Full Description
This book is a collection of papers presented at the International Workshop on New Approaches for Multidimensional Signal Processing (NAMSP 2025), held at Technical University of Sofia, Sofia, Bulgaria, during July 24-26, 2025. The book covers research papers in the field of N-dimensional multicomponent image processing, multidimensional (MD) image representation and super-resolution, 3D image processing and reconstruction, MD computer vision systems, MD multimedia systems, data-based MD image retrieval and knowledge data mining, jamming image recognition and surface defects segmentation, MD signal analysis aimed at medical decision support, MD image processing in robot systems, 3D and multi-view visualization in environmental art, VR and reinforcement learning applications, tensor-based mip-map implementation, recursive filtration of MD images, and many more.
Contents
Tensor Elastic Net (T-NET) for Robust Solutions to Sparse Multilinear Least Squares Problems.- Exploring the Optimizing Tools for Digital Watermark-ing of Medical Visual Information using DL.- Intelligent Decision on Stroke Biomarkers: Potentials and Constraints.- Optimizing Dilated SE-DenseNet for Brain Tumor MRI Classification: A Targeted Approach within the Broader Landscape of Computer-Aided Diagnosis.- Wavelet-Based Image Fusion of Pre-Registered MRI and PSMA Scans of the Prostate Gland.- Unsupervised Signal Decomposition and Tracking using Hyperdimensional Computing and Spiking Neural Networks.- An In-Depth Review of Routing Protocols in IoT-Oriented Sensor Networks.- Automated Identification of Vascular Plaque in Optical Coherence Tomography Images.- Construction of a Quantitative Analysis and Prediction Model for the Antioxidant Effects of Polysaccharides from Polygonatum sibiricum and Lycium barbarum Based on Machine Learning.- Neuromorphic Directional Motion Detector.- Correlation Analysis Between Regional Economic Development and Policy Combined with Machine Learning.- Quantifying and Forecasting the Impact of Employment Structure Preferences on the Digital Economy: A Machine Learning-Augmented Panel Data Analysis.- Trade Network Analysis and Economic Stability Forecasting Using Graph Attention Networks.- Multi-source Heterogeneous Data Fusion and Intelligent Decision Algorithm Design for Cross-border Trade.- AI-Driven Optimization of Enterprise Financial Management.- Empirical Investigation of Random Forest Model's Predictive Capability for A-share Banking and Food Industry Stocks.- Research on the Impact of Digital Inclusive Finance Combined with Intelligent Analysis Model on enterprise Green Technology Innovation.- Machine Learning-Based Analysis of the Impact Effect of Digital Transformation in Commercial Banks on Digital Financial Development.- Research on Quantitative Investment Strategy Based on Multifactor Stock Selection and Transformer-SVR Fusion Modeling.- LSTM-based Stock Price Prediction for New Energy Vehicles.- A Study on Intelligent Evaluation of Teaching Financial Statement Analysis Based on BP Neural Networks.- Research on Intelligent Identification and Prediction Model of Enterprise Financial Risk Based on Multimodal Machine Learning.- Research on High-dimensional Feature Selection and Asset Allocation Optimization Algorithm for Financial Big Data.- Student Behavior Pattern Mining and Management Optimization in Colleges and Universities Based on Big Data Analysis.- Construction of Intelligent English Writing Scoring Model Integrating Natural Language Processing and Semantic Analysis.- Application of Intelligent Knowledge Mining Technology in English Online Teaching.- Talent Intelligent Recommendation Method Based on Big Data and Knowledge Graph.- Research on the Intelligent Algorithm Modeling of the Risk Assessment of Sports Injuries in Traditional National Sports.- Research on Visual Understanding Algorithm of Art Aided Design Scene in Digital Background.- Intelligent Generation and Optimization of China Traditional Cultural Content Based on Large-scale Pre-training Model.- Intelligent Algorithm and Model Application in the Construction of Digital Ecosystem of Rural Cultural and Creative Product Design.- Research on the Dissemination of Traditional Chinese Cultural Art in the Context of Digital Media.
