Publications
The following list contains all publications by our group. Publications with Code are available on Github. Check out our published datasets and tools and webpages developed by us.
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2024[ to top ]
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Modeling and Analyzing the Influence of Non-Item Pages on Sequential Next-Item Prediction. . 2024, October
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CompTrails: comparing hypotheses across behavioral networks. . In Data Mining and Knowledge Discovery. 2024
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{S}uper{GLEB}er: {G}erman Language Understanding Evaluation Benchmark. . In Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), K. Duh, H. Gomez, S. Bethard (eds.), pp. 7897–7916. Association for Computational Linguistics, Mexico City, Mexico, 2024
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BibSonomy Meets ChatLLMs for Publication Management: From Chat to Publication Management: Organizing your related work using BibSonomy & LLMs. . 2024
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From Chat to Publication Management: Organizing your related work using BibSonomy \& LLMs. . In Proceedings of the 2024 Conference on Human Information Interaction and Retrieval, of CHIIR ’24, pp. 386–390. Association for Computing Machinery, <conf-loc>, <city>Sheffield</city>, <country>United Kingdom</country>, </conf-loc>, 2024
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Global Vegetation Modeling with Pre-Trained Weather Transformers. . 2024
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Data Generation for Explainable Occupational Fraud Detection. . In 47th German Conference on Artificial Intelligence (KI 2024) - to appear. 2024
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Marina: Realizing ML-Driven Real-Time Network Traffic Monitoring at Terabit Scale. . In IEEE Transactions on Network and Service Management, pp. 1–1. 2024
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Generative Inpainting for Shapley-Value-Based Anomaly Explanation. . In The World Conference on eXplainable Artificial Intelligence (xAI 2024) - to appear. 2024
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From Chat to Publication Management: Organizing your related work using BibSonomy & LLMs. . In Proceedings of the 2024 Conference on Human Information Interaction and Retrieval, of CHIIR ’24, pp. 386–390. Association for Computing Machinery, <conf-loc>, <city>Sheffield</city>, <country>United Kingdom</country>, </conf-loc>, 2024
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Pollice Verso at SemEval-2024 Task 6: The Roman Empire Strikes Back. . In Proceedings of the 18th International Workshop on Semantic Evaluation (SemEval-2024), A. K. Ojha, A. S. Do{\u{g}}ru\"oz, H. Tayyar Madabushi, G. Da San Martino, S. Rosenthal, A. Ros\’a (eds.), pp. 1529–1536. Association for Computational Linguistics, Mexico City, Mexico, 2024
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{O}tterly{O}bsessed{W}ith{S}emantics at {S}em{E}val-2024 Task 4: Developing a Hierarchical Multi-Label Classification Head for Large Language Models. . In Proceedings of the 18th International Workshop on Semantic Evaluation (SemEval-2024), A. K. Ojha, A. S. Do{\u{g}}ru{\"o}z, H. Tayyar Madabushi, G. Da San Martino, S. Rosenthal, A. Ros{\’a} (eds.), pp. 602–612. Association for Computational Linguistics, Mexico City, Mexico, 2024
2023[ to top ]
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Enhancing Sequential Next-Item Prediction through Modelling Non-Item Pages. . 2023
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Large Language Models and Knowledge Graphs: Opportunities and Challenges. . In Transactions on Graph Data and Knowledge, Vol. 1, Issue 1, pp. 2:1–2:38. Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik, Dagstuhl, Germany, 2023
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Towards a Computational Analysis of Suspense: Detecting Dangerous Situations. . 2023
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CapsKG: Enabling Continual Knowledge Integration in Language Models for Automatic Knowledge Graph Completion. . In International Semantic Web Conference ISWC 2023, to appear. 2023
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Higher-Order DeepTrails: Unified Approach to *Trails. . In Lernen, Wissen, Daten, Analysen {(LWDA)} Conference Proceedings, Marburg, Germany, October 9-11, 2023, Vol. 3630 of {CEUR} Workshop Proceedings, M. Leyer, J. Wichmann (eds.), pp. 372–386. CEUR-WS.org, 2023
