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EBA-Lastmodell
- /en/research-topics/structural-dynamics-and-assessment/projects/translate-to-english-eba-lastmodell
out of approximately 3500 different trains The variation of train speeds up to 420 km/h ends to a big data set of >10 million configurations of train passages, which is the basis for developing the new load [...] planned results. The newly developed dynamic load models are finally validated on an existing large data set of real railway bridge structures. Some of them have already been experimentally investigated
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What drives young female researchers
- /en/blog/what-drives-young-female-researchers
eight young female researchers who are ingenious in their research fields and who are taking AIT a big step forward in many respects. Employees are the most important factor for any company, especially [...] without traffic accidents with fatalities or serious injuries. DARIA LIAKHOVETS Junior Scientist, Data Scientist My Impact: To develop AI-based methods for the (early) detection of hate speech - an important
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Increase quality through optical inspection
- /en/blog/increase-quality-through-optical-inspection
offer our industrial partners holistic solutions - that is, from (optical) sensors that record the data to algorithms that independently decide, for example, whether or not it is a surface defect," explains [...] system is that the moving object is recorded with just one camera at several viewing angles and this data is intelligently linked," Markus Clabian summarizes. The inspection system developed by AIT has now [...] intaglio print on the eyeball is clearly visible at a measured depth of 57 µm. Smallest details, very big Another area of application for modern ICI technologies is the inspection of banknotes: Here, technologies
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AI & MACHINE LEARNING
- /en/research-topics/ai-machine-learning
finding custom solutions to their specific problems. Data Management & Analysis Big amounts of data play a central role in machine learning . The data to be used to parametrise or build a model are oftentimes [...] rapid increase in computational power and available data over the last two decades. We use machine learning to assist existing models, especially for data-driven system control and for problem-solving where [...] accounting for their peculiarities. In addition, data may contain all kinds of errors. Some easy-to-detect errors are identified and eliminated during data cleaning or pre-processing . Other errors are more
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Automation technology
- /en/blog/automation-technology
Center for Vision, Automation & Control. "AI plays a crucial role in this. The big challenge is how to interpret this data. To do this, you combine sensor fusion methods with machine learning and a priori [...] knowledge in the form of physical models or semantic information." © Andreas Kugi "The big challenge is how to interpret this data. To do that, you combine sensor fusion methods with machine learning and a priori [...] These vehicles sow seeds, note where a crop is located, detect weeds with sensors (and analyze the data using AI methods) and kill unwanted plants with high-voltage pulses. Precision farming" is possible
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High-tech in the fight against fake news
- /en/blog/high-tech-in-the-fight-against-fake-news
words can be put into context more and more effectively in the process. "The big challenge is how to reference different data sets," Schindler said. How does fake news work? That is why the researchers [...] them correctly. "The two artificial intelligences train each other," explains Ross King, head of the Data Science & Artificial Intelligence Competence Unit at AIT. Something similar can be applied to videos [...] s that you just have to follow step by step," reports Alexander Schindler, a fake news expert and data scientist at AIT. However - and this is the good news - this method for high-quality fakes is very
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Data Science & Artificial Intelligence
- /en/research-topics/data-science-artificial-intelligence
Natural Language Processing Graph Analysis Big Data High Performance Computing Industrial Data Science Data Science for Public Security Cultural Data Science Projekte Data Science & Artificial Intelligence Projekte [...] provides expertise for each step in a data science workflow covering the key phases data aggregation and normalization, data analytics, data visualization, as well as data publication and preservation. All [...] provides data science consulting and solutions for making informed decisions based on large, heterogeneous, and real-time data under strict conditions of IT security and data protection. Data Science DSAI
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Wanted: Antibodies against the coronavirus
- /en/blog/wanted-antibodies-against-the-coronavirus
early as the next few weeks. What is already clear is that "our antigens have very good specificity data," says Binder. If everything goes according to plan, the regulatory performance evaluation review [...] test provides quantitative information: it can be used to determine an antibody titer. "That's the big advantage of our test," Jung says. However, there is no advantage without a disadvantage: the multiplex
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Research for a more livable city
- /en/blog/research-for-a-more-livable-city
- InFraReD for short. At its core, it involves a platform based on artificial intelligence (AI), Big Data and augmented reality (AR) that holistically simulates mobility in urban planning for existing and
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Award for AIT Startup Initiative
- /en/blog/award-for-ait-startup-initiative
economic added value. To support this process, an entrepreneurship program entitled "Time to think big - Explore, connect and start your business!" has been restructured and strengthened in recent years [...] therapy for chronically ill people. In this telehealth system, the patient transmits his or her vital data via app to the attending physician or therapist, who monitors developments and makes therapy adjustments
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Publications
- /en/research-topics/data-science-artificial-intelligence/publications
(ACM MM) , 2020. A. D’Alconzo, I. Drago, A. Morichetta, M. Mellia, P. Casas (2019) A Survey on Big Data for Network Traffic Monitoring and Analysis. In IEEE Trans. on Network and Service Management (TNSM) [...] Fast: Continuous Learning over Streaming Data. In Proc. Conference on Neural Information Processing Systems (NeurIPS), Workshop on Continual Learning , 2018. Data Science for Public Security A. Lindley, [...] Fake-Shops through Machine Learning. In Proceedings of the 2020 IEEE International Conference on Big Data , 10-13 December 2020. IEEE, Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923.
