Multilingual text analysis: challenges, models, and approaches
Gespeichert in:
| Weitere Verfasser: | , |
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| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New Jersey ; London ; Singapore ; Beijing ; Shanghai ; Hong Kong ; Taipei ; Chennai ; Tokyo
World Scientific
[2019]
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | x, 489 Seiten Illustrationen, Diagramme, Porträts |
| ISBN: | 9789813274877 |
Internformat
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| 245 | 1 | 0 | |a Multilingual text analysis |b challenges, models, and approaches |c editors Marina Litvak, Natalia Vanetik, Shamoon College of Engineering, Israel |
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| 505 | 8 | |a Multilingual text analysis : history, tasks and challenges -- Using a polytope model for unsupervised document summarization -- Approach for unsupervised multilingual document summarization -- Rich feature spaces and regression models in single-document extractive summarization -- Hierarchical topic model and summarization -- A survey of neural models for abstractive summarization -- Heads : headline generation as a sequence prediction using an abstract feature-rich space -- Crowdsourcing in single-document summary -- Multilingual summarization and evaluation using Wikipedia featured articles -- Are better summaries also easier to understand? : analyzing text complexity -- In automatic summarization -- Twitter event detection, analysis, and summarization -- Linguistic bias in crowdsourced biographies : a cross-lingual examination -- Multilingual financial narrative processing : analysis annual reports in -- English, Spanish, and Portugese | |
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Datensatz im Suchindex
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Contents Acknowledgment v vii Preface 1. Multilingual Text Analysis: History. Tasks, and Challenges 1 Natalia Vanetik and Marina Litvak 2. Using a Polytope Model for Unsupervised Document Summarization 31 Natalia Vanetik and Marina Litvak 3. MDL Approach for Unsupervised Multilingual Document Summarization 81 Natalia Vanetik and Marina Litvak 4. Rich Feature Spaces and Regression Models in Single-Document Extractive Summarization 119 Alexander Dlikman, Marina, Litvak, and Mark Last 5. Hierarchical Topic Model and Summarization 155 Lei Li and Yazhao Zhang 6. A Survey of Neural Models for Abstractive Summarization Tai Baumel and Michael Elhadad ix 175
Contents X 7. Headline Generation as a Sequence Prediction with Conditional Random Fields 201 Carlos A. Colmenares, Marina Litvak, Amin Mantrach, Fabrizio Silvestri, and Horacio Rodriguez 8. Crowdsourcing in Single-document Summary Evaluation: The Argo Way 245 Nikiforos Pittaras. Stefano Montanelli, George Giannakopoulos, Alfio Ferrara, and Vangelis Karkaletsis 9. Multilingual Summarization and Evaluation Using Wikipedia Featured Articles 281 John M. Conroy, Jeff Kubina, Peter A. Rankel, and Julia S. Yang 10. Are Better Summaries Also Easier to Understand? Analyzing Text Complexity in Automatic Summarization 337 Elena Lloret. Tatiana Vodolazova, Paloma Moreda, Rafael Munoz, and Manuel Palomar 11. Twitter Event Detection, Analysis, and Summarization 371 Natalia Vanetik, Marina Litvak, Efi Levi, and Andrey Vashchenko 12. Linguistic Bias in Crowdsourced Biographies: A Cross-lingual Examination 411 Jahna Otterbacher, Ioannis Katakis, and Pantelis Agathangelou 13. Multilingual Financial Narrative Processing: Analyzing Annual Reports in English, Spanish, and Portuguese 441 Mahmoud El-Haj, Paul Rayson, Paulo Alves, Carlos Herrero-Zorita, and Steven Young List of Abbreviations 465 List of Contributors 471 Index 487 |
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| contents | Multilingual text analysis : history, tasks and challenges -- Using a polytope model for unsupervised document summarization -- Approach for unsupervised multilingual document summarization -- Rich feature spaces and regression models in single-document extractive summarization -- Hierarchical topic model and summarization -- A survey of neural models for abstractive summarization -- Heads : headline generation as a sequence prediction using an abstract feature-rich space -- Crowdsourcing in single-document summary -- Multilingual summarization and evaluation using Wikipedia featured articles -- Are better summaries also easier to understand? : analyzing text complexity -- In automatic summarization -- Twitter event detection, analysis, and summarization -- Linguistic bias in crowdsourced biographies : a cross-lingual examination -- Multilingual financial narrative processing : analysis annual reports in -- English, Spanish, and Portugese |
