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Using supervised learning to classify authentic and fake online reviews

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : Using supervised learning to classify authentic and fake online reviews
นักวิจัย : Banerjee, Snehasish , Chua, Alton Yeow Kuan , Kim, Jung-Jae
คำค้น : DRNTU::Library and information science::Libraries::Information systems , DRNTU::Social sciences::Communication::Communication theories and models
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2558
อ้างอิง : Banerjee, S., Chua, A. Y. K., & Kim, J.-J. (2015). Using supervised learning to classify authentic and fake online reviews. Proceedings of the 9th International Conference on Ubiquitous Information Management and Communication. , http://hdl.handle.net/10220/25330 , http://dx.doi.org/10.1145/2701126.2701130
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Before making a purchase, users are increasingly inclined to browse online reviews that are posted to share post-purchase experiences of products and services. However, not all reviews are necessarily authentic. Some entries could be fake yet written to appear authentic. Conceivably, authentic and fake reviews are not easy to differentiate. Hence, this paper uses supervised learning algorithms to analyze the extent to which authentic and fake reviews could be distinguished based on four linguistic clues, namely, understandability, level of details, writing style, and cognition indicators. The model performance was compared with two baselines. The results were generally promising.

บรรณานุกรม :
Banerjee, Snehasish , Chua, Alton Yeow Kuan , Kim, Jung-Jae . (2558). Using supervised learning to classify authentic and fake online reviews.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Banerjee, Snehasish , Chua, Alton Yeow Kuan , Kim, Jung-Jae . 2558. "Using supervised learning to classify authentic and fake online reviews".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Banerjee, Snehasish , Chua, Alton Yeow Kuan , Kim, Jung-Jae . "Using supervised learning to classify authentic and fake online reviews."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2558. Print.
Banerjee, Snehasish , Chua, Alton Yeow Kuan , Kim, Jung-Jae . Using supervised learning to classify authentic and fake online reviews. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2558.