Description |
1 online resource (xxii, 500 pages) : illustrations |
Series |
Lecture notes in computer science, 0302-9743 ; 10260 |
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LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI |
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Lecture notes in computer science ; 10260. 0302-9743
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LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
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Contents |
Intro -- Preface -- Organization -- Invited Papers -- Linguistic Musicology -- Using Machine Reading to Aid Cancer Understanding and Treatment -- Contents -- Feature Engineering -- Fine-Grained Opinion Mining from Mobile App Reviews with Word Embedding Features -- 1 Introduction -- 2 Related Work -- 3 Baseline Model -- 4 Word Embedding Model -- 4.1 Synonym Expansion -- 4.2 Clustering -- 5 Experiments and Results -- 5.1 Data -- 5.2 Experimental Setup -- 5.3 Evaluation Results -- 6 Conclusion -- References |
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Feature Selection Using Multi-objective Optimization for Aspect Based Sentiment Analysis -- 1 Introduction -- 2 Method -- 2.1 Brief Overview of MOO -- 2.2 Non-dominated Sorting Genetic Algorithm-II (NSGA-II) -- 2.3 Problem Formulation -- 2.4 Problem Encoding -- 2.5 Fitness Computation -- 2.6 Features -- 3 Experiments and Analysis -- 3.1 Datasets -- 3.2 Results and Analysis -- 3.3 Comparisons -- 3.4 Feature Selection: Analysis -- 4 Error Analysis -- 4.1 OTE -- 4.2 Sentiment Classification -- 5 Conclusion -- References |
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Feature Selection and Class-Weight Tuning Using Genetic Algorithm for Bio-molecular Event Extraction -- 1 Introduction -- 2 Major Steps for Event Extraction -- 2.1 Event Trigger Extraction -- 2.2 Argument Extraction by Edge Detection -- 3 Features -- 4 Experimental Results and Analysis -- 4.1 Comparison with Existing Systems -- 5 Conclusion -- References -- Automated Lexicon and Feature Construction Using Word Embedding and Clustering for Classification of ASD Diagnoses Using EHR -- Abstract -- 1 Introduction -- 2 Manual and Automated Creation of Lexicons as Features |
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3 ASD Case Status Classification -- 4 Conclusion -- Acknowledgements -- References -- Multi-objective Optimisation-Based Feature Selection for Multi-label Classification -- 1 Introduction -- 2 Multiobjective Feature Subset Selection -- 3 Experimental Setup -- 4 Results -- 5 Conclusion -- References -- Information Extraction -- WikiTrends: Unstructured Wikipedia-Based Text Analytics Framework -- 1 Introduction -- 2 Related Work -- 3 The WikiTrends Framework -- 3.1 WikiTrends Parser -- 3.2 WikiTrends Extractors -- 3.3 WikiTrends Analysis Layer -- 4 Evaluation -- 4.1 Test Set |
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4.2 Gender Extractor Evaluation -- 4.3 Location Extractor Evaluation -- 4.4 Time Extractor Evaluation -- 5 Conclusion and Future Work -- References -- An Improved PLDA Model for Short Text -- 1 Introduction -- 2 Related Works -- 3 Model and Algorithms -- 3.1 Notation -- 3.2 ST-PLDA Model -- 3.3 Model Inference -- 3.4 Classification -- 4 Experiment Analysis -- 4.1 Data Sets -- 4.2 Classification Performance -- 4.3 Evaluation of Topics -- 4.4 Sensitivity Analysis -- 5 Conclusions -- References -- Mining Incoherent Requirements in Technical Specifications -- 1 Motivations and Objectives |
Summary |
This book constitutes the refereed proceedings of the 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, held in Liège, Belgium, in June 2017. The 22 full papers, 19 short papers, and 16 poster papers presented were carefully reviewed and selected from 125 submissions. The papers are organized in the following topical sections: feature engineering; information extraction; information extraction from resource-scarce languages; natural language processing applications; neural language models and applications; opinion mining and sentiment analysis; question answering systems and applications; semantics-based models and applications; and text summarization |
Notes |
International conference proceedings |
Bibliography |
Includes bibliographical references and author index |
Notes |
Online resource; title from PDF title page (SpringerLink, viewed June 16, 2017) |
Subject |
Natural language processing (Computer science) -- Congresses
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Artificial intelligence.
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Natural language & machine translation.
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Society & social sciences.
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Information retrieval.
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Mathematical theory of computation.
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Computers -- Intelligence (AI) & Semantics.
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Computers -- Speech & Audio Processing.
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Computers -- Data Processing.
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Computers -- Information Technology.
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Mathematics -- Logic.
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Natural language processing (Computer science)
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Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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Form |
Electronic book
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Author |
Frasincar, Flavius, editor
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Ittoo, Ashwin, editor
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Nguyen, Le Minh, Associate Professor, editor.
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Métais, Elisabeth, editor.
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ISBN |
9783319595696 |
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3319595695 |
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3319595687 |
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9783319595689 |
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