Intelligent Systems for Decision Support -- Effective LSTM Neural Network with Adam Optimizer for Improving Frost Prediction in Agriculture Data Stream -- Gaze Tracking: A Survey of Devices, Libraries and Applications -- Group Decision-Making Involving Competence of Experts in Relation to Evaluation Criteria: Case Study for e-Commerce Platform Selection -- Transparency and Traceability for AI-based Defect Detection in PCB Production -- Tasks Management Using Modern Devices -- Machine Learning -- A Method for Target Localization by Multistatic Radars -- Intrusion Detection by XGBoost Model Tuned by Improved Social Network Search Algorithm -- Bridging the Resource Gap in Cross-lingual Embedding Space -- Classification of Microstructure Images of Metals using Transfer Learning -- Generating Jigsaw Puzzles and an AI Powered Solver -- Morphology of Convolutional Neural Network with Diagonalized Pooling -- Challenges and Opportunities in Deep Learning Driven Fashion Design and Textiles Patterns Development -- Feature Selection and Extreme Learning Machine Tuning by Hybrid Sand Cat Optimization Algorithm for Diabetes Classification -- Enriching SQL-Driven Data Exploration With Different Machine Learning Models -- Mathematical Models for Development of Intelligent Systems -- Analytical Solution of the Simplest Entropiece Inversion Problem -- Latent Semantic Structure in Malicious Programs -- Innovative Lattice Sequences Based on Component by Component Construction Method for Multidimensional Sensitivity Analysis -- On an Optimization of the Lattice Sequence for the Multidimensional Integrals Connected with Bayesian Statistics -- Modelling and Optimization of Dynamic Systems -- Numerical Optimization Identification of a Keller-Segel Model for Thermoregulation in Honey Bee Colonies in Winter -- Gradient Optimization in Reconstruction of the Diffusion Coefficient in a Time Fractional Integro-Differential Equation of Pollution in Porous Media -- Flash Flood Simulation Between Slănic and Vărbilău Rivers in Vărbilău Village, Prahova County, Romania, Using Hydraulic Modeling and GIS Techniques. .

This book constitutes the refereed proceedings of the 8th International Conference on Modelling and Development of Intelligent Systems, MDIS 2022, held in Sibiu, Romania, during October 28-30, 2022. The 21 papers included in this book were carefully reviewed and selected from 48 submissions. They were organized in the following topical sections as follows: intelligent systems for decision support; machine learning; mathematical models for development of intelligent systems; and modelling and optimization of dynamic systems.