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Can Neural Networks Distinguish High-school Level Mathematical Concepts?. . In ICDM. 2023
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Automatic Speech Detection on a Smart Beehive’s Raspberry Pi. . In LWDA 2023 - Learning, Knowledge, Data, and Analysis. 2023
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TaylorPDENet: Learning PDEs from non-grid Data. . 2023
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Long-Term Effects of Perceived Friendship with Intelligent Voice Assistants on Usage Behavior, User Experience, and Social Perceptions. . In Computers, Vol. 12, Issue 4. 2023
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Optimizing Medical Service Request Processes through Language Modeling and Semantic Search. . In 2023 the 7th International Conference on Medical and Health Informatics (ICMHI), of ICMHI 2023, pp. 136–141. Association for Computing Machinery, Kyoto, Japan, 2023
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Swarming Detection in Smart Beehives Using Auto Encoders for Audio Data. . In 2023 30th International Conference on Systems, Signals and Image Processing (IWSSIP), pp. 1–5. 2023
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Optimizing Medical Service Request Processes through Language Modeling and Semantic Search. . In 2023 the 7th International Conference on Medical and Health Informatics (ICMHI), of ICMHI 2023, pp. 136–141. Association for Computing Machinery, Kyoto, Japan, 2023
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Feature relevance XAI in anomaly detection: Reviewing approaches and challenges. . In Frontiers in Artificial Intelligence, Vol. 6. 2023
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Multi-Task Transformer Visualization to build Trust for Clinical Outcome Prediction. . In 2023 Workshop on Visual Analytics in Healthcare (VAHC), pp. 21–26. 2023
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Pointer Networks: A Unified Approach to Extracting {G}erman Opinions. . In Proceedings of the 19th Conference on Natural Language Processing (KONVENS 2023), M. Georges, A. Herygers, A. Friedrich, B. Roth (eds.), pp. 127–138. Association for Computational Lingustics, Ingolstadt, Germany, 2023
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Zero-Shot Clickbait Spoiling by Rephrasing Titles as Questions. . In Proceedings of the The 17th International Workshop on Semantic Evaluation (SemEval-2023), pp. 1090–1095. Association for Computational Linguistics, Toronto, Canada, 2023
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Liquor-HGNN: A heterogeneous graph neural network for leakage detection in water distribution networks. . In LWDA’23: Lernen, Wissen, Daten, Analysen. October 09--11, 2023, Marburg, Germany, M. Leyer (ed.). 2023
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ConvMOS: climate model output statistics with deep learning. . In Data Mining and Knowledge Discovery, Vol. 37, Issue 1, pp. 136–166. 2023
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Evaluating feature relevance XAI in network intrusion detection. . In The World Conference on eXplainable Artificial Intelligence (xAI 2023). 2023
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DynaBench: A Benchmark Dataset for Learning Dynamical Systems from Low-Resolution Data. . In Machine Learning and Knowledge Discovery in Databases: Research Track, D. Koutra, C. Plant, M. Gomez Rodriguez, E. Baralis, F. Bonchi (eds.), pp. 438–455. Springer Nature Switzerland, Cham, 2023
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Occupational Fraud Detection through Agent-based Data Generation. . In The 8th Workshop on MIning DAta for financial applicationS MIDAS 2023. 2023
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Can Neural Networks Distinguish High-school Level Mathematical Concepts?. . In Accepted at ICDM. 2023
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2022[ to top ]
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On Background Bias in Deep Metric Learning. . In CoRR, Vol. abs/2210.01615. 2022
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CLIP knows image aesthetics. . In Frontiers in artificial intelligence, Vol. 5, p. 976235. 2022
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Semi-unsupervised Learning for Time Series Classification. . In Milets@KDD. arXiv, 2022
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NeuralPDE: Modelling Dynamical Systems from Data. . In {KI} 2022: Advances in Artificial Intelligence - 45th German Conference on AI, Trier, Germany, September 19-23, 2022, Proceedings, Vol. 13404 of Lecture Notes in Computer Science, R. Bergmann, L. Malburg, S. C. Rodermund, I. J. Timm (eds.), pp. 75–89. Springer, 2022
