NDLI: A unified graph model for Chinese product review summarization using richer information

Please wait, while we are loading the content...

A unified graph model for Chinese product review summarization using richer information

Content Provider	ACM Digital Library
Author	Li, Chunping Huang, He
Abstract	With e-commerce growing rapidly, online product reviews open amounts of studies of extracting useful information from numerous reviews. How to generate informative and concise summaries from reviews automatically has become a critical issue. In this paper, we present a novel unified graph model, composited information graph (CIG), to represent reviews with lexical, topic and together with sentiment information. Based on the model, we propose an automatic approach to address this issue. We use probabilistic methods to model the lexical, topic and sentiment information separately, associate with the discovered information in the CIG model, and generate summaries with a HITS-like algorithm called Mix-HITS considering both the Representativeness and Proportion Approximation. The experiments demonstrate that our method has improved performance over LexRank and ClusterHITS with Chinese and English datasets. Experimental results show that the proposed approach helps to build an effective way towards both the overall and contrastive summarization.
Starting Page	1
Ending Page	9
Page Count	9
File Format	PDF
ISBN	9781450315432
DOI	10.1145/2346676.2346678
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2012-08-12
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Review summarization Sentiment classification Product facet detection Graph ranking
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in