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Research interests

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

Projects involvement

Public Datasets Creation

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

Tools development

Explainable Artificial Intelligence (XAI) Tools

  • 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

Knowledge engineering Tools

HeaRTDroid

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

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

ContextViewer

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.

res.txt · Last modified: 2024/10/16 05:51 by sbk