Roman Kern

2024

Effects of Class Imbalance Countermeasures on Interpretability

Cemernek, D., Siddiqi, S. & Kern, R., 2024, In: IEEE Access. 12, p. 45342-45358 17 p.

Research output: Contribution to journal › Article › peer-review

Open Access

2023

A Causality-Inspired Approach for Anomaly Detection in a Water Treatment Testbed

Koutroulis, G., Mutlu, B. & Kern, R., Jan 2023, In: Sensors. 23, 1, 257.

Research output: Contribution to journal › Article › peer-review

Open Access

A historical perspective of biomedical explainable AI research

Malinverno, L., Barros, V., Ghisoni, F., Visonà, G., Kern, R., Nickel, P. J., Ventura, B. E., Šimić, I., Stryeck, S., Manni, F., Ferri, C., Jean-Quartier, C., Genga, L., Schweikert, G., Lovrić, M. & Rosen-Zvi, M., 8 Sept 2023, In: Patterns. 4, 9, 100830.

Research output: Contribution to journal › Review article › peer-review

Open Access

Detecting Outliers in Non-IID Data: A Systematic Literature Review

Siddiqi, S., Qureshi, F., Lindstaedt, S. & Kern, R., 2023, In: IEEE Access. 11, p. 70333-70352 20 p.

Research output: Contribution to journal › Review article › peer-review

Open Access

File

Improving FMEA Comprehensibility via Common-Sense Knowledge Graph Completion Techniques

Razouk, H., Liu, X. L. & Kern, R., 2023, In: IEEE Access. 11, p. 127974-127986 13 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Information extraction from German radiological reports for general clinical text and language understanding

Jantscher, M., Gunzer, F., Kern, R., Hassler, E., Tschauner, S. & Reishofer, G., Dec 2023, In: Scientific Reports. 13, 1, 2353.

Research output: Contribution to journal › Article › peer-review

Open Access

Lessons learned from the 1st Ariel Machine Learning Challenge: Correcting transiting exoplanet light curves for stellar spots

Nikolaou, N., Waldmann, I. P., Tsiaras, A., Morvan, M., Edwards, B., Yip, K. H., Thompson, A., Tinetti, G., Sarkar, S., Dawson, J. M., Borisov, V., Kasneci, G., Petković, M., Stepišnik, T., Al-Ubaidi, T., Bailey, R. L., Granitzer, M., Julka, S., Kern, R., Ofner, P., & 5 othersWagner, S., Heppe, L., Bunse, M., Morik, K. & Simões, L. F., 17 Jan 2023, In: RAS Techniques and Instruments. 2, 1, p. 695-709

Research output: Contribution to journal › Article › peer-review

Predicting Partial Discharges of Transformers: Decision Support System for Factory Acceptance Test

Gigerl, B., Zhao, Y., Raminger, J., Bakakeu, J., Kern, R. & Thalmann, S., 18 Dec 2023, 2023 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Reconsidering Read and Spontaneous Speech: Causal Perspectives on the Generation of Training Data for Automatic Speech Recognition

Gabler, P., Geiger, B., Schuppler, B. & Kern, R., Feb 2023, In: Information. 14, 2, 137.

Research output: Contribution to journal › Review article › peer-review

Open Access

SAGA: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications

Siddiqi, S., Kern, R. & Boehm, M., 13 Nov 2023, In: Proceedings of the ACM on Management of Data. 1, 3, 218.

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

Solving multi-objective inverse problems of chained manufacturing processes

Hoffer, J. G., Geiger, B. C. & Kern, R., Feb 2023, In: CIRP Journal of Manufacturing Science and Technology. 40, p. 213-231 19 p.

