Requirements for Machine Learning Process Software Tooling
Leidner, Jochen L.; Reiche, Michael (2024)
Development Methodologies for Big Data Analytics Systems.
Peer Reviewed
A number of machine learning process models (SEMMA, KDD, CRISP-DM, CRISP-ML, Data-to-Value1 etc.) have been recently proposed to facilitate the development of machine learning models in their organizational context. While the existing proposals vary with respect to complexity and suitability for particular tasks, it would be desirable to have software tools that embody or support these process models, and make it easier for project teams to capture, share among team members and stakeholders and preserve the relevant project information pertaining to the various process stages. In particular, recorded past statistics may be applied to predict the duration of stages or the overall project effort.
Presently, to the best of our knowledge, no requirement analysis exists that stipulates the detailed needs. To this end, we present a first collection and analysis of a requirements document for the software tooling for machine learning process models. We describe the functional and non-functional requirements of a Computer-Aided Machine Learning Modeling (CAMLM) tool, the soft-computing world’s counter-part to a CASE (Computer Aided Software Engineering) tool.
Various software cover sub-areas such as team management and communication management (Confluence, Jira, Slack, Zoom...) or project management (CRISP-DM, Scrum, Kanban-Board...) or data and information management (model management [Weber, Christian; Hirmer, Pascal; Reimann, Peter; Schwarz, Holger (2019): A New Process Model for the Comprehensive Management of Machine Learning Models. In: Proceedings of the 21st International Conference on Enterprise Information Systems: SCITEPRESS - Science and Technology Publications.] ). What is not available to our knowledge, however, is software that covers the entire sub-areas and the entire life cycle of machine learning projects in detail.
Post-traumatic Distress in Adults with Congenital Heart Disease: Protective Factors and Clinical Implications
Freiberger, Annika; Andonian, Caroline; Beckmann, Jürgen ; Freilinger, Sebastian; Ewert, Peter; Kaemmerer, Harald; Kohls, Niko; Richter, Cristina; Huber, M. (2024)
Freiberger, Annika; Andonian, Caroline; Beckmann, Jürgen ; Freilinger, Sebastian...
International Journal of Behavioral Medicine.
DOI: 10.1007/s12529-024-10332-z
Peer Reviewed
Improved EMAT Sensor Design for Enhanced Ultrasonic Signal Detection in Steel Wire Ropes
Roßteutscher, Immanuel; Blaschke, Oliver; Dötzer, Florian; Uphues, Thorsten; Drese, Klaus Stefan (2024)
Roßteutscher, Immanuel; Blaschke, Oliver; Dötzer, Florian; Uphues, Thorsten...
Sensors 2024/24, 7114 (22).
DOI: 10.3390/s24227114
Open Access Peer Reviewed
This study is focused on optimizing electromagnetic acoustic transducer (EMAT) sensors for enhanced ultrasonic guided wave signal generation in steel cables using CAD and modern manufacturing to enable contactless ultrasonic signal transmission and reception. A lab test rig with advanced measurement and data processing was set up to test the sensors’ ability to detect cable damage, like wire breaks and abrasion, while also examining the effect of potential disruptors such as rope soiling. Machine learning algorithms were applied to improve the damage detection accuracy, leading to significant advancements in magnetostrictive measurement methods and providing a new standard for future development in this area. The use of the Vision Transformer Masked Autoencoder Architecture (ViTMAE) and generative pre-training has shown that reliable damage detection is possible despite the considerable signal fluctuations caused by rope movement.
Stand der Technik: WP im Wohn- u. Nichtwohngebäude-Bestand mit besonderem Fokus auf große Leistungen
Schaub, Michael (2024)
Herbsttagung ITGA Niedersachsen, Sachsen-Anhalt und Bremen.
Enhancing Availability of Autonomous Shuttle Services A Conceptual Approach towards Challenges and Opportunities
Dehghani, Ali; Salaar, Hamza; Srinivasan, Priya; Zhou, Lixian; Arbeiter, Georg; Lindner, Alisa; Patiño Studencki, Lucila (2024)
Dehghani, Ali; Salaar, Hamza; Srinivasan, Priya; Zhou, Lixian; Arbeiter, Georg...
SAE International Journal of Connected and Automated Vehicles 2025, 8 (3).
