Minimum redundancy and maximum relevance for single and multi-document Arabic text summarization

Automatic text summarization aims to produce summaries for one or more texts using machine techniques. In this paper, we propose a novel statistical summarization system for Arabic texts. Our system uses a clustering algorithm and an adapted discriminant analysis method: mRMR (minimum redundancy and...

Full description

Bibliographic Details
Published in:	Journal of King Saud University: Computer and Information Sciences
Main Authors:	Houda Oufaida, Omar Nouali, Philippe Blache
Format:	Article
Language:	English
Published:	Springer 2014-12-01
Subjects:	Arabic text summarization Sentence extraction mRMR Minimum redundancy Maximum relevance
Online Access:	http://www.sciencedirect.com/science/article/pii/S1319157814000329

Similar Items

The Photovoltaic Output Prediction Based on Variational Mode Decomposition and Maximum Relevance Minimum Redundancy
by: Peidong Du, et al.
Published: (2019-09-01)

mRMR-Tri-ConcaveHull Detector for Floating Small Targets in Sea Clutter
by: Yanling Shi, et al.
Published: (2023-01-01)

Enhancing Laser-Induced Breakdown Spectroscopy Quantification Through Minimum Redundancy and Maximum Relevance-Based Feature Selection
by: Manping Wang, et al.
Published: (2025-01-01)

Deep Semantic Feature Reduction for Efficient Remote Sensing Image Retrieval
by: Rajesh Yelchuri, et al.
Published: (2023-01-01)

Lung Cancer Diagnosis System Based on Volatile Organic Compounds (VOCs) Profile Measured in Exhaled Breath
by: Ahmed Shaffie, et al.
Published: (2022-07-01)

A novel and innovative cancer classification framework through a consecutive utilization of hybrid feature selection
by: Rajul Mahto, et al.
Published: (2023-12-01)

Continuous Patient-Independent Estimation of Respiratory Rate and Blood Pressure Using Robust Spectro-Temporal Features Derived From Photoplethysmogram Only
by: Muhammad Ahmad Sultan, et al.
Published: (2024-01-01)

Covid-19 detection in chest X-ray through random forest classifier using a hybridization of deep CNN and DWT optimized features
by: Rafid Mostafiz, et al.
Published: (2022-06-01)

Intelligent Fault Diagnosis of Hydraulic Multi-Way Valve Using the Improved SECNN-GRU Method with mRMR Feature Selection
by: Hanlin Guan, et al.
Published: (2023-11-01)

Improved Relief Weight Feature Selection Algorithm Based on Relief and Mutual Information
by: Hongbin Wang, et al.
Published: (2021-05-01)

Automatic Classification of Particles in the Urine Sediment Test with the Developed Artificial Intelligence-Based Hybrid Model
by: Muhammed Yildirim, et al.
Published: (2023-03-01)

Fault Diagnosis Method for Rolling Bearings Based on Composite Multiscale Fluctuation Dispersion Entropy
by: Xiong Gan, et al.
Published: (2019-03-01)

Bearing Fault Diagnosis Using a Particle Swarm Optimization-Least Squares Wavelet Support Vector Machine Classifier
by: Mien Van, et al.
Published: (2020-06-01)

A Classification Feature Optimization Method for Remote Sensing Imagery Based on Fisher Score and mRMR
by: Chengzhe Lv, et al.
Published: (2022-09-01)

Feature Engineering and Model Optimization Based Classification Method for Network Intrusion Detection
by: Yujie Zhang, et al.
Published: (2023-08-01)

Feature Selection by mRMR Method for Heart Disease Diagnosis
by: Gaoshuai Wang, et al.
Published: (2022-01-01)

Identification of genetic markers for increasing agricultural productivity: An empirical study
by: SAYANTI GUHA MAJUMDAR, et al.
Published: (2019-10-01)

A Back Propagation Neural Network Model for Postharvest Blueberry Shelf-Life Prediction Based on Feature Selection and Dung Beetle Optimizer
by: Runze Zhang, et al.
Published: (2023-09-01)

Energy optimization for wireless sensor network using minimum redundancy maximum relevance feature selection and classification techniques
by: Muteeah Aljawarneh, et al.
Published: (2024-04-01)

Experiences with and Reflections on Text Summarization Tools
by: Shuha Liu
Published: (2009-12-01)

Multi-Document News Web Page Summarization Using Content Extraction and Lexical Chain Based Key Phrase Extraction
by: Chandrakala Arya, et al.
Published: (2023-04-01)

PM2.5 Concentration Prediction Based on Markov Blanke Feature Selection and Hybrid Kernel Support Vector Regression Optimized by Particle Swarm Optimization
by: Lian-Hua Zhang, et al.
Published: (2021-02-01)

En-MinWhale: An Ensemble Approach Based on MRMR and Whale Optimization for Cancer Diagnosis
by: Amrutanshu Panigrahi, et al.
Published: (2023-01-01)

Hyperspectral indices data fusion-based machine learning enhanced by MRMR algorithm for estimating maize chlorophyll content
by: Attila Nagy, et al.
Published: (2024-10-01)

Investigating Feature Selection Techniques to Enhance the Performance of EEG-Based Motor Imagery Tasks Classification
by: Md. Humaun Kabir, et al.
Published: (2023-04-01)

Classification model based on mRMR and factorization machines algorithm
by: Wangmei, et al.
Published: (2020-01-01)

Multi-Class Classifier in Parkinson’s Disease Using an Evolutionary Multi-Objective Optimization Algorithm
by: Ignacio Rojas-Valenzuela, et al.
Published: (2022-03-01)

Towards an Efficient Approach for Automatic Medical Document Summarization
by: Gayathri P., et al.
Published: (2015-11-01)

Automatic text summarization based on extractive-abstractive method
by: Md. Ahsan Habib, et al.
Published: (2023-05-01)

Cognitive Workload Detection of Air Traffic Controllers Based on mRMR and Fewer EEG Channels
by: Li Hui, et al.
Published: (2024-08-01)

Automatic Diagnosis of Epileptic Seizures in EEG Signals Using Fractal Dimension Features and Convolutional Autoencoder Method
by: Anis Malekzadeh, et al.
Published: (2021-12-01)

MetaBoot: a machine learning framework of taxonomical biomarker discovery for different microbial communities based on metagenomic data
by: Xiaojun Wang, et al.
Published: (2015-07-01)

Extractive summarization of Malayalam documents using latent Dirichlet allocation: An experience
by: Kondath Manju, et al.
Published: (2022-03-01)

The Role of Mutual Information Estimator Choice in Feature Selection: An Empirical Study on mRMR
by: Nikolaos Papaioannou, et al.
Published: (2025-08-01)

Identification of a New Lung Cancer Biomarker Signature Using Data Mining and Preliminary In Vitro Validation
by: Ferid Ben Ali, et al.
Published: (2025-06-01)

Research on seamount substrate classification method based on machine learning
by: DeXiang Huang, et al.
Published: (2024-08-01)

Automatic Life Detection Based on Efficient Features of Ground-Penetrating Rescue Radar Signals
by: Di Shi, et al.
Published: (2023-07-01)

The power of graphs in medicine: Introducing BioGraphSum for effective text summarization
by: Cengiz Hark
Published: (2024-06-01)

Comprehensive Document Summarization with Refined Self-Matching Mechanism
by: Biqing Zeng, et al.
Published: (2020-03-01)

A Framework for Generating Extractive Summary from Multiple Malayalam Documents
by: K. Manju, et al.
Published: (2021-01-01)