Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part I

Ulf Brefeld, Elisa Fromont, Andreas Hotho, Arno Knobbe, Marloes Maathuis, Céline Robardet (Herausgeber)

Buch | Softcover

XLVI, 766 Seiten

2020 | 1st ed. 2020
Springer International Publishing (Verlag)
9783030461492 (ISBN)

Artikel merken

The three volume proceedings LNAI 11906 - 11908 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2019, held in Würzburg, Germany, in September 2019.

The total of 130 regular papers presented in these volumes was carefully reviewed and selected from 733 submissions; there are 10 papers in the demo track.

The contributions were organized in topical sections named as follows:

Part I: pattern mining; clustering, anomaly and outlier detection, and autoencoders; dimensionality reduction and feature selection; social networks and graphs; decision trees, interpretability, and causality; strings and streams; privacy and security; optimization.

Part II: supervised learning; multi-label learning; large-scale learning; deep learning; probabilistic models; natural language processing.

Part III: reinforcement learning and bandits; ranking; applied data science: computer vision and explanation; applied data science: healthcare; applied data science: e-commerce, finance, and advertising; applied data science: rich data; applied data science: applications; demo track.

Chapter "Heavy-tailed Kernels Reveal a Finer Cluster Structure in t-SNE Visualisations" is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.

Pattern Mining.- Clustering, Anomaly and Outlier Detection, and Autoencoders.- Dimensionality Reduction and Feature Selection.- Social Networks and Graphs.- Decision Trees, Interpretability, and Causality.- Strings and Streams.- Privacy and Security.- Optimization.

Erscheinungsdatum	04.05.2020
Reihe/Serie	Lecture Notes in Artificial Intelligence
Reihe/Serie	Lecture Notes in Computer Science
Zusatzinfo	XLVI, 766 p. 344 illus., 196 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	1223 g
Themenwelt	Mathematik / Informatik ► Informatik ► Netzwerke
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Schlagworte	Applications • Artificial Intelligence • classification • Computer Networks • Computer Science • Computer systems • computer vision • conference proceedings • Data Mining • Data Security • Human-Computer Interaction (HCI) • Image Analysis • Image Processing • image reconstruction • Informatics • Information Retrieval • machine learning • Network Protocols • Neural networks • Research • Signal Processing • Telecommunication Systems • theoretical computer science • wireless telecommunication systems
ISBN-13	9783030461492 / 9783030461492
Zustand	Neuware