Intelligent Natural Language Processing: Trends and Applications

✍ Scribed by Khaled Shaalan,Aboul Ella Hassanien,Fahmy Tolba (eds.)

• Publisher: Springer International Publishing
• Year: 2018
• Tongue: English
• Leaves: 763
• Series: Studies in Computational Intelligence 740
• Edition: 1
• Category: Library

✦ Synopsis

This book brings together scientists, researchers, practitioners, and students from academia and industry to present recent and ongoing research activities concerning the latest advances, techniques, and applications of natural language processing systems, and to promote the exchange of new ideas and lessons learned.

Taken together, the chapters of this book provide a collection of high-quality research works that address broad challenges in both theoretical and applied aspects of intelligent natural language processing. The book presents the state-of-the-art in research on natural language processing, computational linguistics, applied Arabic linguistics and related areas.

New trends in natural language processing systems are rapidly emerging – and finding application in various domains including education, travel and tourism, and healthcare, among others. Many issues encountered during the development of these applications can be resolved by incorporating language

technology solutions.

The topics covered by the book include: Character and Speech Recognition; Morphological, Syntactic, and Semantic Processing; Information Extraction; Information Retrieval and Question Answering; Text Classification and Text Mining; Text Summarization; Sentiment Analysis; Machine Translation Building and Evaluating Linguistic Resources; and Intelligent Language Tutoring Systems.

✦ Table of Contents

Front Matter ....Pages i-x
Front Matter ....Pages 1-1
Using Deep Neural Networks for Extracting Sentiment Targets in Arabic Tweets (Ayman El-Kilany, Amr Azzam, Samhaa R. El-Beltagy)....Pages 3-15
Evaluation and Enrichment of Arabic Sentiment Analysis (Sanjeera Siddiqui, Azza Abdel Monem, Khaled Shaalan)....Pages 17-34
Hotel Arabic-Reviews Dataset Construction for Sentiment Analysis Applications (Ashraf Elnagar, Yasmin S. Khalifa, Anas Einea)....Pages 35-52
Using Twitter to Monitor Political Sentiment for Arabic Slang (Amal Mahmoud, Tarek Elghazaly)....Pages 53-66
Estimating Time to Event of Future Events Based on Linguistic Cues on Twitter (Ali Hürriyetoǧlu, Nelleke Oostdijk, Antal van den Bosch)....Pages 67-97
Front Matter ....Pages 99-99
Automatic Machine Translation for Arabic Tweets (Fatma Mallek, Ngoc Tan Le, Fatiha Sadat)....Pages 101-119
Developing a Transfer-Based System for Arabic Dialects Translation (Salwa Hamada, Reham M. Marzouk)....Pages 121-138
The Key Challenges for Arabic Machine Translation (Manar Alkhatib, Khaled Shaalan)....Pages 139-156
Front Matter ....Pages 157-157
Graph-Based Keyword Extraction (Omar Alqaryouti, Hassan Khwileh, Tarek Farouk, Ahmed Nabhan, Khaled Shaalan)....Pages 159-172
CasANER: Arabic Named Entity Recognition Tool (Fatma Ben Mesmia, Kais Haddar, Nathalie Friburger, Denis Maurel)....Pages 173-198
Semantic Relations Extraction and Ontology Learning from Arabic Texts—A Survey (Aya M. Al-Zoghby, Aya Elshiwi, Ahmed Atwan)....Pages 199-225
Front Matter ....Pages 227-227
A New Semantic Distance Measure for the VSM-Based Information Retrieval Systems (Aya M. Al-Zoghby)....Pages 229-250
An Empirical Study of Documents Information Retrieval Using DWT (Mohamed Yehia Dahab, Mahmoud Kamel, Sara Alnofaie)....Pages 251-264
A Review of the State of the Art in Hindi Question Answering Systems (Santosh Kumar Ray, Amir Ahmad, Khaled Shaalan)....Pages 265-292
Front Matter ....Pages 293-293
Machine Learning Implementations in Arabic Text Classification (Mohammed Elarnaoty, Ali Farghaly)....Pages 295-324
Authorship and Time Attribution of Arabic Texts Using JGAAP (Patrick Juola, Jiří Milička, Petr Zemánek)....Pages 325-349
Automatic Text Classification Using Neural Network and Statistical Approaches (Tarek ElGhazaly)....Pages 351-369
Front Matter ....Pages 371-371
Using Text Mining Techniques for Extracting Information from Research Articles (Said A. Salloum, Mostafa Al-Emran, Azza Abdel Monem, Khaled Shaalan)....Pages 373-397
Text Mining and Analytics: A Case Study from News Channels Posts on Facebook (Chaker Mhamdi, Mostafa Al-Emran, Said A. Salloum)....Pages 399-415
A Survey of Arabic Text Mining (Said A. Salloum, Ahmad Qasim AlHamad, Mostafa Al-Emran, Khaled Shaalan)....Pages 417-431
Front Matter ....Pages 433-433
TALAA-ATSF: A Global Operation-Based Arabic Text Summarization Framework (Riadh Belkebir, Ahmed Guessoum)....Pages 435-459
Multi-document Summarizer (Hazem Bakkar, Asma Al-Hamad, Mohammed Bakar)....Pages 461-478
Front Matter ....Pages 479-479
Features Extraction and On-line Recognition of Isolated Arabic Characters (Benbakreti Samir, Boukelif Aoued)....Pages 481-500
A Call Center Agent Productivity Modeling Using Discriminative Approaches (Abdelrahman Ahmed, Yasser Hifny, Sergio Toral, Khaled Shaalan)....Pages 501-520
Front Matter ....Pages 521-521
Alserag: An Automatic Diacritization System for Arabic (Sameh Alansary)....Pages 523-543
Learning Context-Integration in a Dependency Parser for Natural Language (Amr Rekaby Salama, Wolfgang Menzel)....Pages 545-569
Fast, Accurate, Multilingual Semantic Relatedness Measurement Using Wikipedia Links (Dante Degl’Innocenti, Dario De Nart, M. Helmy, C. Tasso)....Pages 571-584
A Survey and Comparative Study of Arabic NLP Architectures (Younes Jaafar, Karim Bouzoubaa)....Pages 585-610
Front Matter ....Pages 611-611
Arabic Corpus Linguistics: Major Progress, but Still a Long Way to Go (Imad Zeroual, Abdelhak Lakhouaja)....Pages 613-636
An Evaluation of the Morphological Analysis of Egyptian Arabic TreeBank (Reham Marzouk, Seham El Kareh)....Pages 637-658
Building and Exploiting Domain-Specific Comparable Corpora for Statistical Machine Translation (Rahma Sellami, Fatiha Sadat, Lamia Hadrich Beluith)....Pages 659-676
A Cross-Cultural Corpus Study of the Use of Hedging Markers and Dogmatism in Postgraduate Writing of Native and Non-native Speakers of English (Rawy A. Thabet)....Pages 677-710
Front Matter ....Pages 711-711
Intelligent Text Processing to Help Readers with Autism (Constantin Orăsan, Richard Evans, Ruslan Mitkov)....Pages 713-740
Education and Knowledge Based Augmented Reality (AR) (Salwa Hamada)....Pages 741-759
A Tutorial on Information Retrieval Using Query Expansion (Mohamed Yehia Dahab, Sara Alnofaie, Mahmoud Kamel)....Pages 761-776

✦ Subjects

Computational Intelligence