International IFIP Cross Domain Conference for Machine Learning and Knowledge Extraction (CD-MAKE)*
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The International IFIP Cross Domain Conference for Machine Learning and Knowledge Extraction (CD-MAKE) is a joint effort of several technical committees (TCs) and working groups (WGs) of the International Federation for Information Processing (IFIP) – IFIP TC 5 (Information Technology Applications), IFIP TC 12 (Artificial Intelligence; since 2018), IFIP WG 8.4 (E-Business: Multi-disciplinary Research and Practice), IFIP WG 8.9 (Enterprise Information Systems), IFIP WG 12.9 (Computational Intelligence)
The cross-domain conference is dedicated to offer an international platform for novel ideas and a fresh look on the methodologies to put crazy ideas into Business for the benefit of the human. Serendipity is a desired effect, and shall cross-fertilize methodologies and transfer of algorithmic developments.
The goal of the CD-MAKE conference is to bring together researchers from machine learning and knowledge extraction areas in an cross-disciplinary manner, to stimulate fresh ideas and to encourage multi-disciplinary problem solving.
Motto: Science is to test crazy ideas – Engineering is to put these ideas into Business!
2017-present: in conjunction with the International Conference on Availability, Reliability and Security (ARES)
2018-2021: in conjunction with the Workshop on Explainable Artificial Intelligence (xAI)
Conference History:
7th International IFIP CD-MAKE 2023, August 29 / September 1, 2023, University of Sannio, Benevento, Italy
Conference Theme: TBD
(in conjunction with ARES – International Conference on Availability, Reliability and Security, Aug 29 – Sep 1; Host: University of Sannio in Benevento, Engineering Department)
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Conference Program TBC
Keynotes:
Whiteboxing machine learning
Physics-inspired learning on graphs
Sessions:
Multi-Perspectivist Data and Learning 2023 (CANCELLED)
Actionable Explainable AI (AxAI) 2023
New Trends in Machine Learning
Hot Topics and Applications
Performance and Trust
6th International IFIP CD-MAKE 2022, August 24-26, 2022, University of Vienna, Vienna, Austria
(in conjunction with ARES – International Conference on Availability, Reliability and Security (Aug 23-26); Host: University of Vienna, Faculty of Computer Science)
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Keynotes:
Explanation as an essential component of machine-mediated acquisition of knowledge for predictive models
Reinforcement Learning in the Real World: Challenges and Opportunities for Human-Agent Interaction
Explainable Empirical Risk Minimization
Sessions:
Explainable AI
Privacy, Identification and Prediction
Analytics, Explanation and Applications
5th International IFIP CD-MAKE 2021, August 17-20, 2021, Vienna University of Technology, Vienna, Austria Virtual venue
Conference Theme: Augmenting Human Intelligence with Artificial Intelligence
(in conjunction with ARES – International Conference on Availability, Reliability and Security; Host: Vienna University of Technology, Institute of Information Systems Engineering)
Note: The conference was supposed to take place in Dublin, Ireland, hosted by the Centre for Cybersecurity & Cybercrime Investigation at the University College Dublin
Keynotes:
Almost Matching Exactly; Learning, reasoning, optimisation: Connections, complementarity and chances
Sessions:
4 Sessions n.a.; Blockchains & Machine Learning (special track; CANCELLED?)
Workshops:
4th Workshop on Explainable Artificial Intelligence (xAI); International Workshop on Applications of Machine Learning & Knowledge Extraction (WAMAKE)
4th International IFIP CD-MAKE 2020, August 26-28, 2020, University College Dublin, Dublin, Ireland Virtual location
Conference Theme: Augmenting Human Intelligence with Artificial Intelligence
(in conjunction with ARES – International Conference on Availability, Reliability and Security; Host: Centre for Cybersecurity & Cybercrime Investigation, University College Dublin)
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Keynotes:
Explaining the Decisions of Deep Neural Networks and Beyond; The “sound” of Machine Learning implementation. A round trip in the “last mile” and its challenges
Sessions:
n.a.
Workshops:
3rd Workshop on Explainable Artificial Intelligence (xAI)
3rd International IFIP CD-MAKE 2019, August 26-29, 2019, University of Kent, Canterbury, United Kingdom
Conference Theme: Augmenting Human Intelligence with Artificial Intelligence
(in conjunction with ARES – International Conference on Availability, Reliability and Security)
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Keynotes:
Crossing the chasm: from Academia to Industry; Toward to transparency of deep learning in medical imaging: Beyond quantitative to qualitative AI; Explainable Artificial Intelligence – Methods, Applications & Recent Developments
Sessions:
Learning; Data & Knowledge; Security & Privacy
Workshops:
2nd Workshop on Explainable Artificial Intelligence (xAI)
2nd International IFIP CD-MAKE 2018, August 27-30, 2018, University of Hamburg, Hamburg, Germany
Conference Theme: Augmenting Human Intelligence with Artificial Intelligence
(in conjunction with ARES – International Conference on Availability, Reliability and Security; Host: Department of Informatics, University of Hamburg)
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Keynotes:
Machine learning and AI for the Sciences – Towards Understanding; Integrating abduction, visualization, and explanation as a data architecture for Artificial Intelligence
Sessions:
MAKE by Topological Data Analysis; Machine Learning for Text Mining; Smart-Factory
Workshops:
1st Workshop on Explainable Artificial Intelligence (xAI)
1st CD-MAKE 2017, August 29 – September 1, 2017, Università degli Studi Mediterranea di Reggio Calabria, Reggio di Calabria, Italy
Conference Theme: Science is to test crazy ideas – Engineering is to put these ideas into Business
(in conjunction with ARES – International Conference on Availability, Reliability and Security)
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Keynotes:
Cloaking Functions: Differential Privacy with Gaussian Processes; Bring Mathematics into Biology: past, present and future impact on Heath
Sessions:
MAKE by Topological Data Analysis; Smart Factory; Privacy aware Machine Learning; Vizualization for MAKE; MAKE for Ambient Assisted Living (AAL); MAKE for Semantics; MAKE for Health (CANCELLED); Open Data for Knowledge Extraction and Discovery (CANCELLED); MAKE for Bioinformatics (CANCELLED)