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A sensor-driven approach for analyzing a beehive’s state. . 2022
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Anomaly Detection in Beehives: An Algorithm Comparison. . In Sensor Networks, A. Ahrens, R. V. Prasad, C. Benavente-Peces, N. Ansari (eds.), pp. 1–20. Springer International Publishing, Cham, 2022
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Towards Explainable Occupational Fraud Detection. . In Machine Learning and Principles and Practice of Knowledge Discovery in Databases. ECML PKDD 2022, Vol. Communications in Computer and Information Science, Issue 1753, pp. 79–96. 2022
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One Graph to Rule them All: Using {NLP} and Graph Neural Networks to analyse Tolkien’s Legendarium. . In Proceedings of the Computational Humanities Research Conference 2022, {CHR} 2022, Antwerp, Belgium, December 12-14, 2022, Vol. 3290 of {CEUR} Workshop Proceedings, F. Karsdorp, K. L. Nielbo (eds.), pp. 291–317. CEUR-WS.org, 2022
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The Impact of Different System Call Representations on Intrusion Detection. . In Log. J. {IGPL}, Vol. 30, Issue 2, pp. 239–251. 2022
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Do Different Deep Metric Learning Losses Lead to Similar Learned Features?. . In CoRR, Vol. abs/2205.02698. 2022
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On Learning Hierarchical Embeddings from Encrypted Network Traffic. . In 2022 {IEEE/IFIP} Network Operations and Management Symposium, {NOMS} 2022, Budapest, Hungary, April 25-29, 2022, pp. 1–7. {IEEE}, 2022
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Sequential Item Recommendation in the {MOBA} Game Dota 2. . In CoRR, Vol. abs/2201.08724. 2022
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Comparison of Data Representations and Machine Learning Architectures for User Identification on Arbitrary Motion Sequences. . In CoRR, Vol. abs/2210.00527. 2022
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InDiReCT: Language-Guided Zero-Shot Deep Metric Learning for Images. . 2022
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Detecting Anomalies in Transaction Data. Technical Report (PhD dissertation), . . PhD dissertation. Universität Würzburg, 2022
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{LSX} team5 at {S}em{E}val-2022 Task 8: Multilingual News Article Similarity Assessment based on Word- and Sentence Mover{’}s Distance. . In Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022), pp. 1190–1195. Association for Computational Linguistics, Seattle, United States, 2022
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{W}ue{D}evils at {S}em{E}val-2022 Task 8: Multilingual News Article Similarity via Pair-Wise Sentence Similarity Matrices. . In Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022), pp. 1235–1243. Association for Computational Linguistics, Seattle, United States, 2022
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Point me to your Opinion, {S}en{P}oi. . In Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022), pp. 1313–1323. Association for Computational Linguistics, Seattle, United States, 2022
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ConvMOS: Climate Model Output Statistics with Deep Learning. . In Data Mining and Knowledge Discovery, P. Cellier; K. Dembczynski; A. Zimmermann; E. Devijver (eds.). Springer, 2022
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Open ERP System Data For Occupational Fraud Detection. . In arxiv. 2022
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Towards Responsible Medical Diagnostics Recommendation Systems. . 2022
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Towards Responsible Medical Diagnostics Recommendation Systems. . In CoRR, Vol. abs/2209.03760. 2022
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Towards Responsible Medical Diagnostics Recommendation Systems. . In CoRR, Vol. abs/2209.03760. 2022
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Personalization through User Attributes for Transformer-based Sequential Recommendation. . 2022
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SenPoi at SemEval-2022 Task 10: Point me to your Opinion, SenPoi. . In Proceedings of the 16th International Workshop on Semantic Evaluation, SemEval@NAACL 2022, Seattle, Washington, United States, July 14-15, 2022, G. Emerson, N. Schluter, G. Stanovsky, R. Kumar, A. Palmer, N. Schneider, S. Singh, S. Ratan (eds.), pp. 1313–1323. Association for Computational Linguistics, 2022
