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Book Cover
Author ECML PKDD (Conference) (2018 : Dublin, Ireland)

Title ECML PKDD 2018 workshops : DMLE 2018 and IoTStream 2018, Dublin, Ireland, September 10-14, 2018, Revised selected papers / Anna Monreale, Carlos Alzate et al. (eds.).

Published Cham, Switzerland : Springer, 2019.


Location Call No. Status
Physical description 1 online resource (ix, 127 pages) : illustrations (some color)
Series Communications in Computer and Information Science, 1865-0929 ; 967
Communications in computer and information science ; 967. 1865-0929
Springer Computer Science eBooks 2019 English+International
Notes Includes author index.
Contents Decentralized Machine Learning on the Edge. -- Sparsity in Deep Neural Networks -- An Empirical Investigation with TensorQuant. -- Asynchronous Federated Learning for Geospatial Applications. -- Generalizing Knowledge in Decentralized Rule-based Models. -- Introducing Noise in Decentralized Training of Neural Networks. -- Query Log Analysis: Detecting Anomalies in DNS Traffic at a TLD Resolver. -- Multimodal Tweet Sentiment Classification Algorithm Based on Attention Mechanism. -- Active Learning by Clustering for Drifted Data Stream Classification. -- Self Hyper-Parameter Tuning for Stream Recommendation Algorithms. -- Deep Online Storage-Free Learning on Unordered Image Streams. -- Fault Prognostics for the Predictive Maintenance of Wind Turbines: State of the Art.
Summary This book constitutes revised selected papers from the workshops DMLE and IoTStream, held at the 18thEuropean Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2018, in Dublin, Ireland, in September 2018. The 8 full papers presented in this volume were carefully reviewed and selected from a total of 12 submissions. The workshops included are: DMLE 2018: First Workshop on Decentralized Machine Learning at the Edge IoTStream 2018: 3rd Workshop on IoT Large Scale Machine Learning from Data Streams.
Other author Monreale, Anna, editor.
Alzate, Carlos, editor.
SpringerLink issuing body.
DMLE (Workshop) (1st : 2018 : Dublin, Ireland), jointly held conference.
IoTStream (Workshop) (3rd : 2018 : Dublin, Ireland), jointly held conference.
Subject Machine learning -- Congresses.
Data mining -- Congresses.
Electronic books.
Variant Title DMLE 2018
IoTStream 2018
ISBN 9783030148805 (electronic bk.)
3030148807 (electronic bk.)
9783030148799 (print)
Standard Number 10.1007/978-3-030-14880-5