Juhee Bae, Tove Helldin, Maria Riveiro, Sławomir Nowaczyk, Mohamed-Rafik Bouguelia, Göran Falkman (2020). Interactive Clustering: A Comprehensive Review. ACM Computing Surveys. 53(1)

Ece Calikus, Sławomir Nowaczyk, Anita Sant'Anna, Onur Dikmen (2020). No Free Lunch But A Cheaper Supper : A General Framework for Streaming Anomaly Detection. Expert systems with applications.

Yuantao Fan, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson (2020). Transfer learning for remaining useful life prediction based on consensus self-organizing models.

Alexander Galozy, Sławomir Nowaczyk, Anita Sant'Anna, Mattias Ohlsson, Markus Lingman (2020). Pitfalls of medication adherence approximation through EHR and pharmacy records : Definitions, data and computation. International Journal of Medical Informatics. 136

Juhee Bae, Tove Helldin, Maria Riveiro, Sławomir Nowaczyk, Mohamed-Rafik Bouguelia, Göran Falkman (2020). Interactive Clustering: A Comprehensive Review. ACM Computing Surveys. 53(1)

Yuantao Fan, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson (2020). Transfer learning for remaining useful life prediction based on consensus self-organizing models..

Ece Calikus, Sławomir Nowaczyk, Anita Sant'Anna, Henrik Gadd, Sven Werner (2019). A data-driven approach for discovering heat load patterns in district heating. Applied Energy. 252

Hassan Mashad Nemati, Anita Sant'Anna, Sławomir Nowaczyk (2019). Analyzing and Modeling Propagation of SmartMeters' Alarms in Low-Voltage Grids. (in preparation).

Peyman Sheikholharam Mashhadi, Sławomir Nowaczyk, Sepideh Pashami (2019). Stacked Ensemble of Recurrent Neural Networks for Predicting Turbocharger Remaining Useful Life. Applied Sciences. 10(1)

Taha Khan, Lina Lundgren, David G. Anderson, Irena Novak, Mark Dougherty, Antanas Verikas, Misha Pavel, Holly Jimison, Sławomir Nowaczyk, Vered Aharonson (2019). Assessing Parkinson's disease severity using speech analysis in non-native speakers. Computer speech & language (Print).

Awais Ashfaq, Anita Sant'Anna, Markus Lingman, Sławomir Nowaczyk (2019). Readmission prediction using deep learning on electronic health records. Journal of Biomedical Informatics. 97

Ece Calikus, Sławomir Nowaczyk, Anita Sant'Anna, Onur Dikmen (2019). No Free Lunch But A Cheaper Supper: A General Framework for Streaming Anomaly Detection.

Reza Khoshkangini, Sepideh Pashami, Sławomir Nowaczyk (2019). Warranty Claim Rate Prediction using Logged Vehicle Data. Lecture Notes in Computer Science. 11804, pp. 663-674

Hassan Mashad Nemati, A. Laso, M. Manana, Anita Sant'Anna, Sławomir Nowaczyk (2018). Stream Data Cleaning for Dynamic Line Rating Application. Energies. 11(8)

Evaldas Vaiciukynas, Matej Uličný, Sepideh Pashami, Sławomir Nowaczyk (2018). Learning Low-Dimensional Representation of Bivariate Histogram Data. IEEE transactions on intelligent transportation systems (Print). 19(11), pp. 3723-3735

Thorsteinn Rögnvaldsson, Sławomir Nowaczyk, Stefan Byttner, Rune Prytz, Magnus Svensson (2018). Self-monitoring for maintenance of vehicle fleets. Data mining and knowledge discovery. 32(2), pp. 344-384

Mohamed-Rafik Bouguelia, Alexander Karlsson, Sepideh Pashami, Sławomir Nowaczyk, Anders Holst (2018). Mode tracking using multiple data streams. Information Fusion. 43, pp. 33-46

Mohamed-Rafik Bouguelia, Sławomir Nowaczyk, Amir H. Payberah (2018). An adaptive algorithm for anomaly and novelty detection in evolving data streams. Data mining and knowledge discovery. 32(6), pp. 1597-1633

Ece Calikus, Sławomir Nowaczyk, Anita Sant'Anna, Stefan Byttner (2018). Ranking Abnormal Substations by Power Signature Dispersion. Energy Procedia. 149, pp. 345-353

Hassan Mashad Nemati, Anita Sant'Anna, Sławomir Nowaczyk, Jan Henning Jürgensen, Patrik Hilber (2017). Reliability Evaluation of Power Cables Considering the Restoration Characteristic.