Research output: Contribution to journal › Article › peer-review

2022

AI-Based Knowledge Management System for Risk Assessment and Root Cause Analysis in Semiconductor Industry

Razouk, H., Kern, R., Mischitz, M., Moser, J., Memic, M., Liu, L., Burmer, C. & Safont-Andreu, A., 2022, Artificial Intelligence for Digitising Industry - Applications. Vermesan, O. (ed.). Routledge, Taylor & Francis Group, p. 113-129

Research output: Chapter in Book/Report/Conference proceeding › Chapter

Open Access

Causal Investigation of Public Opinion during the COVID-19 Pandemic via Social Media Text

Jantscher, M. & Kern, R., Jun 2022, Proceedings of the 13th Language Resources and Evaluation Conference. p. 211-226

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Open Access

Constructing robust health indicators from complex engineered systems via anticausal learning

Koutroulis, G., Mutlu, B. & Kern, R., Aug 2022, In: Engineering Applications of Artificial Intelligence. 113, 104926.

Research output: Contribution to journal › Article › peer-review

DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines

Damme, P., Boehm, M., Dokter, M., Innerebner, K. & Kern, R., 2022. 12 p.

Research output: Contribution to conference › Paper › peer-review

Open Access

Effective Use of BERT in Graph Embeddings for Sparse Knowledge Graph Completion

Liu, X., Hussain, H., Razouk, H. & Kern, R., 25 Apr 2022, Proceedings of the 37th ACM/SIGAPP Symposium on Applied Computing, SAC 2022. New York, NY, USA: Association of Computing Machinery, p. 799–802 4 p. (Proceedings of the ACM Symposium on Applied Computing).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Gaussian Process Surrogates for Modeling Uncertainties in a Use Case of Forging Superalloys

Hoffer, J., Geiger, B. & Kern, R., 1 Feb 2022, In: Applied Sciences. 12, 3, 1089.

Research output: Contribution to journal › Article › peer-review

Open Access

File

How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing

Sousa, S. & Kern, R., 21 May 2022, (E-pub ahead of print) In: Artificial Intelligence Review. 66 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Impact of Training Instance Selection on Domain-Specific Entity Extraction using BERT

Salhofer, E., Liu, X. L. & Kern, R., 2022, Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Student Research Workshop. Association for Computational Linguistics, p. 83-88

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Open Access

Improving the Consistency of the Failure Mode Effect Analysis (FMEA) Documents in Semiconductor Manufacturing

Razouk, H. & Kern, R., 1 Feb 2022, In: Applied Sciences. 12, 4, 1840.

Research output: Contribution to journal › Article › peer-review

Open Access

File

ManEx: The Visual Analysis of Measurements for the Assessment of Errors in Electrical Engines

Eirich, J., Koutroulis, G., Mutlu, B., Jäckle, D., Kern, R., Schreck, T. & Bernard, J., 2022, In: IEEE Computer Graphics and Applications. 42, 2, p. 68-80 13 p.

Research output: Contribution to journal › Article › peer-review

Theory-inspired machine learning—towards a synergy between knowledge and data

Hoffer, J. G., Ofner, A. B., Rohrhofer, F. M., Lovrić, M., Kern, R., Lindstaedt, S. & Geiger, B., Jul 2022, In: Welding in the World. 66, 7, p. 1291-1304 14 p.

Research output: Contribution to journal › Review article › peer-review

Open Access

2021

Automatisierte Qualitätssicherung der Umfelddatenerfassung für Autobahnen und Schnellstraßen

Lienhart, M., Andrusyak, B., Kröll, M., Kern, R., Cik, M. & Fellendorf, M., 13 Apr 2021, (E-pub ahead of print).

Research output: Contribution to conference › Paper › peer-review

Cluster Purging: Efficient Outlier Detection based on Rate-Distortion Theory

Toller, M., Geiger, B. & Kern, R., 10 Aug 2021, (E-pub ahead of print) In: IEEE Transactions on Knowledge and Data Engineering.

Research output: Contribution to journal › Article › peer-review

Deep learning-a first meta-survey of selected reviews across scientific disciplines, their commonalities, challenges and research impact

Egger, J., Pepe, A., Gsaxner, C., Jin, Y., Li, J. & Kern, R., 2021, In: PeerJ Computer science. 7, e773.