DOI: 10.4271/12-08-03-0023
Peer Reviewed
Kinderrechte und BNE zusammendenken: Für soziale und ökologische Gerechtigkeit in der Kindheitspädagogik (zusammen mit Katharina Gerarts)
Lohrenscheit , Claudia (2024)
In: Rost, Sebastian/ Bloch, Bianca/ Kaiser, Anna-Katharina/ Kaul, Ina (Hg.): Bildung für nachhaltige Entwicklung in der Kindheitspädagogik. Beiträge zur Disziplin, Profession und Praxis der Pädagogik der frühen Kindheit. Weinheim/Basel. Beltz Juventa. S. 49-63 2024, S. 49-63.
Peer Reviewed
"Your body is a battleground" - Women's movements, queer feminism and gender justice; in: Claudia Lohrenscheit, Andrea Schmelz, Caroline Schmitt, Ute Straub (ed.): International Social Work and Social Movements
Lohrenscheit , Claudia (2024)
2024.
Peer Reviewed
The global movements for children's rights - with an interview with Manfred Liebel; in: Claudia Lohrenscheit, Andrea Schmelz, Caroline Schmitt, Ute Straub (ed.): International Social Work and Social Movements
Lohrenscheit , Claudia (2024)
2024.
Peer Reviewed
Ein guter Zeitpunkt für Vereinfachungen. Die Zukunft von Heizlast, Kühllast, GEG-Nachweis und Co.
Schaub, Michael; Floß, Alexander (2024)
HLH 75 (10), S. 16-18.
DOI: 10.37544/1436-5103-2024-10-16
4you - das Hochschulmagazin: Forschungsprojekte rund um die Ernährung
Meißner, Karin (2024)
TV Oberfranken.
12-monatiges Taiji-Programm reduziert den systolischen Blutdruck bei Prähypertonie stärker als körperliches Training
Meißner, Karin (2024)
Chinesische Medizin / Chinese Medicine 39 (2).
DOI: 10.1007/s00052-024-00130-x
Open Access
Autonomous Vehicle eHMI Communication Modalities: Pedestrian Preferences in Crossing Scenarios
Rais, Cherif Mohamed; Kühnlenz, Barbara; Kühnlenz, Kolja Ernst (2024)
at - Automatisierungstechnik.
Peer Reviewed
Entwicklungsstand Wärmepumpen-Technologie – Anwendungsmöglichkeiten im Denkmal
Schaub, Michael (2024)
Seminar Nachhaltige Wärmeversorgung im Denkmal - Exkursion Marktbreit.
Jörg Zittlau: Täuschend heilsam
Meißner, Karin (2024)
Welt am Sonntag (Interview).
Vereinfachen wir die Richtlinien! Regelwerk der Gebäudetechnik.
Schaub, Michael; Floß, Alexander (2024)
Gebäude Energieberater 20 (07), S. 32-33.
Modalität und Shared Micro-Mobility: Die Nutzung von Verkehrsmitteln unter multioptionalen Bedingungen
Wilde, Mathias; Riedelbauch, Lukas (2024)
Internationales Verkehrswesen 76 (3), S. 48-50.
Profiles of well-being and their associations with self-forgiveness, forgiveness of others, and gratitude among patients with rheumatic and musculoskeletal diseases.
Charzyńska , Edyta; Offenbächer, M.; Halverson, k; Hirsch, J. K.; Kohls, Niko; Hanshans, Christian ; Sirois, F.; Toussaint, L. (2024)
Charzyńska , Edyta; Offenbächer, M.; Halverson, k; Hirsch, J. K.; Kohls, Niko...
British Journal of Health Psychology 2024, S. 1-23.
Peer Reviewed
Ein guter Zeitpunkt, Richtlinien wieder stark zu vereinfachen. Die Zukunft von Heizlast, Kühllast, GEG-Nachweis und Co.
Schaub, Michael; Floß, Alexander (2024)
TGA+E Fachplaner 23 (08), S. 6-9.
Open Access
Vereinfachungen sind zwingend notwendig. Diskussionsbeitrag zur Zukunft von Heiz- und Kühllast, GEG-Nachweis und Co.
Schaub, Michael; Floß, Alexander (2024)
cci Zeitung 2024 (09), S. 10-11.
Open Access
A Novel Recursive Algorithm for the Implementation of Adaptive Robot Controllers
Kaya, Mertcan; Akbulut, Mehmet Ali ; Bayraktaroglu, Zeki Yagiz; Kühnlenz, Kolja Ernst (2024)
Kaya, Mertcan; Akbulut, Mehmet Ali ; Bayraktaroglu, Zeki Yagiz...
Journal of Intelligent & Robotic Systems 115, 110.
DOI: 10.1007/s10846-024-02135-x
Open Access Peer Reviewed
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