Web and Big Data [electronic resource] : 8th International Joint Conference, APWeb-WAIM 2024, Jinhua, China, August 30 - September 1, 2024, Proceedings, Part I / edited by Wenjie Zhang, Anthony Tung, Zhonglong Zheng, Zhengyi Yang, Xiaoyang Wang, Hongjie Guo.

Colaborador(es): Zhang, Wenjie [editor.] | Tung, Anthony [editor.] | Zheng, Zhonglong [editor.] | Yang, Zhengyi [editor.] | Wang, Xiaoyang [editor.] | Guo, Hongjie [editor.] | SpringerLink (Online service)Tipo de material: TextoTextoSeries Lecture Notes in Computer Science ; 14961Editor: Singapore : Springer Nature Singapore : Imprint: Springer, 2024Edición: 1st ed. 2024Descripción: XVIII, 497 p. 153 illus., 140 illus. in color. online resourceTipo de contenido: text Tipo de medio: computer Tipo de portador: online resourceISBN: 9789819772322Tema(s): Big data | Data structures (Computer science) | Information theory | Application software | Image processing -- Digital techniques | Computer vision | Data mining | Big Data | Data Structures and Information Theory | Computer and Information Systems Applications | Computer Imaging, Vision, Pattern Recognition and Graphics | Data Mining and Knowledge DiscoveryFormatos físicos adicionales: Printed edition:: Sin título; Printed edition:: Sin títuloClasificación CDD: 005.7 Clasificación LoC:QA76.9.B45Recursos en línea: Libro electrónicoTexto
Contenidos:
-- Natural language processing. -- A Boundary Feature enhanced Span-based Nested Named Entity Recognition Method. -- Enhancing NER with Sentence-Level Entity Detection as an simple Auxiliary Task. -- CeER: A Nested Name Entity Recognition Model Incorporating Gaze Feature. -- External Knowledge Enhancing Meta-Learning Framework for Few-shot Text Classification via Contrastive Learning and Adversarial Network. -- Filter-GLAT: Filter Glanced Decoder Output for Non-autoregressive Transformer. -- Joint Semantic Relation Extraction for Multiple Entity Packets. -- RSET: Remapping-based Sorting Method for Emotion Transfer Speech Synthesis. -- Explicit Relation-Enhanced AMR for Document-Level Event Argument Extraction with Global-Local Attention. -- Parallel Program Generation for Hybrid Tabular-Textual Question Answering. -- CGSL: Collaborative Graph and Segment Learning Based Aspect-level Sentiment Analysis Model. -- SE-GCN: A Syntactic Information Enhanced Model for Aspect-based Sentiment Analysis. -- Generative AI and LLM. -- Similarity Retrieval and Medical Cross-modal Attention based Medical Report Generation. -- Answering Spatial Commonsense Questions based on Chain-of-Thought Reasoning with Adaptive Complexity. -- LLM-Based Empathetic Response through Psychologist-Agent Debate. -- UFI4ER: An Utterance-Level Feature Dynamic Interaction Model for Cognition-Enhanced Empathetic Response Generation. -- Enhancing Continual Relation Extraction with Concept Aware Dynamic Memory Optimization. -- Knowledge-Enhanced Context Representation for Unbiased Scene Graph Generation. -- Modal Complementarity based on Multimodal Large Language Model for Text-based Person Retrieval. -- Bridging the Information Gap Between Domain-Specific Model and General LLM for Personalized Recommendation. -- Watch Your Words: Successfully Jailbreak LLM by Mitigating the "Prompt Malice". -- Generating Adversarial Texts by the Universal Tail Word Addition Attack. -- Smaller Can Be Better: Efficient Data Selection for Pre-training Models. -- How to Enhance Low-Resource Knowledge Tracing Tasks? A Pre-training and Gradient Adjusting Fine-tuning Framework. -- Computer Vision. -- A Learned Image Compression Method for Electricity Tower Monitoring Based on the Transformer-CNN-Based Network. -- A Lightweight OCT Image Classification Model with Low Configuration and High Efficiency. -- An Enhanced MobileNet with Multi-Scale Aggregation for DR Classification. -- GIPUT: Maximizing Photo Coverage Efficiency for UAV Trajectory. -- LPLA:The Adversarial Attack against License Plate Recognition Systems. -- PW-CM: A Medical Image Segmentation Based on Consistency Model by Using Patches and Wavelet Transforms. -- WS-GCA: A Synergistic Framework for Precise Semantic Segmentation with Comprehensive Supervision. -- YOLO-VanNet: An improved YOLOv5 method for PCB surface defect detection. -- Long video scoring method fusing high-precision pose and spatio-temporal attention modules. -- Recommender System. -- Filter-enhanced Multi-interest Network for Sequential Recommendation.
