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4th IDDM 2021: Valencia, Spain
- Nataliya Shakhovska, Addisson Salazar, Ivan Izonin, Jaime Campos:

Proceedings of the 4th International Conference on Informatics & Data-Driven Medicine, Valencia, Spain, November 19 - 21, 2021. CEUR Workshop Proceedings 3038, CEUR-WS.org 2021 - Yevgeniy V. Bodyanskiy, Olha Chala:

Generalized Neo-Fuzzy-Neuron with Membership Functions of Special Type in Medical Diagnostics. 1-10 - Tetiana Hovorushchenko, Peter T. Popov:

Method of Developing the Defect-Free Medical Software by Establishing the Presence of Residual Defects. 11-21 - Oleh Berezsky, Oleh Pitsun, Bohdan Derysh, Tamara Datsko, Kateryna Berezska, Nadiya Savka:

Automatic Segmentation of Immunohistochemical Images based on U-NET Architectures. 22-33 - Serhii Leoshchenko, Andrii Oliinyk, Sergey Subbotin, Viktor Lytvyn, Oleksandr Korniienko:

Implementation of Reinforcement Learning Strategies in the Synthesis of Neuromodels to Solve Medical Diagnostics Tasks. 34-43 - Oleksandr Komlevoi, Nataliia O. Komleva, Vira Liubchenko, Svitlana Zinovatna:

Biological Data Mining and Its Applications in Pulmonology. 44-53 - Vyacheslav Nykytyuk, Vasyl Dozorskyy, Nataliia Kunanets, Volodymyr Pasichnyk, Oleksandr Matsiuk, Ihor Bodnarchuk:

Electrical Probe-Signal Processing and Criterion for the Determination of Time Parameters of the Teeth Filling Material Polymerization Process in Dentistry. 54-63 - Eugene Fedorov, Jihed Draouil, Kostiantyn Rudakov, Hamza Alrababah, Tetyana Utkina, Ihor Zubko:

Method of Intelligent Diagnosis of Covid-19 Based on a Neural Network of Generalized Bell-Shaped Functions and Fuzzy Logic. 64-76 - Kateryna Molodetska, Yuriy Tymonin:

Mathematical Modelling of an Epidemic Based on Covid-19 Spread Functions. 77-85 - Serhii Lupenko, Iaroslav Lytvynenko, Volodymyr Hotovych:

Simulation of Cyclic Signals (Generalized Approach). 86-92 - Andriy Bomba, Sergii Baranovsky, Oksana Blavatska, Larysa Bachyshyna:

Modification of Infection Disease Model to Take into account Diffusion Perturbation in the Conditions of Temperature Reaction of the Organism. 93-99 - Gehan Mohamed

, Hassan Eldib, Maha Sharkas:
Seizure Prediction using Two-Dimensional Discrete Wavelet Transform and Convolution Neural Networks. 100-108 - Vil Bakirov, Dmytro Chumachenko, Tetyana Chumachenko, Sergey Lvov, Olena Muradyan, Grygoriy Zholtkevych:

Toward Reference Architecture of Control System Socio-Epidemic Processes of Emergent Infections. 109-115 - Chetan Sagarnal, Shridhar B. Devamane, Ravi Hosamani, Trupthi Rao:

Deep Learning Approaches for COVID - 19 Diagnosis. 116-126 - Tetiana Shmelova, Oleksandr Sechko:

Hybrid Expert System for Collaborative Decision-Making in Transportation Services of Healthcare Needs. 127-135 - Cecilia Mariciuc, Madalina Raschip:

The Application of Sequential Pattern Mining Techniques on MIMIC-IV. 136-149 - Lyudmyla Yasinska-Damri, Igor Liakh, Sergii Babichev, Bohdan Durnyak:

Evaluation of the Gene Expression Profiles Complex Proximity Metric Effectiveness Based on a Hybrid Technique of Gene Expression Data Extraction. 150-160 - Dmytro Vakulenko, Hryhoriy Zaspa, Sergiy Lupenko:

New Application of Blood Pressure Monitor with Software Environment Oranta-AO based on Arterial Oscillography Methods. 161-171 - Tetiana Hovorushchenko, Yelyzaveta Hnatchuk, Alla Herts, Artem Moskalenko, Vitaliy Osyadlyi:

Theoretical and Applied Principles of Information Technology for Supporting Medical Decision-Making Taking into Account the Legal Basis. 172-181 - Radiy Radutny, Alina S. Nechyporenko, Victoriia Alekseeva, Nadiia Yurevych, Andrii Lupyr, Vitaliy Gargin:

Complex Automatic Evaluation of the Medical Images of the Paranasal Sinuses. 182-189 - Elias Rodríguez, Elen Rodríguez, Luiz Nascimento, Aneirson Francisco da Silva, Fernando Augusto Silva Marins:

Machine learning Techniques to Predict Overweight or Obesity. 190-204 - Volodymyr Shymanskyi, Yaroslav Sokolovskyy, Olha Mokrytska, Iryna Boretska, Oleksiy Sinkevych, Volodymyr Kryshtapovych:

Modeling of Heat Transfer and Deformation Processes in Biomaterials with Fractal Structure. 205-212 - Yurii Oliinyk, Andrii Tereschenko, Igor Baklan, Elisa Beraudo:

ECG Analysis based on Word2Vec Model. 213-222 - Ivan Izonin, Roman Tkachenko, Roman Pidkostelnyi, Olena Pavliuk, Viktor Khavalko, Anatoliy Batyuk:

Experimental Evaluation of the Effectiveness of ANN-based Numerical Data Augmentation Methods for Diagnostics Tasks. 223-232 - Nataliya Boyko, Iryna Dosiak:

Analysis of Machine Learning Algorithms for Classification and Prediction of Heart Disease. 233-249 - Karina Melnyk, Natalia Borysova, Pavel Smolin, Iryna Dehtiarova, Iuliia Gasan, Alla Voida:

Model of the Monitoring Process for Early Diagnosis of Patients' Health. 250-259 - Myroslav Stupnytskyi, Viktor Zhukov, Tatyana Gorbach, Oleksii Biletskii, Hakan Kutucu:

ROC Analysis of the Outcome Predictive Markers for Multiple Trauma Patients during Early Posttraumatic Period. 260-268 - Lesia I. Mochurad, Andrii Dereviannyi, Uliana Antoniv:

Classification of X-Ray Images of the Chest Using Convolutional Neural Networks. 269-282 - Natalya Shakhovska, Ihor Darmoriz, Yaroslav Vyklyuk, Yurii Kryvenchuk, Pavlo Pukach:

Visualization of the Epidemics Forecasting Results. 283-292 - Artem Bashtovyi, Andriy Fechan, Vitaliy Yakovyna:

Modules for Mental and Physical Health States Analysis based on User Text Input. 293-301 - Olha Ryabukha, Ivanna Dronyuk:

Modern Approaches to the Applying of Mathematical Methods in the Analysis of the Transport Direction of Follicular Thyrocytes. 302-316 - Mykola Dyvak, Andriy Melnyk, Miroslav Kopnický, Libor Dostálek, Igor Krytskyi, Andriy Dyvak:

Using an Ontological Approach for Improvement of the Interval Model in the Problem of the Recurrent Laryngeal Nerve Identification During Thyroid Surgery. 317-322

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