna, F., Schoedela, R., Berkel, N. V. & Buschek, D., 2021, In: CEUR Workshop Proceedings. 2903, 9 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Chatbot 100%
  • Use Case 16%
  • Chat 16%
  92 Downloads (Pure)

• Computing how-provenance for sparql queries via query rewriting

  Hernández, D., Galárraga, L. & Hose, K., 2021, In: Proceedings of the VLDB Endowment. 14, 13, p. 3389-3401 13 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Query Rewriting 100%
  • Standards 100%
  • Computing 100%
  • Computation 50%
  • Query Processing 50%
  9 Citations (Scopus)

  99 Downloads (Pure)

• Online and Proactive Vehicle Rerouting with Uppaal Stratego

  Bilgram, A., Ernstsen, E., Greve, P., Lahrmann, H., Larsen, K. G., Muñiz, M., Taankvist, P. & Pedersen, T., 1 Nov 2021, In: Transportation Research Record. 2675, 11, p. 13-22

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  • Traffic Network 100%
  • User 100%
  • Machine Learning 50%
  • Stochastic Optimization 50%
  • Traffic Light Controller 50%
  5 Citations (Scopus)

• Speaknav: Voice-based route description language understanding for template-driven path search

  Zheng, B., Bi, L., Cao, J., Chai, H., Fang, J., Chen, L., Gao, Y., Zhou, X. & Jensen, C. S., 2021, In: Proceedings of the VLDB Endowment. 14, 12, p. 3056-3068 13 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Language Understanding 100%
  • User 100%
  • Algorithms 50%
  • Natural Languages 50%
  • Bidirectional Encoder Representations From Transformers 50%
  2 Citations (Scopus)

  59 Downloads (Pure)

• TrieDF: Efficient In-memory Indexing for Metadata-augmented RDF

  Pelgrin, O., Galárraga, L. & Hose, K., 2021, In: CEUR Workshop Proceedings. 3225, p. 20-29 10 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Annotation 100%
  • Dictionary 50%
  • Main Memory 50%
  • Use Case 50%
  1 Citation (Scopus)

  37 Downloads (Pure)
• 2020

  A faster-than relation for semi-Markov decision processes

  Pedersen, M. R., Bacci, G. & Larsen, K. G., 20 Jan 2020, In: Electronic Proceedings in Theoretical Computer Science, EPTCS. 312, p. 29-42 14 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Markov Decision Process 100%
  • Stepwise Refinement 50%
  • Non-Functional Requirement 50%
  • Cyber Physical Systems 50%
  • Standards 50%
  3 Citations (Scopus)

  73 Downloads (Pure)

• Anytime Stochastic Routing with Hybrid Learning

  Pedersen, S. A., Yang, B. & Jensen, C. S., 1 Sept 2020, In: Proceedings of the VLDB Endowment. 13, 9, p. 1555-1567 13 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  • Time Distribution 100%
  • Convolution 66%
  • Edge 66%
  • Trajectory Data 66%
  • Independence Assumption 33%
  22 Citations (Scopus)

• Eve2Sign: Creating signed networks of news events

  Chakraborty, R., Bhandari, S., Chakraborty, N. & Das, R., Apr 2020, In: CEUR Workshop Proceedings. 2593, p. 79-87 9 p.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  • News Flow 100%
  • Approach 18%
  • Consumers 18%
  • User Preference 11%
  • Relationships 11%
  1 Citation (Scopus)

• Quantifying the Effect of Social Presence on Online Social Conformity

  Wijenayake, S., Van Berkel, N., Kostakos, V. & Goncalves, J., 28 May 2020, In: Proceedings of the ACM on Human-Computer Interaction. 4, CSCW1, 55.

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  File

  • Peers 100%
  • Self-Confidence 100%
  10 Citations (Scopus)

  328 Downloads (Pure)

• Quantitative Algebraic Reasoning: An overview

  Bacci, G., 27 Aug 2020, In: Electronic Proceedings in Theoretical Computer Science, EPTCS. 322

  Research output: Contribution to journal › Conference article in Journal › Research › peer-review

  Open Access

  • Computational 100%
  • Open Problem 100%
  • Algebraic Property 100%
  • Extended Metric Space 100%
  • Concludes 100%