Learning from Summaries: Supporting e-Learning Activities by Means of Document Summarization

IEEE Transactions on Emerging Topics in Computing

Volumn 4, Issue 3, 2016, Pages 416-428

  Baralis, Elena ^a   Cagliero, Luca ^a  

^a POLITECNICO DI TORINO   (Italy)

Author keywords

document summarization; e Learning

Indexed keywords

BENCHMARKING; E-LEARNING;

AUTOMATICALLY GENERATED; COLLECTIVE LEARNING; COMPUTER SCIENCE COURSE; DOCUMENT COLLECTION; DOCUMENT SUMMARIZATION; E-LEARNING PLATFORMS; SUMMARIZATION SYSTEMS; TECHNICAL UNIVERSITIES;

TEACHING;

EID: 84986559286     PISSN: None     EISSN: 21686750     Source Type: Journal    
DOI: 10.1109/TETC.2015.2493338     Document Type: Conference Paper

References (35)

1. J. L. Moore, C. Dickson-Deane, and K. Galyen, "E-learning, online learning, and distance learning environments: Are they the same" Internet Higher Edu., vol. 14, no. 2, pp. 129-135, Mar. 2011.
2. M. Hossain, M. Masud, A. A. Alelaiwi, and A. Alghamdhi, "ACO-based media content adaptation for E-learning environments,"in Proc. IEEE Int. Conf. Comput. Intell. Virtual Environ. Meas. Syst. Appl., May 2014, pp. 118-123.
3. A. I. S. Al Zoubib and M. Z. Jali, "An integrated success adoption model for examining E-learning among adult workers in Jordan,"in Proc. Int. Conf. Comput. Inf. Sci. (ICCOINS), Jun. 2014, pp. 1-4.
4. M.-B. Ibanez, A. Di-Serio, and C. Delgado-Kloos, "Gamification for engaging computer science students in learning activities: A case study,"IEEE Trans. Learn. Technol., vol. 7, no. 3, pp. 291-301, Jul. /Sep. 2014.
5. P.-N. Tan, M. Steinbach, and V. Kumar, Introduction to Data Mining, 1st ed. Boston, MA, USA: Addison-Wesley, 2005.
6. L. Li, K. Zhou, G.-R. Xue, H. Zha, and Y. Yu, "Enhancing diversity, coverage and balance for summarization through structure learning,"in Proc. 18th Int. Conf. WorldWideWeb (WWW), New York, NY, USA, 2009, pp. 71-80.
7. D. Wang, S. Zhu, T. Li, Y. Chi, and Y. Gong, "Integrating document clustering and multidocument summarization,"ACM Trans. Knowl. Discovery Data, vol. 5, no. 3, pp. 14:1-14:26, Aug. 2011.
8. K. S. Thakkar, R. V. Dharaskar, and M. B. Chandak, "Graph-based algorithms for text summarization,"in Proc. 3rd Int. Conf. Emerg. Trends Eng. Technol. (ICETET), Nov. 2010, pp. 516-519.
9. E. Baralis, L. Cagliero, A. Fiori, and S. Jabeen, "Multi-document summarization exploiting frequent itemsets,"in Proc. ACM Symp. Appl. Comput. (SAC), 2012, pp. 782-786.
10. M. Pourvali and M. S. Abadeh, "Automated text summarization base on lexicales chain and graph using of WordNet and Wikipedia knowledge base,"Int. J. Comput. Sci., vol. 9, nos. 1-3, pp. 343-349, Jan. 2012.
11. G. Yang, D. Wen, Kinshuk, N.-S. Chen, and E. Sutinen, "Personalized text content summarizer for mobile learning: An automatic text summarization system with relevance based language model,"in Proc. IEEE 4th Int. Conf. Technol. Edu. (T4E), Jul. 2012, pp. 90-97.
12. L. Page, S. Brin, R. Motwani, and T. Winograd, "The pagerank citation ranking: Bringing order to the Web,"Stanford InfoLab, Stanford, CA, USA, Tech. Rep. 1999-66, Nov. 1999
13. HTL/NAACL Workshop on Text Summarization, Document Understand. Conf., New York, NY, USA, 2004.
14. J. M. Conroy, J. D. Schlesinger, J. Kubina, P. A. Rankel, and D. P. O'Leary, "CLASSY 2011 at TAC: Guided and multi-lingual summaries and evaluation metrics,"in Proc. Text Anal. Conf. (TAC), 2011, pp. 1-8.
15. E. Baralis, L. Cagliero, S. Jabeen, A. Fiori, and S. Shah, "Multi-document summarization based on the Yago ontology,"Expert Syst. Appl., vol. 40, no. 17, pp. 6976-6984, Dec. 2013.
16. M. Dredze, H. M. Wallach, D. Puller, and F. Pereira, "Generating summary keywords for emails using topics,"in Proc. 13th Int. Conf. Intell. Interfaces (IUI), New York, NY, USA, 2008, pp. 199-206.
