Machine Learning and Knowledge Discovery in Databases: European Conference, Ecml Pkdd 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part

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.