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Machine Learning and Knowledge Discovery in Databases

Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part V

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  • Release Date: 17/03/2023
  • Barcode: 9783031264184
  • Imprint: Springer International
  • Publisher: Springer
Machine Learning and Knowledge Discovery in Databases

Machine Learning and Knowledge Discovery in Databases

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DESCRIPTION

European Conference, ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part V
The multi-volume set LNAI 13713 until 13718 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2022, which took place in Grenoble, France, in September 2022.

The 236 full papers presented in these proceedings were carefully reviewed and selected from a total of 1060 submissions. In addition, the proceedings include 17 Demo Track contributions.

The volumes are organized in topical sections as follows:

Part I: Clustering and dimensionality reduction; anomaly detection; interpretability and explainability; ranking and recommender systems; transfer and multitask learning;

Part II: Networks and graphs; knowledge graphs; social network analysis; graph neural networks; natural language processing and text mining; conversational systems;

Part III: Deep learning; robust and adversarial machine learning; generative models; computer vision; meta-learning, neural architecture search;

Part IV: Reinforcement learning; multi-agent reinforcement learning; bandits and online learning; active and semi-supervised learning; private and federated learning; .

Part V: Supervised learning; probabilistic inference; optimal transport; optimization; quantum, hardware; sustainability;

Part VI: Time series; financial machine learning; applications; applications: transportation; demo track.



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  • Contributor: Massih-Reza Amini (Edited by), Stéphane Canu (Edited by), Asja Fischer (Edited by), Tias Guns (Edited by), Petra Kralj Novak (Edited by), Grigorios Tsoumakas (Edited by)
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