Sentiment Analysis of Specific Product's Features Using Product Tree for Application in New Product Development

被引:8
|
作者
Mirtalaie, Monireh Alsadat [1 ]
Hussain, Omar Khadeer [1 ]
Chang, Elizabeth [1 ]
Hussain, Farookh Khadeer [2 ]
机构
[1] Univ New South Wales, Canberra, ACT, Australia
[2] Univ Technol Sydney, Sch Software, Sydney, NSW, Australia
关键词
New Product Development; Sentiment analysis; Product feature; Product tree;
D O I
10.1007/978-3-319-65636-6_8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
New Product Development (NPD) is a multi-step process by which novel products are introduced in the market. Sentiment analysis, which ascertains the popularity of each new feature added to the product, is one of the key steps in this process. In this paper we present an approach by which product designers analyze users' reviews from social media platforms to determine the popularity of a specific product's feature in order to make a decision about adding it to the product's next generation. Our proposed approach utilizes a product tree generated from a product specification document to facilitate forming an efficient link between features mentioned in the users' reviews and those of the product designer's interest. Furthermore, it captures the links/interactions between a feature of interest and its other related features in a product to ascertain its polarity.
引用
收藏
页码:82 / 95
页数:14
相关论文
共 50 条
  • [31] RISK ANALYSIS IN NEW PRODUCT DEVELOPMENT
    Santos, Claudio
    Araujo, Madalena
    Correia, Nuno
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON PROJECT EVALUATION (ICOPEV), 2014, : 115 - 122
  • [32] Semantic Features for Optimizing Supervised Approach of Sentiment Analysis on Product Reviews
    Rintyarna, Bagus Setya
    Sarno, Riyanarto
    Fatichah, Chastine
    COMPUTERS, 2019, 8 (03)
  • [33] Sentiment Analysis for Product Features in Chinese Reviews Based on Semantic Association
    Yin, Chunxia
    Peng, Qinke
    2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL III, PROCEEDINGS, 2009, : 81 - 85
  • [34] Application of Focus Index in New Product Development
    Kowang, Tan Owee
    Rasli, Amran
    ASIA PACIFIC BUSINESS INNOVATION AND TECHNOLOGY MANAGEMENT SOCIETY, 2012, 40 : 446 - 450
  • [35] APPLICATION OF PROTEIN CHEMISTRY TO DEVELOPMENT OF A NEW PRODUCT
    SANDERSO.WB
    CHEMISTRY IN NEW ZEALAND, 1973, 37 (04): : 120 - 120
  • [36] Ambidexterity's mediating impact on product development proficiency and new product performance
    Li, Yong-Hui
    Huang, Jing-Wen
    INDUSTRIAL MARKETING MANAGEMENT, 2012, 41 (07) : 1125 - 1132
  • [38] Development time and new product sales: A contingency analysis of product innovativeness and price
    Fred Langerak
    Serge Rijsdijk
    Koen Dittrich
    Marketing Letters, 2009, 20 (4) : 415 - 415
  • [39] Development time and new product sales: A contingency analysis of product innovativeness and price
    Langerak, Fred
    Rijsdijk, Serge A.
    Dittrich, Koen
    MARKETING LETTERS, 2009, 20 (04) : 399 - 413
  • [40] The Study of the Application of New Energy in the Development of New Product
    Fei, He
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON ADVANCED DESIGN AND MANUFACTURING ENGINEERING, 2015, 39 : 283 - 286