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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
About Me
About me
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Posts
Future Blog Post
Published:
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Blog Post number 4
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 3
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 2
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 1
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
news
Best Technical Implementation Award and First Price of Industry Challenge at Blockchain Hackathon 2021 Germany
Published:
AISpace team, including Yongli Mou (as team leader), Jiahui Geng, Xiaoli Yang, Shijie Nie, Chunmiao Li, Yongzhao Li and Lucas Regh, won the best technical implementation award and won the industry challenge at the Blockchain Hackathon 2021. we presented the idea to combine blockchain, federated learning and privacy enhancing technologies to overcome the data privacy challenges in AI, to build an AI digital asset marketplace, to connect data owners, data users, algorithm developers, algorithm users and computing providers, to encourage the corporation between AI service participants, and to establish the decentralized, autonomous and trustworthy AI infrastructure network.
portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
Short description of portfolio item number 2
projects
Collaboration On Rare Diseases (CORD)
Click here for project website
LEUKO EXPERT
Click here for project website
National Research Data Infrastructure for Personal Health Data (NFDI4Health)
Click here for project website
Polypharmazie, Arzneimittelwechselwirkungen, Risiken (POLAR)
Click here for project website
Smart Medical Information Technology for Healthcare (SMITH)
Click here for project website
publications
Vision based pixel-level bridge structural damage detection using a link ASPP network
Published in Automation in Construction, 2020
Recommended citation: Deng W, Mou Y, Kashiwa T, Escalera S, Nagai K, Nakayama K, Matsuo Y, Prendinger H. (2020). "Vision based pixel-level bridge structural damage detection using a link ASPP network." Automation in Construction. 110, 102973.
Distributed Skin Lesion Analysis Across Decentralised Data Sources
Published in 31st Medical Informatics Europe Conference, 2021
Recommended citation: Mou Y, Welten S, Jaberansary M, Yediel YU, Kirsten T, Decker S, Beyan O. "Distributed Skin Lesion Analysis Across Decentralised Data Sources." Studies in health technology and informatics. 2021 May 27;281:352-6.
Optimized Federated Learning on Class-Biased Distributed Data Sources
Published in In Joint European Conference on Machine Learning and Knowledge Discovery in Databases, 2021
Recommended citation: Mou Y, Geng J, Welten S, Chun R, Decker S, Beyan O. (2021). "Optimized Federated Learning on Class-biased Distributed Data Sources." In Joint European Conference on Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2021. Communications in Computer and Information Science, vol 1524. Springer, Cham. https://doi.org/10.1007/978-3-030-93736-2_13
A Privacy-Preserving Distributed Analytics Platform for Health Care Data
Published in Methods of Information in Medicine, 2022
Recommended citation: Welten S, Mou Y, Neumann L, Jaberansary M, Yediel Ucer Y, Kirsten T, Decker S, Beyan O. (2022). "A Privacy-Preserving Distributed Analytics Platform for Health Care Data." Methods Inf Med. 0026-1270, DOI:10.1055/s-0041-1740564.
Multi-Institutional Breast Cancer Detection Using a Secure On-Boarding Service for Distributed Analytics
Published in Applied Sciences, 2022
Recommended citation: Welten S, Hempel L, Abedi M, Mou Y, Jaberansary M, Neumann L, Weber S, Tahar K, Yediel Ucer Y, Löbe M, Decker S, Beyan O, Kirsten T. (2022). "Multi-Institutional Breast Cancer Detection Using a Secure On-Boarding Service for Distributed Analytics." Applied Sciences. 12, no. 9: 4336, DOI:10.3390/app12094336
Blockchain-based Cross-organizational Workflow Platform
Published in 2022 IEEE International Conference on Cloud Computing Technology and Science, 2022
Recommended citation: Geng J, Rehman AA, Mou Y, Decker S, Rong C. "Blockchain-based Cross-organizational Workflow Platform" In2022 IEEE International Conference on Cloud Computing Technology and Science (CloudCom). 2022 Dec 13 (pp. 53-59)
Improved Gradient Inversion Attacks and Defenses in Federated Learning
Published in IEEE Transactions on Big Data, 2022
Recommended citation: Geng J, Mou Y, Li Q, Li F, Beyan O, Decker S, Rong C. "Improved Gradient Inversion Attacks and Defenses in Federated Learning" IEEE Transactions on Big Data. 2023 Jan 23
Rare Diseases in Hospital Information Systems–An Interoperable Methodology for Distributed Data Quality Assessments
Published in Methods of Information in Medicine, 2023
Recommended citation: Tahar K, Martin T, Mou Y, Verbuecheln R, Graessner H, Krefting D. (2023). " Rare Diseases in Hospital Information Systems–An Interoperable Methodology for Distributed Data Quality Assessments." Methods Inf Med, DOI:10.1055/a-2006-1018.
pFedV: Mitigating Feature Distribution Skewness via Personalized Federated Learning with Variational Distribution Constraints
Published in In 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2023, 2023
Recommended citation: Mou, Y., Geng, J., Zhou, F., Beyan, O., Rong, C. and Decker, S. (2023). "pFedV: Mitigating Feature Distribution Skewness via Personalized Federated Learning with Variational Distribution Constraints." In Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2023. (pp. 283-294). Springer Nature, Cham.
Self-sovereign Identity-based Access Control Management in Forestry 4.0
Published in 2023 10th International Conference on Future Internet of Things and Cloud, 2023
Recommended citation: Mou Y, Chen J, Zhang Z, Roßmann J, Decker S. "Self-sovereign Identity-based Access Control Management in Forestry 4.0" In2023 10th International Conference on Future Internet of Things and Cloud (FiCloud). 2023 Aug 14 (pp. 159-166)
talks
Talk 1 on Relevant Topic in Your Field
Published:
This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
Published:
This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Data Driven Medicine (WS 20/21)
Course, RWTH Aachen University, Informatik 5, 2020
Methods for Data Reusability (WS 20/21)
Seminar, RWTH Aachen University, Informatik 5, 2020
Data Science in Medicine (SS 21)
Seminar, RWTH Aachen University, Informatik 5, 2021
Data Science in Medicine (WS 21/22)
Seminar, RWTH Aachen University, Informatik 5, 2021
Data Science in Medicine (SS 22)
Seminar, RWTH Aachen University, Informatik 5, 2022
Data Science in Medicine (WS 22/23)
Seminar, RWTH Aachen University, Informatik 5, 2022