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2021[ to top ]
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Detecting Presence Of Speech In Acoustic Data Obtained From Beehives. . In DCASE Workshop. 2021
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NeuralPDE: Modelling Dynamical Systems from Data. . 2021
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The Semantic Web - {ISWC} 2021 - 20th International Semantic Web Conference, {ISWC} 2021, Virtual Event, October 24-28, 2021, Proceedings. . In Vol. 12922 of Lecture Notes in Computer Science. Springer, 2021
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Semi-unsupervised Learning: An In-depth Parameter Analysis. . In KI 2021: Advances in Artificial Intelligence, S. Edelkamp, R. M{\"o}ller, E. Rueckert (eds.), pp. 51–66. Springer International Publishing, Cham, 2021
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Density-based weighting for imbalanced regression. . In Machine Learning, A. Appice; S. Escalera; J. A. Gamez; H. Trautmann (eds.). 2021
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Malware detection on windows audit logs using LSTMs. . In Computers & Security, Vol. 109, p. 102389. 2021
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Proximity dimensions and the emergence of collaboration: a HypTrails study on German AI research. . In Scientometrics. 2021
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Semi-Supervised Learning for Grain Size Distribution Interpolation. . In Pattern Recognition. ICPR International Workshops and Challenges: Virtual Event, January 10--15, 2021, Proceedings, Part VI, pp. 34–44. Springer International Publishing, 2021
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A financial game with opportunities for fraud. . In 2021 IEEE Conference on Games (CoG), pp. 1–5. 2021
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A financial game with opportunities for fraud. . In IEE COG 2021, Vol. 2021. 2021
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Anomaly Detection in Beehives: An Algorithm Comparison. . In International Conference on Sensor Networks, Vol. 1674 of Communications in Computer and Information Science, A. Ahrens, R. Prasad, C. Benavente-Peces, N. Ansari (eds.), pp. 1–20. Springer, 2021
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Shared Task on Scene Segmentation @ KONVENS 2021. . In Shared Task on Scene Segmentation @ KONVENS 2021, pp. 1–21. 2021
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Detecting Scenes in Fiction: A new Segmentation Task. . In Proceedings of the 16th Conference of the {E}uropean Chapter of the Association for Computational Linguistics: Volume 1, Long Papers. ACL, 2021
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Do Different Deep Metric Learning Losses Lead to Similar Learned Features?. . In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 10644–10654. 2021
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Automating the optical identification of abrasive wear on electrical contact pins. . In at - Automatisierungstechnik, Vol. 69, Issue 10, pp. 903–914. 2021
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CoBERT: Scientific Collaboration Prediction via Sequential Recommendation. . In 2021 International Conference on Data Mining Workshops (ICDMW), pp. 45–54. 2021
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Sequential Item Recommendation in the MOBA Game Dota 2. . In 2021 International Conference on Data Mining Workshops (ICDMW), pp. 10–17. 2021
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Learning Mathematical Relations Using Deep Tree Models. . In 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA), pp. 1681–1687. 2021
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The {F}airy{N}et Corpus - Character Networks for {G}erman Fairy Tales. . In Proceedings of the 5th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature, pp. 49–56. Association for Computational Linguistics, Punta Cana, Dominican Republic (online), 2021
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A Case Study on Sampling Strategies for Evaluating Neural Sequential Item Recommendation Models. . In Fifteenth {ACM} Conference on Recommender Systems. {ACM}, 2021
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Comparison of Transformer-Based Sequential Product Recommendation Models for the Coveo Data Challenge. . In SIGIR Workshop On eCommerce. 2021
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Self-Supervised Multi-Task Pretraining Improves Image Aesthetic Assessment. . In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 816–825. 2021
