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Machine Learning for Data Streams: With Practical Examples in MOA (Adaptive Computation and Machine Learning Series)
A hands-on approach to tasks and techniques in data stream mining and real-time analytics, with examples in MOA, a popular freely available open-source software framework. Today many information sources—including sensor networks, financial markets, social networks, and healthcare monitoring—are so-c... More
Language: ENGCopyright: 2017 -
ECML PKDD 2018 Workshops: DMLE 2018 and IoTStream 2018, Dublin, Ireland, September 10-14, 2018, Revised Selected Papers (Communications in Computer and Information Science #967)
by Moamar Sayed-Mouchaweh • João Gama • Anna Monreale • Carlos Alzate • Albert Bifet • Michael Kamp • Yamuna Krishnamurthy • Daniel Paurat • Rita P. RibeiroThis 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... More
Language: ENGCopyright: 2019 -
IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning: Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers (Communications in Computer and Information Science #1325)
by Albert Bifet • Joao Gama • Sepideh Pashami • Moamar Sayed-Mouchawe • Holger Fröning • Franz Pernkopf • Gregor Schiele • Michaela BlottThis book constitutes selected papers from the Second International Workshop on IoT Streams for Data-Driven Predictive Maintenance, IoT Streams 2020, and First International Workshop on IoT, Edge, and Mobile for Embedded Machine Learning, ITEM 2020, co-located with ECML/PKDD 2020 and held in Septemb... More
Language: ENGCopyright: 2020 -
ECML PKDD 2018 Workshops: Midas 2018 And Pap 2018, Dublin, Ireland, September 10-14, 2018, Proceedings (Lecture Notes in Computer Science #11054)
by Michael Madden • Anna Monreale • Carlos Alzate • Haytham Assem • Albert Bifet • Teodora Sandra Buda • Bora Caglayan • Brett Drury • Eva García-Martín • Ricard Gavaldà • Stefan Kramer • Niklas Lavesson • Ian Molloy • Maria-Irina Nicolae • Mathieu SinnThis book constitutes revised selected papers from the workshops Nemesis, UrbReas, SoGood, IWAISe, and Green Data Mining, held at the 18th European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2018, in Dublin, Ireland, in September 2018. <P><P> The 20 papers pres... More
Language: ENGCopyright: 2019