Intelligent Systems and Data Science

This two-volume set constitutes the refereed proceedings of the Second International Conference, ISDS 2024, held in Nha Trang, Vietnam, during November 910, 2024.

The 38 full papers and 10 short papers were carefully reviewed and selected from 129 submissions. They were categorized under the topical sections as follows: AI in E-Commerce, Agriculture, and Aquaculture; AI in Health Care Analytics; Big Data, IoT, and Cloud Computing; and Natural Language Processing.

Inhalt

AI in E-Commerce, Agriculture, and Aquaculture.- Customer Segmentation and Classification using K Modes Clustering with Ensemble Learning.- Explainable AI for Plant Disease Detection Assessing Explainability in Classifying Maize Leaves Diseases with Focus Score and Ablation CAM.- Machine Learning Based Acoustic System for Maturity Classification of Durian Fruit before Harvesting.- An Embedded System for Eggs Freshness Detection.- Deep Learning for Fashion Consulting.- AI in Health Care Analytics.- Automatic Segmentation of Masses on Mammograms Using Fuzzy Logic.- EEC IGE DL CNN based approach with Colour Fundus Images processing techniques and Integrated Gradients explanation for diagnosis of eye diseases.- Enhancing Skin Disease Classification with EfficientNetB0 Bayesian Hyperparameter Tuning and Top k Accuracy Evaluation.- Medical Image Segmentation by Improved Nested Unet.- Big Data, IoT, and Cloud Computing.- Traffic Flow Velocity Estimation from Single Camera Data.- Developing an AI vision based approach for extracting traffic information from images.- Proposal Feature Fusion Attention Network to Eliminate Fog Effects for Camera.- A Multilevel Classification Approach for Chart Identification.- Building a wastewater network graph from inspection videos.- Intelligent Systems.- Mutual information based feature selection for fault diagnosis of induction motor.- FLGAN IDS Intrusion detection using GANs with Federated Learning.- ViTIP AI Powered Vietnamese Traditional Instrument Preservation System using 3D space.- Improved Key Player Identification Algorithm in Social Networks Using Parallel Splitting Method.- Diffusion Craft Framework for Generating Vietnamese Advertising Banners.- Natural Language Processing.- SBoC A Segment-based Bag of Clusters Approach for Document Clustering.- An enhanced solution for multilingual text to MIDI generation.- RACOS AI Routed Chat Voice Admission Consulting Support System.- Generating ERD and DDL Scripts from Vietnamese Natural Language Text by using a Multi Phase.- Topic Modelling and Sentiment Analysis of Visitor Experience at Historical Tourism Sites.