Research output: Contribution to journal › Article › peer-review

Open Access

KI-Waste - Combining Image Recognition and Time Series Analysis in Refuse Sorting

Gursch, H., Ganster, H., Rinnhofer, A., Waltner, G., Payer, C., Oberwinkler, C., Meisenbichler, R. & Kern, R., 2021, Mensch und Computer 2021 - Workshopband. Wienrich, C., Wintersberger, P. & Weyers, B. (eds.). Bonn, Germany: Gesellschaft für Informatik e.V., p. 1-4 4 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

KOMPOS: Connecting Causal Knots in Large Nonlinear Time Series with Non-Parametric Regression Splines

Koutroulis, G., Happ Botler, L., Mutlu, B., Diwold, K., Römer, K. U. & Kern, R., 31 Oct 2021, In: ACM Transactions on Intelligent Systems and Technology. 12, 5, 3480971.

Research output: Contribution to journal › Article › peer-review

Machine learning in continuous casting of steel : a state-of-the-art survey

Cemernek, D., Cemernek, S., Gursch, H., Pandeshwar, A., Leitner, T., Berger, M., Klösch, G. & Kern, R., Mar 2021, (E-pub ahead of print) In: Journal of Intelligent Manufacturing.

Research output: Contribution to journal › Review article › peer-review

Machine learning in prediction of intrinsic aqueous solubility of drug‐like compounds: Generalization, complexity, or predictive ability?

Lovrić, M., Pavlović, K., Žuvela, P., Spataru, A., Lučić, B., Kern, R. & Wong, M. W., 1 Jul 2021, In: Journal of Chemometrics. 35, 7-8, e3349.

Research output: Contribution to journal › Article › peer-review

Open Access

Mesh-Free Surrogate Models for Structural Mechanic FEM Simulation: A Comparative Study of Approaches

Hoffer, J. G., Geiger, B. C., Ofner, P. & Kern, R., 1 Oct 2021, In: Applied Sciences. 11, 20, 9411.

Research output: Contribution to journal › Article › peer-review

Open Access

On the Impact of Communities on Semi-supervised Classification Using Graph Neural Networks

Hussain, H., Duricic, T., Lex, E., Kern, R. & Helic, D., 5 Jan 2021, Complex Networks and Their Applications IX - Volume 2, Proceedings of the Ninth International Conference on Complex Networks and Their Applications COMPLEX NETWORKS 2020. Benito, R. M., Cherifi, C., Cherifi, H., Moro, E., Rocha, L. M. & Sales-Pardo, M. (eds.). Cham: Springer International Publishing AG , p. 15-26 12 p. (Studies in Computational Intelligence; vol. 944).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Predicting Treatment Outcomes Using Explainable Machine Learning in Children with Asthma

Lovrić, M., Banić, I., Lacić, E., Pavlović, K., Kern, R. & Turkalj, M., 10 May 2021, In: Children. 8, 5, 376.

Research output: Contribution to journal › Article › peer-review

Open Access

Predictive Capability of QSAR Models Based on the CompTox Zebrafish Embryo Assays: An Imbalanced Classification Problem

Lovrić, M., Malev, O., Klobučar, G., Kern, R., Liu, J. J. & Lučić, B., 15 Mar 2021, In: Molecules . 26, 6, 1617.

Research output: Contribution to journal › Article › peer-review

Open Access

Should We Embed in Chemistry? A Comparison of Unsupervised Transfer Learning with PCA, UMAP, and VAE on Molecular Fingerprints

Lovrić, M., Đuričić, T., Tran, H. T. N., Hussain, H., Lacić, E., Rasmussen, M. A. & Kern, R., 2 Aug 2021, In: Pharmaceuticals. 14, 8, 758.

