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Text summarization using multiobjective optimization

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Abstract

In this article, I have briefly described one of my research areas namely text summarization. The problem definition, state of the art techniques and some preliminary results are presented. There are different types of summarization systems available like document summarization, microblog summarization, multimodal summarization, figure-assisted summarization. These different areas are described briefly in the current article.

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References

  1. Coello CAC, Lamont GB, Van Veldhuizen DA (2007) Evolutionary algorithms for solving multi-objective problems, vol 5. Springer, New York, pp 79–104

    MATH  Google Scholar 

  2. Kohonen T (1990) The self-organizing map. Proc IEEE 78(9):1464–1480

    Article  Google Scholar 

  3. Saini N, Saha S, Bhattacharyya P (2019) Automatic scientific document clustering using self-organized multi-objective differential evolution. Cognit Comput 11(2):271–293

    Article  Google Scholar 

  4. Saini N, Saha S, Jangra A, Bhattacharyya P (2019) Extractive single document summarization using multi-objective optimization: exploring self-organized differential evolution, grey wolf optimizer and water cycle algorithm. Knowl-Based Syst 164:45–67

    Article  Google Scholar 

  5. Rudra K, Ghosh S, Ganguly N, Goyal P, Ghosh S (2015) Extracting situational information from microblogs during disaster events: a classification-summarization approach. In: Proceedings of the 24th ACM international on conference on information and knowledge management, pp 583–592. ACM

  6. Dutta S, Chandra V, Mehra K, Das AK, Chakraborty T, Ghosh S (2018) Ensemble algorithms for microblog summarization. IEEE Intell Syst 33(3):4–14

    Article  Google Scholar 

  7. Ramesh BP, Sethi RJ, Yu H (2015) Figure-associated text summarization and evaluation. PLoS ONE 10(2):e0115671

    Article  Google Scholar 

  8. Zhu J, Li H, Liu T, Zhou Y, Zhang J, Zong C (2018) MSMO: multimodal summarization with multimodal output. In: Proceedings of the 2018 conference on empirical methods in natural language processing, pp 4154–4164

  9. Li H, Zhu J, Ma C, Zhang J, Zong C (2018) Read, watch, listen and summarize: Multi-modal summarization for asynchronous text, image, audio and video. IEEE Trans Knowl Data Eng 31(5):996–1009. https://doi.org/10.1109/tkde.2018.2848260

    Article  Google Scholar 

Download references

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Correspondence to Sriparna Saha.

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Saha, S. Text summarization using multiobjective optimization. CSIT 7, 251–255 (2019). https://doi.org/10.1007/s40012-019-00252-9

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  • DOI: https://doi.org/10.1007/s40012-019-00252-9

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