专题:Text and Document Classification Technologies

This cluster of papers focuses on the application of machine learning algorithms for multi-label text classification, with an emphasis on techniques such as feature selection, Naive Bayes classifier, K-nearest Neighbor (KNN), hierarchical classification, and support vector machines (SVM). The research covers various aspects of document categorization and information retrieval in the context of text mining and natural language processing.
最新文献
Impact of Label Noise from Large Language Models Generated Annotations on Evaluation of Diagnostic Model Performance

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Sentiment Analysis of Tweets on Afghan Women’s Rights Using Naive Bayes Classifier: A Data Mining Approach to Understanding Public Discourse

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Multimodal Feature Fusion Network With Text Difference Enhancement for Remote Sensing Change Detection

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Validate Your Authority: Benchmarking LLMs on Multi-Label Precedent Treatment Classification

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Online multi-label streaming feature selection by label semantic categorization considering label structure unevenness and local label interaction

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DetectAnyLLM: Towards Generalizable and Robust Detection of Machine-Generated Text Across Domains and Models

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Probability-Guided Contrastive Learning for Long-Tailed Domain Generalization

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Improving phishing email detection performance through deep learning with adaptive optimization

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Novel Logarithmic Distance and Similarity Measures for Hesitant Fuzzy Sets and Their Application in Groundwater Depletion Analysis

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Efficient AI-Generated Text Detection Based on Contrastively Enhanced Hybrid Features and Support Vector Machine

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近5年高被引文献
Natural language processing: state of the art, current trends and challenges

article Full Text OpenAlex 1564 FWCI288.21586347

A comprehensive survey of clustering algorithms: State-of-the-art machine learning applications, taxonomy, challenges, and future research prospects

article Full Text OpenAlex 787 FWCI153.31047629

From Prediction to Precision: Leveraging LLMs for Equitable and Data-Driven Writing Placement in Developmental Education

preprint Full Text OpenAlex 724 FWCI510.89298551

A Survey on Deep Semi-Supervised Learning

article Full Text OpenAlex 720 FWCI87.76838702

Improving Text Classification by Shrinkage in a Hierarchy of Classes

article Full Text OpenAlex 478 FWCI0

Graph Self-Supervised Learning: A Survey

article Full Text OpenAlex 470 FWCI87.91367031

PTR: Prompt Tuning with Rules for Text Classification

article Full Text OpenAlex 431 FWCI83.21449862

A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and Challenges

article Full Text OpenAlex 399 FWCI77.73213166

Large-scale multi-label learning with missing labels

article Full Text OpenAlex 368 FWCI0

A Survey on Data Augmentation for Text Classification

review Full Text OpenAlex 363 FWCI70.4875753