Research output: Contribution to journal › Article › peer-review

Open Access

Structack: Structure-based Adversarial Attacks on Graph Neural Networks

Hussain, H., Duricic, T., Lex, E., Helic, D., Strohmaier, M. & Kern, R., 30 Aug 2021, HT 2021 - Proceedings of the 32nd ACM Conference on Hypertext and Social Media. Association of Computing Machinery, p. 111-120 10 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Open Access

The interplay between communities and homophily in semi-supervised classification using graph neural networks

Hussain, H., Duricic, T., Lex, E., Helic, D. & Kern, R., Dec 2021, In: Applied Network Science. 6, 1, 80.

Research output: Contribution to journal › Article › peer-review

Open Access

Treatment outcome clustering patterns correspond to discrete asthma phenotypes in children

Banić, I., Lovrić, M., Cuder, G., Kern, R., Rijavec, M., Korošec, P. & Turkalj, M., 3 Aug 2021, In: Asthma Research and Practice. 7, 11 p., 11.

Research output: Contribution to journal › Article › peer-review

Open Access

Understanding the true effects of the COVID-19 lockdown on air pollution by means of machine learning

Lovrić, M., Pavlović, K., Vuković, M., Grange, S. K., Haberl, M. & Kern, R., 1 Apr 2021, In: Environmental Pollution. 274, 30 p., 115900.

Research output: Contribution to journal › Article › peer-review

2020

A generative semi-supervised classifier for datasets with unknown classes

Schrunner, S., Geiger, B., Zernig, A. & Kern, R., 30 Mar 2020, Proceedings of the ACM Symposium on Applied Computing: 35th Annual ACM Symposium on Applied Computing, SAC 2020. Association of Computing Machinery, p. 1066-1074 9 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Air pollution 01.2014 - 05.2020 (including COVID-19 lockdown) data from Graz, Austria

Lovric, M., Pavlovic, K., Kern, R., Grange, S. K., Vukovic, M. & Haberl, M., 18 Jul 2020

Research output: Non-print form › Website / Web publication

Open Access

A Neural-based Architecture For Small Datasets Classification

Rexha, A., Dragoni, M. & Kern, R., Aug 2020, JCDL' 20: Proceedings of the ACM/IEEE Joint Conference on Digital Libraries in 2020. Association of Computing Machinery, p. 319–327 9 p. 3398535

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Astro- and Geoinformatics – Visually Guided Classification of Time Series Data

Kern, R., Al-Ubaidi, T., Sabol, V., Krebs, S., Khodachenko, M. L. & Scherf, M., 2020, Knowledge Discovery in Big Data from Astronomy and Earth Observation. Elsevier B.V.

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

Body mass index, body image dissatisfaction, and eating disorder symptoms in female aquatic sports: Comparison between artistic swimmers and female water polo players

Parlov, J., Low, A., Lovric, M. & Kern, R., 1 Jan 2020, In: Journal of Physical Education and Sport. 20, 3, Suppl., p. 2159-2166 8 p., 290.

Research output: Contribution to journal › Article › peer-review

Open Access

Enhanced Active Learning of Convolutional Neural Networks: A Case Study for Defect Classification in the Semiconductor Industry

Koutroulis, G., Teixeira dos Santos, T. F., Wiedemann, M., Faistauer, C., Kern, R. & Thalmann, S., 2020, Proceedings of the 12th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, IC3K 2020, Volume 1: KDIR, Budapest, Hungary, November 2-4, 2020.

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Parasitic resistance as a predictor of faulty anodes in electro galvanizing: a comparison of machine learning, physical and hybrid models

Lovrić, M., Meister, R., Steck, T., Fadljević, L., Gerdenitsch, J., Schuster, S., Schiefermüller, L., Lindstaedt, S. & Kern, R., Dec 2020, In: Advanced Modeling and Simulation in Engineering Sciences. 7, 1, 16 p., 46.

Research output: Contribution to journal › Article › peer-review

Open Access

2019

Open Access

File

Roman Kern

Research output

Search results