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res [2016/10/11 07:42]
sbobek created
res [2022/10/22 08:01] (current)
sbobek
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 ====== Research interests ====== ====== Research interests ======
 +My current reaserch interests are: machine learning, mobile context-aware systems and knowledge engineering.
 +===== Projects involvement =====
 +  * KnowMe -- [[http://glados.kis.agh.edu.pl|Uncertain and incomplete knowledge modelling for mediation in mobile context-aware systems]] (NCN)
 +  * Prosecco -- [[https://www.geist.re/pub:projects:prosecco:start|Processes Semantics Collaboration for Companies]] (NCBiR)
 +  * BIMLOQ -- [[https://www.geist.re/pub:projects:bimloq:start|Business Models Optimization for Quality ]]
 +  * REBIT -- [[http://kis.zarz.agh.edu.pl/rebit-flagowy-projekt-katedry/|System zarządzania regułami biznesowymi i technologicznymi]]
 +  * HeKatE -- [[https://www.geist.re/pub:projects:hekate:start|Hybrid Knowledge Engineering]]
 +===== Tools development =====
 +==== Explainable Artificial Intelligence (XAI) Tools ====
 +   * **[[https://github.com/sbobek/inxai|InXAI]]** is a Python library for Intelligible XAI that allows to evaluate, compare and analyse different explainable AI algorithms
 +   * **[[https://github.com/sbobek/lux|LUX]]** is a Python library for generating uncertain local explanations in a form of human understandable  (and executable) rules.
 +   * **[[https://github.com/sbobek/knac|KnAC]]** is a Python library for Knowledge Augmented Clustering. It allows for human-in-the-loop conformance checking between domain expert and automatic clustering.
 +   * **[[https://github.com/sbobek/clamp|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.
 +==== Knowledge engineering Tools ====
 +
 +
 +{{ ::heart-logo-no-borders.png?150|}}
 +=== 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 [[http://glados.kis.agh.edu.pl/doku.php?id=pub:software:heartdroid:start|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-logo.png?150|}}
 +=== 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 [[http://glados.kis.agh.edu.pl/doku.php?id=pub:software:hwed:start|website]].
 +
 +  * Free online access. You can use our online version of the editor that is available here: [[http://glados.kis.agh.edu.pl/hwed/| HWEd]]
 +  * For more information on how to set up your own HWEd see: [[https://bitbucket.org/sbobek/hwed| 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 [[http://glados.kis.agh.edu.pl/doku.php?id=pub:software:contextviewer:start|website]].
 +
 +
  
res.1476171740.txt.gz · Last modified: 2016/10/11 07:42 by sbobek