Data science in various domains

Selected publications


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 TechniquesDOI (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 IDADOI PDF
  • Online Mass Flow Prediction in CFB Boilers with Explicit Detection of Sudden Concept Drift in by Pechenizkiy et al. 2009 in SIGKDD ExplorationsDOI  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 AnalysisDOI  PDF
  • Labeling Sensing Data for Mobility Modeling by Read et al. 2016 in Information SystemsDOI  PDF
  • Accessibility by public transport predicts residential real estate prices: a case study in Helsinki region by Žliobaitė et al. 2015 in MUD workshopPDF
  • Context-aware Personal Route Recognition by Mazhelis et al. 2011 in Discovery ScienceDOI  PDF

Process mining

  • Dealing with Concept Drifts in Process Mining by Bose et al. 2014 in IEEE Transactions on Neural Networks and Learning SystemsDOI
  • Dealing With Concept Drifts in Process Mining: A Case Study in a Dutch Municipality by Bose, et al. 2013, Technical Report  PDF

Sales prediction and customer profiling

  • Beating the baseline prediction in food sales: How intelligent an intelligent predictor is? by Žliobaitė et al. 2012 in Expert Systems with ApplicationsDOI  PDF
  • Predicting Multi-Class Customer Profiles Based on Transactions: a Case Study in Food Sales by Apeh et al. 2012 in SGAIDOI  PDF