Research interests

My current reaserch interests are: machine learning, mobile context-aware systems and knowledge engineering.

• PEER – Redefining Human-AI Collaboration for Complex Decisions
• XPM –Explainable Predictive Maintenance
• PACMEL – Process-aware Analytics Support based on Conceptual Models for Event Logs
• KnowMe – Uncertain and incomplete knowledge modelling for mediation in mobile context-aware systems (NCN)
• Prosecco – Processes Semantics Collaboration for Companies (NCBiR)
• BIMLOQ – Business Models Optimization for Quality
• REBIT – System zarządzania regułami biznesowymi i technologicznymi
• HeKatE – Hybrid Knowledge Engineering

• XAI-FUNGI Dataset from the user study on comprehensibility of XAI algorithms
• TCM Benchmark Datasets for Predictive Maintenance in Steel Manufacturing

• TSProto is post-host prototype-based explanations with rules for time-series classifiers.
• LUX is a Python library for generating uncertain local explanations in a form of human understandable (and executable) rules.
• KnAC is a Python library for Knowledge Augmented Clustering. It allows for human-in-the-loop conformance checking between domain expert and automatic clustering.
• CLAMP ia a Python library for Cluster analysis with multidimensional bounding boxes. It allows for in-depth cluster analysis with state-of-the-art XAI algorithms.
• InXAI is a Python library for Intelligible XAI that allows to evaluate, compare and analyse different explainable AI algorithms

HeaRTDroid is a rule-based inference engine for Android mobile devices. It is distributed under the GNU General Public License. For more details see HeaRTDroid webpage.

Key features are:

• Inference support for XTT2 rule representation that is based on the Attributive Logic with Set Values
• Pure Java implementation that allows for integration with any Java code, including Android applications
• Callbacks mechanism based on Java reflection, that allows for easy integration with other systems
• Uncertainty management mechanism based on modified certainty factors algebra and probabilistic approach
• Capturing dynamics with statistical functions and time parametrised operators
• Different inference modes and real time reasoning triggers
• Under development: Server mode with TCP/IP protocol and REST API.

HWEd (HeaKatE Web Editor) is online web editor for creating XTT2 models, that are run by HeaRTDroid inference engine. For more information see the project website.

• Free online access. You can use our online version of the editor that is available here: HWEd
• For more information on how to set up your own HWEd see: Project website

Context Viewer is a tool that allows to visualise, and browse data generated by the AWARE framework with an Internet browser.

Form more information see the project website.