The online customer reviews information available on the internet about any product consider as an essential information resource concerning customer's interest and their knowledge of the product. It is inscribed in the form of natural language and is unstructured data. To reduce the significant information in the form of a summary is vital to the firms that work on business intelligence. It will help in product recommendation and increase in customer understanding about the product. Therefore, there is much research for creating new methodologies to summarise the text in online customer reviews automatically. In this paper, RNN-Long short-term memory Tensor Flow model along with Recall-Vocabulary Again (RVA) and Copy mechanism has used for the task of generating summary in the form of term wise from the customer reviews and news article. The RNN, along with the RVA mechanism, has been trained through a feed-forward neural network with encoder-decoder to solve the general summarization. The method has validated for the efficiency of the Giga word and DUC dataset to minimize the problem of unknown words in a decoder and generate an accurate summary that contains more vital information.
机构:
Graph Era Univ, Dept Comp Sci & Engn, Dehra Dun, Uttarakhand, IndiaGraph Era Univ, Dept Comp Sci & Engn, Dehra Dun, Uttarakhand, India
Bordoloi, Dibyahash
Singh, Vijay
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Graph Era Univ, Dept Comp Sci & Engn, Dehra Dun, Uttarakhand, IndiaGraph Era Univ, Dept Comp Sci & Engn, Dehra Dun, Uttarakhand, India
Singh, Vijay
Sanober, Sumaya
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Prince Sattam Bin Abdul Aziz Univ, Wadi Al Dawasir 1191, Saudi ArabiaGraph Era Univ, Dept Comp Sci & Engn, Dehra Dun, Uttarakhand, India
Sanober, Sumaya
Buhari, Seyed Mohamed
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King Abdulaziz Univ, Dept Informat Technol, POB 80221, Jeddah 21589, Saudi ArabiaGraph Era Univ, Dept Comp Sci & Engn, Dehra Dun, Uttarakhand, India
Buhari, Seyed Mohamed
Ujjan, Javed Ahmed
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Shah Abdul Latif Univ Khairpur, Dept Zool, Sindh, Pakistan
Northwest A&F Univ, Coll Anim Sci & Technol, Xianyang, Peoples R ChinaGraph Era Univ, Dept Comp Sci & Engn, Dehra Dun, Uttarakhand, India
Ujjan, Javed Ahmed
Boddu, Rajasekhar
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Haramaya Univ, Coll Comp & Informat, Dept Software Engn, Dire Dawa, EthiopiaGraph Era Univ, Dept Comp Sci & Engn, Dehra Dun, Uttarakhand, India