Mohamed-Rafik Bouguelia, Sławomir Nowaczyk, K. C. Santosh, Antanas Verikas (2017). Agreeing to disagree : active learning with noisy labels without crowdsourcing. International Journal of Machine Learning and Cybernetics.

Thorsteinn Rögnvaldsson, Stefan Byttner, Rune Prytz, Sławomir Nowaczyk, Magnus Svensson (2015). Wisdom of Crowds for Intelligent Monitoring of Vehicle Fleets.

Yuantao Fan, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson (2015). Evaluation of Self-Organized Approach for Predicting Compressor Faults in a City Bus Fleet. Procedia Computer Science. 53, pp. 447-456

Yuantao Fan, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson (2015). Incorporating Expert Knowledge into a Self-Organized Approach for Predicting Compressor Faults in a City Bus Fleet. Frontiers in Artificial Intelligence and Applications. 278, pp. 58-67

Rune Prytz, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson, Stefan Byttner (2015). Predicting the need for vehicle compressor repairs using maintenance records and logged vehicle data. Engineering applications of artificial intelligence. 41, pp. 139-150

Jerzy Stefanowski, Sławomir Nowaczyk (2007). An Experimental Study of Using Rule Induction Algorithm in Combiner Multiple Classifier. International Journal of Computational Intelligence Research. 3(4), pp. 335-342

Oskar Dahl, Fredrik Johansson, Reza Khoshkangini, Sepideh Pashami, Sławomir Nowaczyk, Claes Pihl (2020). Understanding Association Between Logged Vehicle Data and Vehicle Marketing Parameters -- Using Clustering and Rule-Based Machine Learning. The 3rd International Conference on Information Management and Processing.

Oskar Dahl, Fredrik Johansson, Reza Khoshkangini, Sepideh Pashami, Sławomir Nowaczyk, Claes Pihl (2020). Understanding Association Between Logged Vehicle Data and Vehicle Marketing Parameters - Using Clustering and Rule-Based Machine Learning. The 3rd International Conference on Information Management and Processing (ICIMP 2020), Portsmouth, United Kingdom, June 11-13, 2020.

Ece Calikus, Yuantao Fan, Sławomir Nowaczyk, Anita Sant'Anna (2019). Interactive-cosmo: Consensus self-organized models for fault detection with expert feedback. Workshop on Interactive Data Mining, The International Conference on Information and Knowledge Management.

Awais Ashfaq, Sławomir Nowaczyk (2019). Machine learning in healthcare - a system's perspective. 25th ACM SIGKDD Workshop on Epidemiology meets Data Mining and Knowledge Discovery (epiDAMIK '19), Anchorage, Alaska, United States, August 5, 2019.

Alexander Galozy, Sławomir Nowaczyk, Anita Sant'Anna (2019). Towards Understanding ICU Treatments Using Patient Health Trajectories. 26 June 2019 through 29 June 2019.

Kunru Chen, Sepideh Pashami, Yuantao Fan, Sławomir Nowaczyk (2019). Predicting Air Compressor Failures Using Long Short Term Memory Networks. The 19th EPIA Conference on Artificial Intelligence 2019.

Parivash Pirasteh, Sławomir Nowaczyk, Sepideh Pashami, Magnus Löwenadler, Klas Thunberg, Henrik Ydreskog, Peter Berck (2019). Interactive feature extraction for diagnostic trouble codes in predictive maintenance : A case study from automotive domain. WSDM 2019: The 12th ACM International Conference on Web Search and Data Mining, Melbourne, VIC, Australia, 11-15 February, 2019.

Ece Calikus, Yuantao Fan, Sławomir Nowaczyk, Anita Sant'Anna (2019). Interactive-cosmo : Consensus self-organized models for fault detection with expert feedback. 1st Workshop on Interactive Data Mining, WIDM 2019, co-located with 12th ACM International Conference on Web Search and Data Mining, WSDM 2019, Melbourne, Australia; 15 February, 2019.

Sepideh Pashami, Anders Holst, Juhee Bae, Sławomir Nowaczyk (2018). Causal discovery using clusters from observational data. FAIM'18 Workshop on CausalML, Stockholm, Sweden, July 15, 2018.

Martin Cooney, Sepideh Pashami, Anita Sant'Anna, Yuantao Fan, Sławomir Nowaczyk (2018). Pitfalls of Affective Computing : How can the automatic visual communication of emotions lead to harm, and what can be done to mitigate such risks?. The Web Conference 2018 (WWW '18), Lyon, France, April 23-27, 2018.

