Search Results - "Kern, Roman"

A Causality-Inspired Approach for Anomaly Detection in a Water Treatment Testbed by Koutroulis, Georgios, Mutlu, Belgin, Kern, Roman

“…Critical infrastructure, such as water treatment facilities, largely relies on the effective functioning of industrial control systems (ICSs). Due to the wide…”
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Machine learning in continuous casting of steel: a state-of-the-art survey by Cemernek, David, Cemernek, Sandra, Gursch, Heimo, Pandeshwar, Ashwini, Leitner, Thomas, Berger, Matthias, Klösch, Gerald, Kern, Roman

“…Continuous casting is the most important route for the production of steel today. Due to the physical, mechanical, and chemical components involved in the…”
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Improving the Consistency of the Failure Mode Effect Analysis (FMEA) Documents in Semiconductor Manufacturing by Razouk, Houssam, Kern, Roman

“…Digitalization of causal domain knowledge is crucial. Especially since the inclusion of causal domain knowledge in the data analysis processes helps to avoid…”
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Interpretability of Causal Discovery in Tracking Deterioration in a Highly Dynamic Process by Choudhary, Asha, Vuković, Matej, Mutlu, Belgin, Haslgrübler, Michael, Kern, Roman

“…In a dynamic production processes, mechanical degradation poses a significant challenge, impacting product quality and process efficiency. This paper explores…”
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Information extraction from German radiological reports for general clinical text and language understanding by Jantscher, Michael, Gunzer, Felix, Kern, Roman, Hassler, Eva, Tschauner, Sebastian, Reishofer, Gernot

“…Recent advances in deep learning and natural language processing (NLP) have opened many new opportunities for automatic text understanding and text processing…”
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Effects of Class Imbalance Countermeasures on Interpretability by Cemernek, David, Siddiqi, Shafaq, Kern, Roman

“…The widespread use of artificial intelligence (AI) in more and more real-world applications is accompanied by challenges that are not obvious at first glance…”
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Detecting Outliers in Non-IID Data: A Systematic Literature Review by Siddiqi, Shafaq, Qureshi, Faiza, Lindstaedt, Stefanie, Kern, Roman

“…Outlier detection (outlier and anomaly are used interchangeably in this review) in non-independent and identically distributed (non-IID) data refers to…”
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Improving FMEA comprehensibility via common-sense knowledge graph completion techniques by Razouk, Houssam, Liu, Xing Lan, Kern, Roman

“…The Failure Mode Effect Analysis process (FMEA) is widely used in industry for risk assessment, as it effectively captures and documents domain-specific…”
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Predictive Capability of QSAR Models Based on the CompTox Zebrafish Embryo Assays: An Imbalanced Classification Problem by Lovrić, Mario, Malev, Olga, Klobučar, Göran, Kern, Roman, Liu, Jay J, Lučić, Bono

“…The CompTox Chemistry Dashboard (ToxCast) contains one of the largest public databases on Zebrafish ( ) developmental toxicity. The data consists of 19…”
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Gaussian Process Surrogates for Modeling Uncertainties in a Use Case of Forging Superalloys by Hoffer, Johannes G., Geiger, Bernhard C., Kern, Roman

“…The avoidance of scrap and the adherence to tolerances is an important goal in manufacturing. This requires a good engineering understanding of the underlying…”
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Mesh-Free Surrogate Models for Structural Mechanic FEM Simulation: A Comparative Study of Approaches by Hoffer, Johannes G., Geiger, Bernhard C., Ofner, Patrick, Kern, Roman

“…The technical world of today fundamentally relies on structural analysis in the form of design and structural mechanic simulations. A traditional and robust…”
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Deep learning-a first meta-survey of selected reviews across scientific disciplines, their commonalities, challenges and research impact by Egger, Jan, Pepe, Antonio, Gsaxner, Christina, Jin, Yuan, Li, Jianning, Kern, Roman

“…Deep learning belongs to the field of artificial intelligence, where machines perform tasks that typically require some kind of human intelligence. Deep…”
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Reconsidering Read and Spontaneous Speech: Causal Perspectives on the Generation of Training Data for Automatic Speech Recognition by Gabler, Philipp, Geiger, Bernhard C., Schuppler, Barbara, Kern, Roman

“…Superficially, read and spontaneous speech—the two main kinds of training data for automatic speech recognition—appear as complementary, but are equal: pairs…”
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Should We Embed in Chemistry? A Comparison of Unsupervised Transfer Learning with PCA, UMAP, and VAE on Molecular Fingerprints by Lovrić, Mario, Đuričić, Tomislav, Tran, Han T N, Hussain, Hussain, Lacić, Emanuel, Rasmussen, Morten A, Kern, Roman

“…Methods for dimensionality reduction are showing significant contributions to knowledge generation in high-dimensional modeling scenarios throughout many…”
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The interplay between communities and homophily in semi-supervised classification using graph neural networks by Hussain, Hussain, Duricic, Tomislav, Lex, Elisabeth, Helic, Denis, Kern, Roman

“…Graph Neural Networks (GNNs) are effective in many applications. Still, there is a limited understanding of the effect of common graph structures on the…”
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Predicting Treatment Outcomes Using Explainable Machine Learning in Children with Asthma by Lovrić, Mario, Banić, Ivana, Lacić, Emanuel, Pavlović, Kristina, Kern, Roman, Turkalj, Mirjana

“…Asthma in children is a heterogeneous disease manifested by various phenotypes and endotypes. The level of disease control, as well as the effectiveness of…”
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Parasitic resistance as a predictor of faulty anodes in electro galvanizing: a comparison of machine learning, physical and hybrid models by Lovrić, Mario, Meister, Richard, Steck, Thomas, Fadljević, Leon, Gerdenitsch, Johann, Schuster, Stefan, Schiefermüller, Lukas, Lindstaedt, Stefanie, Kern, Roman

“…In industrial electro galvanizing lines aged anodes deteriorate zinc coating distribution over the strip width, leading to an increase in electricity and zinc…”
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Treatment outcome clustering patterns correspond to discrete asthma phenotypes in children by BaniÄ, Ivana, LovriÄ, Mario, Cuder, Gerald, Kern, Roman, Rijavec, Matija, KoroÅ¡ec, Peter, Turkalj, Mirjana

“…Abstract Despite widely and regularly used therapy asthma in children is not fully controlled. Recognizing the complexity of asthma phenotypes and endotypes…”
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How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing by Sousa, Samuel, Kern, Roman

“…Deep learning (DL) models for natural language processing (NLP) tasks often handle private data, demanding protection against breaches and disclosures. Data…”
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Constructing robust health indicators from complex engineered systems via anticausal learning by Koutroulis, Georgios, Mutlu, Belgin, Kern, Roman

“…In prognostics and health management (PHM), the task of constructing comprehensive health indicators (HI) from huge amounts of condition monitoring data plays…”
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