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Network Analysis
- /en/research-topics/data-science-artificial-intelligence/solutions-services/network-analysis
complex systems, including data networks but not limited to that. By enabling the analysis of highly-dimensional data with both real-time and large-scale requirements, AI and big data principles and platforms [...] design scalable online and offline data mining and machine learning-based techniques and platforms to monitor and characterize extremely large volumes of network traffic data and carry out NTMA. Network Quality [...] services from the standpoint of the end user or service customer. AIT’s AI-based Internet-QoE relies on big data analytics to generate useful user-centric insights from large-scale network measurements, even under
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Disinformation Detection
- /en/research-topics/data-science-artificial-intelligence/solutions-services/disinformation-detection
information on social networks makes this task a Big Data problem that also requires attention to the technical aspects of managing and processing such volumes of data. Therefore, we combine this with our research [...] Formular Pflichtfelder sind mit einem * markiert. Name * E-Mail * Betreff * Nachricht * Send Mina Schütz Data Science & Artificial Intelligence mina.schuetz(at)ait.ac.at
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Applied Artificial Intelligence
- /en/research-topics/data-science-artificial-intelligence/applied-artificial-intelligence
responsibly handle data. As a Data Science research group, we have profound knowledge of Data Science workflows, especially in the context of Artificial Intelligence, to analyze and model data and datasets and [...] orchestration of disciplines such as Data Science, Artificial Intelligence and Software Engineering is the focus of the AIT research field Applied Artificial Intelligence. Data Science & AI Applying AI solutions [...] and outliers. This interplay of Data Science and Artificial Intelligence is further applied to monitor context drifts in continuous learning systems and to manage data security in federated learning e
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Big Data
- /en/research-topics/data-science-artificial-intelligence/data-science/big-data
Big Data Big Data Big data refers to extremely large sets of structured and unstructured data that cannot be handled with traditional methods. Artificial Intelligence (AI) and Machine Learning (ML) ap [...] end-to-end data analysis process, turning big data into better data for AI/ML applications. Big data pre-processing, filtering of noise, identification and removal of bias, as well as data structuring [...] your data. We also design and apply big data frameworks enabling the ingestion, processing, and analysis of your big data through AI/ML, both for offline massive datasets as well as fast online data streams
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High Performance Computing
- /en/research-topics/data-science-artificial-intelligence/data-science/high-performance-computing
Computing High Performance Computing The term "Big Data" may have fallen out of fashion, but the issues it raises continue to challenge research and development. Data in any form and from any source continues [...] the perception of its value increases. Data science and artificial intelligence projects are now faced with huge amounts of data, which presents a challenge for data management and processing within a given
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Data Science
- /en/research-topics/data-science-artificial-intelligence/data-science
Data Science Data Science A typical data science workflow covers the key phases data aggregation and normalization, data analytics, data visualization, as well as data publication and preservation. All [...] in a data science workflow, which typically begins with a clear hypothesis or problem formulation and covers the following subsequent phases: data aggregation and normalization, data analytics, data vis [...] three thematic areas: Cultural Data Science, Industrial Data Science and Data Science for Public Security. Industrial Data Science The digital transformation provides industries with unparalleled opportunities
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Industrial Data Science
- /en/research-topics/data-science-artificial-intelligence/data-science/industrial-data-science
DSAI’s Industrial Data Science (IDS) portfolio can help firms make the most of their data, to conquer the digital transformation challenges. DSAI data analytics approaches span the entire data science lifecycle [...] Industrial Data Science Industrial Data Science DSAI investigates and applies data analytics approaches to gain new insights into industrial processes. The digital transformation provides industries with [...] analytics technology and big-data frameworks. Projects Data Science & Artificial Intelligence Projects × Kontakt Formular Pflichtfelder sind mit einem * markiert. Name * E-Mail * Betreff * Nachricht * Send
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Projects
- /en/research-topics/data-science-artificial-intelligence/data-science/industrial-data-science/projects
Projects Projects INTERACTIVE read more COGNITUS read more Data Market Austria read more Big-DAMA read more
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KI-Ethik in der digitalen Verwaltung
- /en/themen/innovation-policy-and-transformation/projekte/ki-ethik-in-der-digitalen-verwaltung
Verwendung von Daten und des Einsatzes von KI-Anwendungen gegenüber. Insbesondere der Einsatz von Big Data Anwendungen zur algorithmischen Entscheidungsunterstützung wirft eine Reihe von Fragen im Hinblick
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