New Approaches for Multidimensional Signal Processing Proceedings of International Workshop, NAMSP 2025

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.