NUI Galway (1) SMI2G Dr Catherine Enright & Dr Michael Madden National University of Ireland Galway Data Mining & Machine Learning Group Links with Analyze IQ Ltd (SME) BES Vehicles and Sensors for Maritime Surveillance FCT Law Enforcement Evidence-Gathering Abilities FCT Countering Terrorist Use of an Explosive Threat
NUI Galway (2) SMI2G 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
NUI Galway (3) SMI2G 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 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) Participate as Coordinator or Partner
NUI Galway (4) SMI2G Talk To Us Catherine Enright, Data Mining & Machine Learning National University of Ireland Galway Michael Madden, Data Mining & Machine Learning National University of Ireland Galway / Martha Fahy, Director of Customer Relations Analyze IQ Limited