Sławomir Nowaczyk, Anita Sant'Anna, Ece Calikus, Yuantao Fan (2018). Monitoring equipment operation through model and event discovery. Intelligent Data Engineering and Automated Learning – IDEAL 2018, 19th International Conference, Madrid, Spain, November 21–23, 2018.

Iulian Carpatorea, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson, Johan Lodin (2017). Features extracted from APPES to enable the categorization of heavy-duty vehicle drivers. Intelligent Systems Conference (IntelliSys 2017), London, United Kingdom, 7-8 September, 2017.

Mohamed-Rafik Bouguelia, Sepideh Pashami, Sławomir Nowaczyk (2017). Multi-Task Representation Learning. 30th Annual Workshop of the Swedish Artificial Intelligence Society (SAIS).

Xudong Teng, Yuantao Fan, Sławomir Nowaczyk (2016). Evaluation of Micro-flaws in Metallic Material Based on A Self-Organized Data-driven Approach. 2016 IEEE International Conference on Prognostics and Health Management, Carleton University, Ottawa, ON, Canada, June 20-22, 2016.

Hassan Mashad Nemati, Anita Sant'Anna, Sławomir Nowaczyk (2016). Bayesian Network Representation of Meaningful Patterns in Electricity Distribution Grids. 2016 IEEE International Energy Conference (ENERGYCON), 4-8 April, Leuven, Belgium, 4-8 april, 2016.

Iulian Carpatorea, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson, Marcus Elmer, Johan Lodin (2016). Learning of Aggregate Features for Comparing Drivers Based on Naturalistic Data. IEEE 15th International Conference on Machine Learning and Applications, ICMLA 2016, Anaheim, United States, 18-20 December, 2016.

Yuantao Fan, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson, Eric Aislan Antonelo (2016). Predicting Air Compressor Failures with Echo State Networks. Third European Conference of the Prognostics and Health Management Society 2016, Bilbao, Spain, 5-8 July, 2016.

Tove Helldin, Maria Riveiro, Sepideh Pashami, Göran Falkman, Stefan Byttner, Sławomir Nowaczyk (2016). Supporting Analytical Reasoning : A Study from the Automotive Industry. 18th International Conference, HCI International 2016, Toronto, Canada, July 17-22, 2016.

Hassan Mashad Nemati, Anita Sant'Anna, Sławomir Nowaczyk (2015). Reliability Evaluation of Underground Power Cables with Probabilistic Models. The 11th International Conference on Data Mining (DMIN'15), Las Vegas, Nevada, USA, July 27-30, 2015.

Iulian Carpatorea, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson, Marcus Elmer (2014). Towards Data Driven Method for Quantifying Performance of Truck Drivers. 28th Annual workshop of the Swedish Artificial Intelligence Society (SAIS), Stockholm, Sweden, May 22-23, 2014.

Hassan Mashad Nemati, Anita Sant'Anna, Sławomir Nowaczyk (2014). Overview of Smart Grid Challenges in Sweden. 28th annual workshop of the Swedish Artificial Intelligence Society (SAIS), Stockholm, Sweden, May 22-23, 2014.

Iulian Carpatorea, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson, Marcus Elmer (2014). APPES Maps as Tools for Quantifying Performance of Truck Drivers. The 10th International Conference on Data Mining, DMIN´14, July 21-24, Las Vegas, Nevada, USA.

Yuantao Fan, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson (2014). Using Histograms to Find Compressor Deviations in Bus Fleet Data. The Swedish AI Society (SAIS) Workshop 2014, Stockholm, Sweden, May 22-23, 2014.

Rune Prytz, Sławomir Nowaczyk, Thorsteinn Rögnvaldsson, Stefan Byttner (2013). Analysis of Truck Compressor Failures Based on Logged Vehicle Data. 9th International Conference on Data Mining, Las Vegas, Nevada, USA, July 22–25, 2013.

Stefan Byttner, Sławomir Nowaczyk, Rune Prytz, Thorsteinn Rögnvaldsson (2013). A field test with self-organized modeling for knowledge discovery in a fleet of city buses. 10th IEEE International Conference on Mechatronics and Automation, IEEE ICMA 2013, Takamastu, Japan, 4-7 August, 2013.

Sławomir Nowaczyk, Rune Prytz, Thorsteinn Rögnvaldsson, Stefan Byttner (2013). Towards a Machine Learning Algorithm for Predicting Truck Compressor Failures Using Logged Vehicle Data. 12th Scandinavian Conference on Artificial Intelligence, Aalborg, Denmark, November 20–22, 2013.

Sławomir Nowaczyk, Stefan Byttner, Rune Prytz (2012). Ideas for Fault Detection Using Relation Discovery. The 27th annual workshop of the Swedish Artificial Intelligence Society (SAIS), 14–15 May 2012, Örebro, Sweden.

