Personal profile
Current courses
Click here for my courses.
Education/Academic qualification
Computer science, Doctoral Degree, Rough Cognitive Networks
1 Oct 2014 → 3 May 2017
Award Date: 3 May 2017
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being -
SDG 4 Quality Education -
SDG 7 Affordable and Clean Energy
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Collaborations and top research areas from the last five years
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A review on fuzzy cognitive mapping: Recent advances and algorithms
Napoles, G., Jastrzebska, A., Grau, I., Salgueiro, Y. & Leon, M., 6 Jan 2026, In: Big Data and Cognitive Computing. 10, 1, 53 p., 22.Research output: Contribution to journal › Review article › peer-review
Open AccessFile1 Downloads (Pure) -
Backpropagation-Based Counterfactual Explanations for Quasi-Nonlinear Fuzzy Cognitive Maps
Tyrovolas, M., Napoles, G. & Stylios, C., 7 Jan 2026, In: Ieee Transactions on Systems Man Cybernetics-systems. 15 p.Research output: Contribution to journal › Article › Scientific › peer-review
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Enhancing quasi-nonlinear long-term cognitive networks with temporal attention for pattern classification
Nápoles, G. & Salgueiro, Y., 1 Jan 2026, In: Neurocomputing. 659, 13 p., 131830.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Sparseness-optimized feature importance for time series classification
Grau, I., Nápoles, G., Jastrzebska, A. & Salgueiro, Y., 2026, In: Ieee access. 14, p. 29874-29893 20 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile2 Downloads (Pure) -
Sparseness-optimized feature importance with prior knowledge and reinforcement learning-powered optimization
Napoles, G., Grau, I. & Salgueiro, Y., Apr 2026, In: Neurocomputing. 674, 17 p., 132925.Research output: Contribution to journal › Article › Scientific › peer-review
Activities
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Yamisleydi Salgueiro
Nápoles, G. (Host)
Feb 2022Activity: Hosting a visitor types › Hosting an academic visitor › Scientific
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Warsaw University of Technology
Nápoles, G. (Visiting researcher)
Nov 2021Activity: Visiting an external institution types › Visiting an external academic institution › Scientific
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Agnieszka Jastrzębska
Nápoles, G. (Host)
Sept 2021Activity: Hosting a visitor types › Hosting an academic visitor › Scientific
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Membership of PhD committee: Co-supervisor - PhD thesis of Lisa Koutsoviti Koumeri (Event)
Nápoles, G. (Co-supervisor)
2021 → 2025Activity: Membership types › Membership of PhD committee › Scientific
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Membership of PhD committee: External Member - PhD thesis of Leonardo Concepción (Event)
Nápoles, G. (Member)
2020 → 2024Activity: Membership types › Membership of PhD committee › Scientific