Modelling change processes in nature and society
[update pending]
Selected publications
Paleobiology and hominin environments
A survey of computational methods for fossil data analysis by Žliobaitė et al. 2017 in Evolutionary Ecology Research. PDFpreprint
Relative abundances and palaeoecology of four suid genera in the Turkana Basin, Kenya, during late Miocene to Pleistocene by
Ecosystem evolution and hominin paleobiology at East Turkana, northern Kenya between 2.0 and 1.4 Ma by Patterson et al. 2017 in Palaeogeography, Palaeoclimatology, Palaeoecology. DOI
Herbivore teeth predict climatic limits in Kenyan ecosystems by Žliobaitė et al. 2016 in PNAS, DOI (open access)
An ecometric analysis of the fossil mammal record of the Turkana Basin by Fortelius et al. 2016 in Philosophical Transactions B. DOI (open access)
Forestry and atmospheric sciences
Environmental control of growth variation in a boreal Scots pine stand – a data-driven approach by Kulmala et al. 2016 in Silva Fennica. DOI (open access)
Regression models tolerant to massively missing data: a case study in solar radiation nowcasting by Žliobaitė et al. 2014 in Atmospheric Measurement Techniques. DOI (open access)
Medicine
Predicting respiratory motion for real-time tumour tracking in radiotherapy by Krilavičius et al. 2016 in IEEE CBMS. DOI PDF
Correlation of external markers and functional targets for respiration compensation in radiotherapy by Krilavičius et al. 2013 in Medical Physics in the Baltic States. slides
Heart Failure Hospitalization Prediction in Remote Patient Management Systems by Pechenizkiy et al. 2010 in IEEE CBMS. DOI PDF
Industrial engineering and energy
Online Detection of Shutdown Periods in Chemical Plants: A Case Study by Martin-Salvador et al. 2014 in Procedia Computer Science. DOI
From Sensor Readings to Predictions: on the Process of Developing Practical Soft Sensors by Budka et al. 2014 in IDA. DOI PDF
Online Mass Flow Prediction in CFB Boilers with Explicit Detection of Sudden Concept Drift in by Pechenizkiy et al. 2009 in SIGKDD Explorations. DOI PDF
Hardware design
A 5.3 pJ/op approximate TTA VLIW tailored for machine learning by Teittinen et al. 2017 in Microelectronics Journal DOI
Towards hardware-driven design of low-energy algorithms for data analysis by Žliobaitė et al. 2014 in SIGMOD Record. PDF DOI
Traffic and mobility
Optimal estimates for short horizon travel time prediction in urban areas by Žliobaitė and Khokhlov 2016 in Intelligent Data Analysis. DOI PDF
Labeling Sensing Data for Mobility Modeling by Read et al. 2016 in Information Systems. DOI PDF
Accessibility by public transport predicts residential real estate prices: a case study in Helsinki region by Žliobaitė et al. 2015 in MUD workshop. PDF
Context-aware Personal Route Recognition by Mazhelis et al. 2011 in Discovery Science. DOI PDF
Process mining
Dealing with Concept Drifts in Process Mining by Bose et al. 2014 in IEEE Transactions on Neural Networks and Learning Systems. DOI
Dealing With Concept Drifts in Process Mining: A Case Study in a Dutch Municipality by Bose, et al. 2013, Technical Report PDF