| ctrlnum | (OCoLC)1128841115 (DE-599)BVBBV046173895 |
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| spelling | Multilingual text analysis challenges, models, and approaches editors Marina Litvak, Natalia Vanetik, Shamoon College of Engineering, Israel New Jersey ; London ; Singapore ; Beijing ; Shanghai ; Hong Kong ; Taipei ; Chennai ; Tokyo World Scientific [2019] © 2019 x, 489 Seiten Illustrationen, Diagramme, Porträts txt rdacontent n rdamedia nc rdacarrier Multilingual text analysis : history, tasks and challenges -- Using a polytope model for unsupervised document summarization -- Approach for unsupervised multilingual document summarization -- Rich feature spaces and regression models in single-document extractive summarization -- Hierarchical topic model and summarization -- A survey of neural models for abstractive summarization -- Heads : headline generation as a sequence prediction using an abstract feature-rich space -- Crowdsourcing in single-document summary -- Multilingual summarization and evaluation using Wikipedia featured articles -- Are better summaries also easier to understand? : analyzing text complexity -- In automatic summarization -- Twitter event detection, analysis, and summarization -- Linguistic bias in crowdsourced biographies : a cross-lingual examination -- Multilingual financial narrative processing : analysis annual reports in -- English, Spanish, and Portugese Mehrsprachigkeit (DE-588)4038403-2 gnd rswk-swf Textanalyse (DE-588)4194196-2 gnd rswk-swf Computerlinguistik (DE-588)4035843-4 gnd rswk-swf Critical discourse analysis Discourse analysis Written communication Content analysis (Communication) / Data processing Applied linguistics / Methodology (DE-588)4143413-4 Aufsatzsammlung gnd-content Computerlinguistik (DE-588)4035843-4 s Textanalyse (DE-588)4194196-2 s Mehrsprachigkeit (DE-588)4038403-2 s DE-604 Liṭvaḳ, Marinah (DE-588)1187669962 edt Vanetik, Natalia (DE-588)1187669512 edt Digitalisierung UB Passau - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031553586&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Multilingual text analysis challenges, models, and approaches Multilingual text analysis : history, tasks and challenges -- Using a polytope model for unsupervised document summarization -- Approach for unsupervised multilingual document summarization -- Rich feature spaces and regression models in single-document extractive summarization -- Hierarchical topic model and summarization -- A survey of neural models for abstractive summarization -- Heads : headline generation as a sequence prediction using an abstract feature-rich space -- Crowdsourcing in single-document summary -- Multilingual summarization and evaluation using Wikipedia featured articles -- Are better summaries also easier to understand? : analyzing text complexity -- In automatic summarization -- Twitter event detection, analysis, and summarization -- Linguistic bias in crowdsourced biographies : a cross-lingual examination -- Multilingual financial narrative processing : analysis annual reports in -- English, Spanish, and Portugese Mehrsprachigkeit (DE-588)4038403-2 gnd Textanalyse (DE-588)4194196-2 gnd Computerlinguistik (DE-588)4035843-4 gnd |
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| title | Multilingual text analysis challenges, models, and approaches |
| title_auth | Multilingual text analysis challenges, models, and approaches |
| title_exact_search | Multilingual text analysis challenges, models, and approaches |
| title_full | Multilingual text analysis challenges, models, and approaches editors Marina Litvak, Natalia Vanetik, Shamoon College of Engineering, Israel |
| title_fullStr | Multilingual text analysis challenges, models, and approaches editors Marina Litvak, Natalia Vanetik, Shamoon College of Engineering, Israel |
| title_full_unstemmed | Multilingual text analysis challenges, models, and approaches editors Marina Litvak, Natalia Vanetik, Shamoon College of Engineering, Israel |
| title_short | Multilingual text analysis |
| title_sort | multilingual text analysis challenges models and approaches |
| title_sub | challenges, models, and approaches |
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