WG3
From KDubiqWiki
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Resource Aware Distributed Knowledge Discovery
Resource Aware Distributed Knowledge Discovery perspective on resource constrained algorithms that are fundamentally designed to handle limited bandwidth, limited computing and storage capabilities, limited battery power, and specific network-communication protocols.
The goal of this line is to promote an interdisciplinary forum for researchers who deal with sequential learning, anytime learning, real-time learning, online learning, etc. from data streams and related themes.
Resource Aware Distributed Knowledge Discovery
- re-asses existing machine learning technology in the light of the design challenges formulated above
- collect promising results achieved in the relevant research areas ranging from machine learning and knowledge discovery to evolutionary computing and agent technologies
- enlarges the space of available tools & approaches by exchanging with other communities working on evolutionary computing, human & animal learning (cf. WG 6)
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People
Chairs
- Joao Gama, Porto University, Portugal
Email:jgama [at] liacc.up.pt
- Antoine Cornuéjols, LRI Paris-Sud, France
Members
- Andre Carvalho, Univ. S.Paulo, Brasil
- Bernhard Seeger, Univ. Marburg, Germany
- Francisco Ferrer-Troyano, Univ. Seville, Spain
- Georges HEBRAIL, Ecole Superieure des Telecommunications, France
- Hillol Kargupta, University of Maryland Baltimore County, US
- Jesus Aguilar, Univ. Seville, Spain
- Jose Campo Avilla, Univ. Malaga, Spain
- Kubat Miroslav, Univ. Miami, US
- Luis Torgo, University Porto, Portugal
- Mark Last, Ben-Gurion University, Israel
- Michele Sebag, Université Paris-Sud, France
- Mohamed Gaber, Tasmanian ICT Centre, Australia
- Pedro Pereira Rodrigues, Univ. Porto, Portugal
- Ralf Klinkenberg, Univ. Dortmund, Germany
- Rasmus Pedersen, University of Copenhagen, Denmark
- Ricard Gavalda, Univ. Politecnica de Catalunya, Spain
- Rita Ribeiro, University Porto, Portugal
- Takashi Washio, Osaka Univ, Japan
- Ying Yang, Monash University, Australia
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Activities
WG3 Activities
- [KDubiq Final Symposium, Bonn 2008]
- First International Workshop on Knowledge Discovery from Sensor Data (Sensor-KDD 07) in conjunction with the largest KDD conference (ACM SIGKDD), USA
- International Workshop on Knowledge Discovery from Ubiquitous Data Streams - ECML/PKDD 07.
(http://www.liacc.up.pt/~iwkduds/)
- Project Presentation Day plenary session at ECML/ PKDD 07 & Reception, Warsaw, Poland ACM SIGKDD Knowledge Discovery from Sensor Data - KDD07. (http://www.ornl.gov/sci/knowledgediscovery/KDD-2007-Workshop/)
- Workshop on Knowledge Discovery from Data Streams at ECML/PKDD 06, Berlin, Germany