En: Springer Nature eBookResumen: The five-volume set LNCS 14961, 14962, 14963, 14964 and 14965 constitutes the refereed proceedings of the 8th International Joint Conference on Web and Big Data, APWeb-WAIM 2024, held in Jinhua, China, during August 30-September 1, 2024. The 171 full papers presented in these proceedings were carefully reviewed and selected from 558 submissions. The papers are organized in the following topical sections: Part I: Natural language processing, Generative AI and LLM, Computer Vision and Recommender System. Part II: Recommender System, Knowledge Graph and Spatial and Temporal Data. Part III: Spatial and Temporal Data, Graph Neural Network, Graph Mining and Database System and Query Optimization. Part IV: Database System and Query Optimization, Federated and Privacy-Preserving Learning, Network, Blockchain and Edge computing, Anomaly Detection and Security Part V: Anomaly Detection and Security, Information Retrieval, Machine Learning, Demonstration Paper and Industry Paper.
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-- Natural language processing. -- A Boundary Feature enhanced Span-based Nested Named Entity Recognition Method. -- Enhancing NER with Sentence-Level Entity Detection as an simple Auxiliary Task. -- CeER: A Nested Name Entity Recognition Model Incorporating Gaze Feature. -- External Knowledge Enhancing Meta-Learning Framework for Few-shot Text Classification via Contrastive Learning and Adversarial Network. -- Filter-GLAT: Filter Glanced Decoder Output for Non-autoregressive Transformer. -- Joint Semantic Relation Extraction for Multiple Entity Packets. -- RSET: Remapping-based Sorting Method for Emotion Transfer Speech Synthesis. -- Explicit Relation-Enhanced AMR for Document-Level Event Argument Extraction with Global-Local Attention. -- Parallel Program Generation for Hybrid Tabular-Textual Question Answering. -- CGSL: Collaborative Graph and Segment Learning Based Aspect-level Sentiment Analysis Model. -- SE-GCN: A Syntactic Information Enhanced Model for Aspect-based Sentiment Analysis. -- Generative AI and LLM. -- Similarity Retrieval and Medical Cross-modal Attention based Medical Report Generation. -- Answering Spatial Commonsense Questions based on Chain-of-Thought Reasoning with Adaptive Complexity. -- LLM-Based Empathetic Response through Psychologist-Agent Debate. -- UFI4ER: An Utterance-Level Feature Dynamic Interaction Model for Cognition-Enhanced Empathetic Response Generation. -- Enhancing Continual Relation Extraction with Concept Aware Dynamic Memory Optimization. -- Knowledge-Enhanced Context Representation for Unbiased Scene Graph Generation. -- Modal Complementarity based on Multimodal Large Language Model for Text-based Person Retrieval. -- Bridging the Information Gap Between Domain-Specific Model and General LLM for Personalized Recommendation. -- Watch Your Words: Successfully Jailbreak LLM by Mitigating the "Prompt Malice". -- Generating Adversarial Texts by the Universal Tail Word Addition Attack. -- Smaller Can Be Better: Efficient Data Selection for Pre-training Models. -- How to Enhance Low-Resource Knowledge Tracing Tasks? A Pre-training and Gradient Adjusting Fine-tuning Framework. -- Computer Vision. -- A Learned Image Compression Method for Electricity Tower Monitoring Based on the Transformer-CNN-Based Network. -- A Lightweight OCT Image Classification Model with Low Configuration and High Efficiency. -- An Enhanced MobileNet with Multi-Scale Aggregation for DR Classification. -- GIPUT: Maximizing Photo Coverage Efficiency for UAV Trajectory. -- LPLA:The Adversarial Attack against License Plate Recognition Systems. -- PW-CM: A Medical Image Segmentation Based on Consistency Model by Using Patches and Wavelet Transforms. -- WS-GCA: A Synergistic Framework for Precise Semantic Segmentation with Comprehensive Supervision. -- YOLO-VanNet: An improved YOLOv5 method for PCB surface defect detection. -- Long video scoring method fusing high-precision pose and spatio-temporal attention modules. -- Recommender System. -- Filter-enhanced Multi-interest Network for Sequential Recommendation.

The five-volume set LNCS 14961, 14962, 14963, 14964 and 14965 constitutes the refereed proceedings of the 8th International Joint Conference on Web and Big Data, APWeb-WAIM 2024, held in Jinhua, China, during August 30-September 1, 2024. The 171 full papers presented in these proceedings were carefully reviewed and selected from 558 submissions. The papers are organized in the following topical sections: Part I: Natural language processing, Generative AI and LLM, Computer Vision and Recommender System. Part II: Recommender System, Knowledge Graph and Spatial and Temporal Data. Part III: Spatial and Temporal Data, Graph Neural Network, Graph Mining and Database System and Query Optimization. Part IV: Database System and Query Optimization, Federated and Privacy-Preserving Learning, Network, Blockchain and Edge computing, Anomaly Detection and Security Part V: Anomaly Detection and Security, Information Retrieval, Machine Learning, Demonstration Paper and Industry Paper.

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