Vladimir Nelyub

Часть публикаций из профиля, по году от новых к старым. Это не полный список последних работ автора; работы без года — в конце.

• The Reversal Ratio Is an Optimisation Artefact: Matched-Step Evaluation of Synthetic Data Augmentation2026
• The Current Generation of Tabular Foundation Models: A Critical Review2026
• Adaptive search space scaling in self-adaptive genetic algorithms for high-dimensional global black-box optimization problems2026
• Boosting-Based Machine Learning Applications in Polymer Science: A Review2025 · аннотациясвернуть

  The increasing complexity of polymer systems in both experimental and computational studies has led to an expanding interest in machine learning (ML) methods to aid in data analysis, material design, and predictive…

• Support Vector Machines in Polymer Science: A Review2025
• Physics-Informed Neural Networks in Polymers: A Review2025
• Data-Driven Optimization of Discontinuous and Continuous Fiber Composite Processes Using Machine Learning: A Review2025
• Applications of Long Short-Term Memory (LSTM) Networks in Polymeric Sciences: A Review2024 · аннотациясвернуть

  This review explores the application of Long Short-Term Memory (LSTM) networks, a specialized type of recurrent neural network (RNN), in the field of polymeric sciences. LSTM networks have shown notable effectiveness in…