
dr hab. inż. Tomasz Talaśka
Employment
- Associate professor at Department of Decision Systems and Robotics
Contact
- tomasz.talaska@pg.edu.pl
Associate professor
- Department of Decision Systems and Robotics
- Faculty of Electronics, Telecommunications and Informatics
- Workplace
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Budynek A Elektroniki
room EA 336 open in new tab - tomasz.talaska@pg.edu.pl
Publication showcase
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Fuzzy Gaussian Decision Tree
The Decision Tree algorithm is one of the first machine learning algorithms developed. It is used both as a standalone model and as an ensemble of many cooperating trees like Random Forest, AdaBoost, Gradient Boosted Trees, or XGBoost. In this work, a new version of the Decision Tree was developed for classifying real-world signals using Gaussian distribution functions and a fuzzy decision process. The research was carried out...
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A new deterministic PSO algorithm for real-time systems implemented on low-power devices
The paper presents a novel, deterministic particle swarm optimization (PSO) algorithm, facilitating its implementation in low-power application specific integrated circuits (ASIC) realized in CMOS technology. The PSO algorithms are commonly used in a variety of optimization problems. They allow to search for a global extreme in a selected fitness function, which is used for numerical modeling of specific optimized problems. The...
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C-reactive protein (CRP) evaluation in human urine using optical sensor supported by machine learning
The rapid and sensitive indicator of inflammation in the human body is C-Reactive Protein (CRP). Determination of CRP level is important in medical diagnostics because, depending on that factor, it may indicate, e.g., the occurrence of inflammation of various origins, oncological, cardiovascular, bacterial or viral events. In this study, we describe an interferometric sensor able to detect the CRP level for distinguishing between...
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