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Assessing Media Bias in Cross-Linguistic and Cross-National Populations. . In Proceedings of the International AAAI Conference on Web and Social Media, Vol. 15, Issue 1, pp. 561–572. 2021
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Evaluating the multi-task learning approach for land use regression modelling of air pollution. . In Journal of Physics: Conference Series, Vol. 1834, Issue 1, p. 012004. {IOP} Publishing, 2021
2020[ to top ]
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Financial Fraud Detection with Improved Neural Arithmetic Logic Units. . Vol. Fifth Workshop on MIning DAta for financial applicationS. 2020
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Evaluation of post-hoc XAI approaches through synthetic tabular data. . In International Symposium on Methodologies for Intelligent Systems. Springer, 2020
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Deep Learning for Climate Model Output Statistics. . In Tackling Climate Change with Machine Learning Workshop at NeurIPS 2020. 2020
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Evaluation of Post-hoc XAI Approaches Through Synthetic Tabular Data. . In Foundations of Intelligent Systems, D. Helic, G. Leitner, M. Stettinger, A. Felfernig, Z. W. Raś (eds.), pp. 422–430. Springer International Publishing, Cham, 2020
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NICER — Aesthetic Image Enhancement with Humans in the Loop. . In ACHI 2020: The Thirteenth International Conference on Advances in Computer-Human Interactions, pp. 357–362. 2020
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HarryMotions – Classifying Relationships in Harry Potter based on Emotion Analysis. . In 5th SwissText & 16th KONVENS Joint Conference. 2020
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iNALU: Improved Neural Arithmetic Logic Unit. . In Frontiers in Artificial Intelligence, Vol. 3, p. 71. 2020
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Improving Sentiment Analysis with Biofeedback Data. . In Proceedings of the Workshop on peOple in laNguage, vIsiOn and the miNd (ONION). 2020
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LM4KG: Improving Common Sense Knowledge Graphs with Language Models. . In International Semantic Web Conference. Springer, 2020
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Anomaly Detection in Beehives using Deep Recurrent Autoencoders. . In Proceedings of the 9th International Conference on Sensor Networks (SENSORNETS 2020), pp. 142–149. SCITEPRESS – Science and Technology Publications, Lda., 2020
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SimLoss: Class Similarities in Cross Entropy. . 2020
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Towards Predicting the Subscription Status of Twitch.tv Users. . In Proceedings of ECML-PKDD 2020 ChAT Discovery Challenge on Chat Analytics for Twitch. 2020
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Evaluating the multi-task learning approach for land use regression modelling of air pollution. . In International Conference on Frontiers of Artificial Intelligence and Machine Learning. IASED, 2020
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Emote-Controlled: Obtaining Implicit Viewer Feedback through Emote based Sentiment Analysis on Comments of Popular Twitch.tv Channels. . In ACM Transactions on Social Computing. 2020
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Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part III. . In Vol. 11908 of Lecture Notes in Computer Science. Springer, 2020
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Emote-Controlled: Obtaining Implicit Viewer Feedback through Emote based Sentiment Analysis on Comments of Popular Twitch.tv Channels. . In {ACM} Transactions on Social Computing, Vol. 3, Issue 2, pp. 1–34. Association for Computing Machinery ({ACM}), 2020
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Where to Submit? Helping Researchers to Choose the Right Venue. . In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings, pp. 878–883. Association for Computational Linguistics, Online, 2020
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OpenLUR: Off-the-shelf air pollution modeling with open features and machine learning. . In Atmospheric Environment, Vol. 233, p. 117535. 2020
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Smartwatch-Derived Data and Machine Learning Algorithms Estimate Classes of Ratings of Perceived Exertion in Runners: A Pilot Study. . In Sensors, Vol. 20, Issue 9. 2020
