Our research focuses on advanced machine learning methods, including computational intelligence, deep learning, and evolutionary computing. We specialize in pattern recognition, signal analysis, data mining, and optimization. Key projects involve diagnosing cardiac arrhythmias, ischemic heart disease, and cancers; gesture recognition using specialized gloves; and hyperspectral classification of blood-like substances. Our work also includes assessing bank loan applicant credibility and classifying materials using electronic nose signals.
Our scientific interests include:
- Machine learning methods (including computational intelligence),
- Ensemble learning,
- Deep learning,
- Evolutionary computation,
- Classification and pattern recognition,
- Signal processing and analysis,
- Data analysis and exploration,
- Optimization,
- Sensor technology,
- Biocybernetics,
- Medicine,
- Quantum computing,
- Computer networks,
- Data transmission security,
- Quality assurance in computer networks,
- System and application security.
Research Topics:
- Heart arrhythmias
- Ischemic heart disease
- Hepatocellular carcinoma
- Warts
- ECG analysis
- Breast cancer
- Hyperspectral classification of blood-like substances
- EEG
- Diabetic retinopathy
Ongoing Research:
- Diagnosing heart arrhythmias (based on ECG signals), ischemic heart disease, hepatocellular carcinoma, and breast cancer.
- Recognizing body speech gestures using a specialized glove.
- Identifying individuals based on touchscreen gestures.
- Assessing the credibility of a bank loan applicant.
- Classifying types of ink and paper based on chromatographic spectra (LIBS).
- Identifying tea species and estimating phenol concentration using an electronic nose.
- Estimating the wear degree of a displacement pump.
- Hyperspectral classification of blood-like substances.
Team Members:
- Dr. hab. inż. Paweł Pławiak, prof. PK and IITiS PAN – ResearchGate
- Dr. Mariam Zomorodi, prof. PK – ResearchGate
- Dr. inż. Dariusz Żelasko – ResearchGate
- Dr. inż. Wojciech Książek – ResearchGate
- Mgr inż. Michał Gandor – ResearchGate
- Mgr inż. Grzegorz Bogdał
- Mgr inż. Hubert Orlicki
Collaborations:
We closely collaborate with the following scientists:
- U Rajendra Acharya – ResearchGate
- Moloud Abdar – ResearchGate
- Turker Tuncer – ResearchGate
- Ryszard Tadeusiewicz – ResearchGate
- Özal Yıldırım – ResearchGate
- Mohamed Adel Hammad – ResearchGate
- Rajesh N V P S Kandala – ResearchGate
- Allam Jaya Prakash – ResearchGate
- Kiran Kumar Patro – ResearchGate
- Roohallah Alizadehsani – ResearchGate
Additional Collaborations:
- National Institute of Telecommunications PIB,
- Institute of Theoretical and Applied Informatics of the Polish Academy of Sciences in Gliwice,
- National Institute of Cardiology in Warsaw,
- Jagiellonian University Medical College,
- 5th Military Clinical Hospital in Krakow,
- Medical University of Lublin,
- Medical University of Wroclaw