Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part I

Author:   Ulf Brefeld ,  Elisa Fromont ,  Andreas Hotho ,  Arno Knobbe
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
Volume:   11906
ISBN:  

9783030461492


Pages:   766
Publication Date:   02 May 2020
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part I


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Overview

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.

Full Product Details

Author:   Ulf Brefeld ,  Elisa Fromont ,  Andreas Hotho ,  Arno Knobbe
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
Volume:   11906
Weight:   1.229kg
ISBN:  

9783030461492


ISBN 10:   3030461491
Pages:   766
Publication Date:   02 May 2020
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

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.

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