17. C.-Y. Lin and E. Hovy, "Automatic evaluation of summaries using N-gram co-occurrence statistics,"in Proc. North Amer. Chapter Assoc. Comput. Linguistics Human Lang. Technol., vol. 1. 2003, pp. 71-78.
18. D. Wang and T. Li, "Document update summarization using incremental hierarchical clustering,"in Proc. 19th ACMInt. Conf. Inf. Knowl. Manage., 2010, pp. 279-288.
19. E. Baralis, L. Cagliero, N. Mahoto, and A. Fiori, "GraphSum: Discovering correlations among multiple terms for graph-based summarization,"Inf. Sci., vol. 249, pp. 96-109, Nov. 2013.
20. J. Steinberger, M. Kabadjov, R. Steinberger, H. Tanev, M. Turchi, and V. Zavarella, "JRC's participation at TAC 2011: Guided and multilingual summarization tasks,"in Proc. Text Anal. Conf. (TAC), 2011, pp. 1-9.
21. D. Gillick, B. Favre, D. Hakkani-Tür, B. Bohnet, Y. Liu, and S. Xie, "The ICSI/UTD summarization system at TAC 2009,"in Proc. Text Anal. Conf. (TAC), Gaithersburg, MD, USA, 2009, pp. 1-8.
22. J. Hynek and K. Jezek, "Practical approach to automatic text summarization,"in Proc. ELPUB, 2003, pp. 1-11.
23. M. Mampaey, N. Tatti, and J. Vreeken, "Tell me what i need to know: Succinctly summarizing data with itemsets,"in Proc. 17th ACM SIGKDD Conf. Knowl. Discovery Data Mining, 2011, pp. 573-581.
24. G. B. Tran, "Structured summarization for news events,"in Proc. 22nd Int. Conf. World Wide Web (WWW), 2013, pp. 343-348.
25. R. Yan, X. Wan, J. Otterbacher, L. Kong, X. Li, and Y. Zhang, "Evolutionary timeline summarization: A balanced optimization framework via iterative substitution,"in Proc. 34th Int. ACM SIGIR Conf. Res. Develop. Inf. Retr. (SIGIR), New York, NY, USA, 2011, pp. 745-754.
26. O. Gross, A. Doucet, and H. Toivonen, "Document summarization based on word associations,"in Proc. 37th ACM SIGIR Conf. Res. Develop. Inf. Retr. (SIGIR), New York, NY, USA, 2014, pp. 1023-1026.
27. E. Baralis, L. Cagliero, A. Fiori, and P. Garza, "MWI-Sum: A multilingual summarizer based on frequent weighted itemsets,"ACM Trans. Inf. Syst., vol. 34, no. 1, pp. 5:1-5:35, Sep. 2015.
28. S. Saraswathi, M. Hemamalini, S. Janani, and V. Priyadharshini, "Multidocument text summarization in E-learning system for operating system domain,"in Advances in Computing and Communications (Communications in Computer and Information Science), vol. 193, A. Abraham, J. L. Mauri, J. F. Buford, J. Suzuki, and S. M. Thampi, Eds. Berlin, Germany: Springer-Verlag, 2011, pp. 175-186.
29. E. Baralis, L. Cagliero, and L. Farinetti, "Generation and evaluation of summaries of academic teaching materials,"in Proc. 39th Annu. Int. Comput., Softw. Appl. Conf. (COMPSAC), Jul. 2015, pp. 881-886.
30. W.-H. Chang, J.-C. Yang, and Y.-C. Wu, "A keyword-based video summarization learning platform with multimodal surrogates,"in Proc. 11th IEEE Int. Conf. Adv. Learn. Technol. (ICALT), Jul. 2011, pp. 37-41.
31. S. Jaroszewicz and D. A. Simovici, "Interestingness of frequent itemsets using Bayesian networks as background knowledge,"in Proc. 20th ACM SIGKDD Int. Conf. Knowl. Discovery Data Mining, 2004, pp. 178-186.
32. T. Copeck and S. Szpakowicz, "Leveraging pyramids,"in Proc. Document Understand. Conf. (DUC), 2005, pp. 1-7.
33. W. T. Chuang and J. Yang, "Extracting sentence segments for text summarization: A machine learning approach,"in Proc. 23rd ACM SIGIR Conf. (SIGIR), New York, NY, USA, 2000, pp. 152-159.
34. N. Rotem. (2011). Open Text Summarizer (OTS). [Online]. Available: http://libots. sourceforge. net/, accessed Jul. 2011.
35. TexLexAn. (2011). Texlexan: An Open-Source Text Summarizer. [Online]. Available: http://texlexan. sourceforge. net/, accessed Jul. 2011.