Transcript Lectures
Dr Catherine Enright & Dr Michael Madden [email protected] [email protected] National University of Ireland Galway Data Mining & Machine Learning Group http://datamining.it.nuigalway.ie Links with Analyze IQ Ltd (SME) http://aniq.co BES-3-2014 Vehicles and Sensors for Maritime Surveillance FCT-5-2014 Law Enforcement Evidence-Gathering Abilities FCT-11-2014 Countering Terrorist Use of an Explosive Threat SMI2G 2014 http://datamining.it.nuigalway.ie NUI Galway (1) What We Bring to a Consortium Data Mining & Machine Learning Group Profile • 80+ publications, 8 publication awards, 5 patents • Participation in FP4, FP6 & FP7 as coordinator or WP leader • National, EU and International collaborations Research Expertise • Model-Based Probabilistic Analytics for Data Streams: Encoding domain knowledge as PGMs that are adapted based on observations, for decision making, insight & inference • Image and Sensor Data Mining: Chemical spectra and sensor data classification Medical: fMRI; TB microscopy images; activities of daily living • Large-Scale & Small-Scale Analytics: Distributed data mining across multiple machines Data mining on mobile & low-cost processors Autonomous robotics Analyze IQ Ltd: • Innovative software for chemical sensor data search and classification, with international customer base SMI2G 2014 http://datamining.it.nuigalway.ie NUI Galway (2) BES-3, FCT-5, FCT-11, BES-1, DRS-16: Potential Technical Contributions • Algorithms and software for detection and classification using hyperspectral imaging and other complex sensor data • New algorithms for data fusion: maximise precision by combining data from multiple technologies • Bayesian inference across time/space with potentially large volumes of intermittent, unreliable and dispersed sensors and/or crowdsourced data • Maximise efficiency with sequential decision analysis • Probabilistic risk assessment • Reinforcement learning for autonomous agents in real/virtual environments Participate as Coordinator or Partner • • • • M Madden: Previous coordination experience in FP4 and FP6 WP Leader in FP7 Coordination of nationally funded projects (SFI, EI) Currently involved in H2020 proposals (BES-9, DRS-2) SMI2G 2014 http://datamining.it.nuigalway.ie NUI Galway (3) Talk To Us Catherine Enright, Data Mining & Machine Learning National University of Ireland Galway [email protected] +353-91-492041 Michael Madden, Data Mining & Machine Learning National University of Ireland Galway [email protected] +353-91-493797 / +353-86-7952802 Martha Fahy, Director of Customer Relations Analyze IQ Limited [email protected] +353 91 395900 SMI2G 2014 http://datamining.it.nuigalway.ie NUI Galway (4)