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Expert Systems With Applications, ISSN 0957-4174, 02/2017, Volume 68, pp. 93 - 105
•Unsupervised extractive summarization of emails using a deep auto-encoder with excellent performance.•Ensemble Noisy Auto-Encoder runs noisy inputs through... 
Query-oriented Summarization | Ensemble Noisy Auto-Encoder | Extractive Summarization | Deep Learning | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | NEURAL-NETWORKS | ALGORITHM | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 10/2013, Volume 40, Issue 14, pp. 5755 - 5764
•We perform an assessment in 15 summarization methods.•We use 3 different data sets to evaluate all summarization method.•We point some ways about: how can... 
Extractive summarization | Sentence scoring methods | Summarization evaluation | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Coherence | News | Texts | Sentences | Scoring | Internet | Assessments | Expert systems
Journal Article
Neurocomputing, ISSN 0925-2312, 04/2018, Volume 284, pp. 52 - 62
We present a novel extractive document summarization approach based on a Deep Q-Network (DQN), which can model salience and redundancy of sentences in the... 
DQN | Extractive summarization | Hierarchical architecture | Rouge metric | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 04/2017, Volume 72, pp. 189 - 195
•A principled word-sentence co-ranking model called CoRank is proposed.•The convergence of CoRank with matrix notation is proved.•A redundancy elimination... 
Automatic summarization | Pagerank | Extractive summary | Sentence scoring | Unsupervised learning | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article
Information Processing and Management, ISSN 0306-4573, 09/2019, Volume 56, Issue 5, pp. 1794 - 1814
Journal Article
Physica A: Statistical Mechanics and its Applications, ISSN 0378-4371, 07/2017, Volume 477, pp. 174 - 186
Today, World Wide Web has brought us enormous quantity of on-line information. As a result, extracting relevant information from massive data has become a... 
Cat swarm optimization | Extractive summary | Multi document summarization | Generic summarizer | GENETIC ALGORITHMS | SINGLE | MODELS | PHYSICS, MULTIDISCIPLINARY | MAXIMUM COVERAGE | IDENTIFICATION | DIFFERENTIAL EVOLUTION | Mathematical optimization | Analysis | Computer science | Algorithms
Journal Article
Evolving Systems, ISSN 1868-6478, 9/2019, Volume 10, Issue 3, pp. 409 - 424
Summary is the meaningful concise version of a text document. Generally existing statistical, knowledge based and discourse based extractive summarization... 
Engineering | Artificial Intelligence | Complex Systems | Semigraph | Extractive summarization | Graph model | Summarization | Complexity
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 07/2017, Volume 78, pp. 124 - 134
•Research about some aspect-based opinion summarization methods.•A new content selection strategy to produce extractive summaries is proposed.•A novel NLG... 
Extractive and abstractive summarization | Opinion summarization | Aspect-based approach | TASKS | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Language processing | Computational linguistics | Methods | Natural language interfaces
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 10/2014, Volume 41, Issue 13, pp. 5780 - 5787
•The paper proposes a multi-document summarization system that uses statistical and linguistic.•We create a new sentence clustering algorithm to deal with the... 
Extractive summarization | Multi-document summarization | Sentence clustering | GRAPH | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | COVERAGE | MODEL | RANKING | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Statistics | Algorithms | Analogies | Linguistics | Texts | Sentences | Internet | Expert systems
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 05/2009, Volume 36, Issue 4, pp. 7764 - 7772
The technology of automatic document summarization is maturing and may provide a solution to the information overload problem. Nowadays, document summarization... 
Text mining | Evolution algorithm | Sentence extractive technique | Similarity measure | Summarization | Sentence clustering | SYSTEM | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | DOCUMENT | DIFFERENTIAL EVOLUTION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Data mining | Methods | Algorithms
Journal Article
ACM Transactions on Information Systems (TOIS), ISSN 1046-8188, 10/2018, Volume 36, Issue 4, pp. 1 - 32
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 07/2014, Volume 41, Issue 9, pp. 4158 - 4169
•A new method for extractive single-document summarization is proposed.•The new method is based on genetic operators and guided local search.•Fitness function... 
Memetic algorithm | Single document | Extractive summarization | Guided local search | MEMETIC ALGORITHMS | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Genetic research | Support vector machines | Operators | State of the art | Algorithms | Searching | Genetics | Strategy | Expert systems
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 09/2019, Volume 129, pp. 200 - 215
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 12/2016, Volume 65, pp. 68 - 86
•We investigate eighteen shallow sentence scoring techniques and ensemble strategies.•Experiments were performed in several datasets for single- and... 
Automatic text summarization | Extractive-based approaches | Sentence scoring techniques | Multi-document summarization | Single-document summarization | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | FEATURES | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article