Mathias Haage, Jacek Malec, Anders Nilsson, Klas Nilsson, Sławomir Nowaczyk (2011). Declarative Knowledge-Based Reconfiguration of Automation Systems Using a Blackboard Architecture. 11th Scandinavian Conference on Artificial Intelligence, Trondheim, Norway, May 24-26.

Rune Prytz, Sławomir Nowaczyk, Stefan Byttner (2011). Towards relation discovery for diagnostics. 17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining.

Sławomir Nowaczyk (2009). A Knowledge-Based Approach to Modelling Planning Domains with Uncertainty for Resource Bounded Agents. 7th Conference on Computer Methods and Systems, Krakow, Poland, 26-27 November.

Sławomir Nowaczyk, Jacek Malec (2007). Learning to evaluate conditional partial plans. Sixth International Conference on Machine Learning and Applications, 13-15 Dec. 2007, Cincinnati, Ohio, USA.

Sławomir Nowaczyk, Cristina Isvoranu, Saioa Zorita, Thaer Barri, Florentina Trif (2007). Mind the Gap! Bridging the Gap between Theory and Practice in Laboratory Assignments. Utvecklingskonferens LU, 27 september.

Sławomir Nowaczyk, Jacek Malec (2007). Relative relevance of subsets of agent's knowledge. Multi-Agent Logics, Languages and Organisations – Federated Workshops (MALLOW'007), Durham, UK, 3-7 September.

Sławomir Nowaczyk (2007). Knowledge Representation for Learning How to Evaluate Partial Plans. 24th Annual Workshop of the Swedish Artificial Intelligence Society (SAIS-07), Borås, May 22-23.

Sławomir Nowaczyk, Jacek Malec (2007). An Architecture for Resource Bounded Agents. International Multiconference on Computer Science and Information Technology (IMCSIT’07), Wisła, Poland, October 15–17, 2007.

Sławomir Nowaczyk, Jacek Malec (2007). Inductive logic programming algorithm for estimating quality of partial plans. 6th Mexican International Conference on Artificial Intelligence, Aguascalientes, Mexico, November 4-10, 2007.

Sławomir Nowaczyk, Jacek Malec (2007). Learning to Evaluate Conditional Partial Plans. Planning to Learn Workshop, The 18th European Conference on Machine Learning (ECML) and the 11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) (ECML/PKDD 2007), September 17-21, 2007, Warsaw, Poland.

Jacek Malec, Anders Nilsson, Klas Nilsson, Sławomir Nowaczyk (2007). Knowledge-Based Reconfiguration of Automation Systems. 3rd IEEE International Conference on Automation Science and Engineering (IEEE CASE), Scottsdale, AZ, SEP 22-25, 2007.

Ola Angelsmark, Jacek Malec, Klas Nilsson, Sławomir Nowaczyk, Leonardo Prosperi (2007). Knowledge Representation for Reconfigurable Automation Systems. International Conference on Robotics and Automation (ICRA-07), Workshop on Semantic Information in Robotics, Rome, Italy, 10 April, 2007.

Sławomir Nowaczyk, Jacek Malec (2007). An architecture for resource bounded agents. International Multiconference on Computer Science and Information Technology, Wisła, Poland, October 15–17.

Sławomir Nowaczyk (2006). Learning and Planning of Situated Resource Bounded Agents. The 23rd Annual Workshop of the Swedish Artificial Intelligence Society Workshop, Umeå, Sweden, May 10-12.

Sławomir Nowaczyk (2006). Learning of agents with limited resources. 21st National Conference on Artificial Intelligence and the 18th Innovative Applications of Artificial Intelligence Conference, AAAI-06/IAAI-06;Boston, MA, USA 16-20 July.

Sławomir Nowaczyk (2006). Partial planning for situated agents based on active logic. Workshop on Logics for Resource Bounded Agents, 18th European Summer School in Logic Language and Information (ESSLLI 2006), University of Málaga, Málaga, Spain, 31 July-11 August.

Jacek Malec, Sławomir Nowaczyk (2005). Deduction and Exploratory Assessment of Partial Plans. Workshop on Planning and Learning in A Priori Unknown or Dynamic Domains (IJCAI-05), Edinburgh, United Kingdom, 30 July - 5 Aug 2005.

Jerzy Stefanowski, Sławomir Nowaczyk (2005). On using rule induction in multiple classifiers with a combiner aggregation strategy. 5th International Conference on Intelligent Systems Design and Applications 2005, ISDA '05, 8-10 September 2005, Wroclaw, Poland.