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Improving Sentiment Analysis with Biofeedback Data. . In Proceedings of LREC2020 Workshop ``People in language, vision and the mind’’ (ONION2020), pp. 28–33. European Language Resources Association (ELRA), Marseille, France, 2020
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MapLUR: Exploring a New Paradigm for Estimating Air Pollution Using Deep Learning on Map Images. . In ACM Trans. Spatial Algorithms Syst., Vol. 6, Issue 3. Association for Computing Machinery, New York, NY, USA, 2020
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Evaluation of Post-hoc XAI Approaches Through Synthetic Tabular Data. . In Foundations of Intelligent Systems, D. Helic, G. Leitner, M. Stettinger, A. Felfernig, Z. W. Ra{\’{s}} (eds.), pp. 422–430. Springer International Publishing, Cham, 2020
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The German and International AI Network Data Set. . Zenodo, 2020
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Time Series Forecasting for Self-Aware Systems. . In Proceedings of the IEEE, pp. 1–26. 2020
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Integrating Keywords into BERT4Rec for Sequential Recommendation. . In KI 2020: Advances in Artificial Intelligence. 2020
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Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part II. . In Vol. 11907 of Lecture Notes in Computer Science. Springer, 2020
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Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I. . In Vol. 11906 of Lecture Notes in Computer Science. Springer, 2020
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2019[ to top ]
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Classification of text-types in german novels. . In Digital Humanities 2019: Conference Abstracts. 2019
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Classification of text-types in german novels. . In Digital Humanities 2019: Conference Abstracts. 2019
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EClaiRE: Context Matters! – Comparing Word Embeddings for Relation Classification. . In INFORMATIK 2019: 50 Jahre Gesellschaft für Informatik – Informatik für Gesellschaft, K. David, K. Geihs, M. Lange, G. Stumme (eds.), pp. 191–204. Gesellschaft für Informatik e.V., Bonn, 2019
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Solving Mathematical Exercises: Prediction of Students’ Success. . In LWDA, Vol. 2454 of CEUR Workshop Proceedings, R. Jäschke, M. Weidlich (eds.), pp. 190–194. CEUR-WS.org, 2019
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Team Xenophilius Lovegood at SemEval-2019 Task 4: Hyperpartisanship Classification using Convolutional Neural Networks. . In Proceedings of The 13th International Workshop on Semantic Evaluation. Association for Computational Linguistics, 2019
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Detection of Scenes in Fiction. . In Proceedings of Digital Humanities 2019. 2019
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A survey of network-based intrusion detection data sets. . In Comput. Secur., Vol. 86, pp. 147–167. 2019
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Flow-based network traffic generation using Generative Adversarial Networks. . In Computers & Security, Vol. 82, pp. 156–172. 2019
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Comparison of System Call Representations for Intrusion Detection. . 2019
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On the Right Track! Analysing and Predicting Navigation Success in Wikipedia. . In Proceedings of the 30th ACM Conference on Hypertext and Social Media, of HT ’19, pp. 143–152. ACM, Hof, Germany, 2019
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Accessing Information with Tags: Search and Ranking. . In Social Information Access: Systems and Technologies, P. Brusilovsky, D. He (eds.), pp. 310–343. Springer International Publishing, Cham, 2018
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Air Trails -- Urban Air Quality Campaign Exploration Patterns. . 2018
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Healing Time Correlates With the Quality of Scaring: Results From a Prospective Randomized Control Donor Site Trial. . In Dermatologic Surgery, Vol. 44, Issue 4, pp. 521–527. LWW, 2018
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Big-Data Helps SDN to Improve Application Specific Quality of Service. . In Big Data and Software Defined Networks. IET, 2018
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