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相关论文: Mathematical Modeling of Product Rating: Sufficien…

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The widespread use of online review sites over the past decade has motivated businesses of all types to possess an expansive arsenal of user feedback to mark their reputation. Though a significant proportion of purchasing decisions are…

社会与信息网络 · 计算机科学 2016-02-24 Azade Nazi , Mahashweta Das , Gautam Das

Online rating systems are often used in numerous web or mobile applications, e.g., Amazon and TripAdvisor, to assess the ground-truth quality of products. Due to herding effects, the aggregation of historical ratings (or historical…

人工智能 · 计算机科学 2024-08-21 Hong Xie , Mingze Zhong , Defu Lian , Zhen Wang , Enhong Chen

Users on the internet usually require venues to provide better purchasing recommendations. This can be provided by a reputation system that processes ratings to provide recommendations. The rating aggregation process is a main part of…

机器学习 · 计算机科学 2022-09-13 Ahmad Alqwadri , Mohammad Azzeh , Fadi Almasalha

We propose a new method for aggregating the information of multiple reviewers rating multiple products. Our approach is based on the network relations induced between products by the rating activity of the reviewers. We show that our method…

物理与社会 · 物理学 2015-08-19 Yongli Li , Paolo Pin , Chong Wu

Customer reviews represent a very rich data source from which we can extract very valuable information about different online shopping experiences. The amount of the collected data may be very large especially for trendy items (products,…

计算与语言 · 计算机科学 2021-04-06 Abdessamad Benlahbib

Rating-based summary statistics are ubiquitous in e-commerce, and often are crucial components in personalized recommendation mechanisms. Largely left unexplored, however, is the issue to what extent the descriptives of rating distributions…

信息检索 · 计算机科学 2019-05-31 Ludovik Coba , Markus Zanker , Laurens Rook , Panagiotis Symeonidis

With increasing importance of e-commerce, many websites have emerged where users can express their opinions about products, such as movies, books, songs, etc. Such interactions can be modeled as bipartite graphs where the weight of the…

信息检索 · 计算机科学 2016-03-16 Abhinav Mishra

The ongoing rapid development of the e-commercial and interest-base websites make it more pressing to evaluate objects' accurate quality before recommendation by employing an effective reputation system. The objects' quality are often…

物理与社会 · 物理学 2018-07-23 Leilei Wu , Zhuoming Ren , Xiao-Long Ren , Jianlin Zhang , Linyuan Lü

The ability to develop or evolve software or software-based systems/services with defined and guaranteed quality in a predictable way is becoming increasingly important. Essential - though not exclusive - prerequisites for this are the…

In online marketplaces, customers have access to hundreds of reviews for a single product. Buyers often use reviews from other customers that share their type -- such as height for clothing, skin type for skincare products, and location for…

计算机科学与博弈论 · 计算机科学 2023-09-12 Wenshuo Guo , Nika Haghtalab , Kirthevasan Kandasamy , Ellen Vitercik

Online reputation systems are commonly used by e-commerce providers nowadays. In order to generate an objective ranking of online items' quality according to users' ratings, many sophisticated algorithms have been proposed in the…

信息检索 · 计算机科学 2014-11-19 Hao Liao , An Zeng , Yi-Cheng Zhang

Negative reviews, the poor ratings in postpurchase evaluation, play an indispensable role in e-commerce, especially in shaping future sales and firm equities. However, extant studies seldom examine their potential value for sellers and…

计算与语言 · 计算机科学 2020-05-21 Di Weng , Jichang Zhao

Offline evaluations of recommender systems attempt to estimate users' satisfaction with recommendations using static data from prior user interactions. These evaluations provide researchers and developers with first approximations of the…

信息检索 · 计算机科学 2020-01-28 Mucun Tian , Michael D. Ekstrand

Product ranking is the core problem for revenue-maximizing online retailers. To design proper product ranking algorithms, various consumer choice models are proposed to characterize the consumers' behaviors when they are provided with a…

机器学习 · 计算机科学 2023-01-03 Renzhe Xu , Xingxuan Zhang , Bo Li , Yafeng Zhang , Xiaolong Chen , Peng Cui

The majority of online reviews consist of plain-text feedback together with a single numeric score. However, there are multiple dimensions to products and opinions, and understanding the `aspects' that contribute to users' ratings may help…

计算与语言 · 计算机科学 2012-11-01 Julian McAuley , Jure Leskovec , Dan Jurafsky

The product reviews are posted online in the hundreds and even in the thousands for some popular products. Handling such a large volume of continuously generated online content is a challenging task for buyers, sellers, and even…

Helpful reviews have been essential for the success of e-commerce services, as they help customers make quick purchase decisions and benefit the merchants in their sales. While many reviews are informative, others provide little value and…

计算与语言 · 计算机科学 2023-03-03 Mir Tafseer Nayeem , Davood Rafiei

Product reviews and ratings on e-commerce websites provide customers with detailed insights about various aspects of the product such as quality, usefulness, etc. Since they influence customers' buying decisions, product reviews have become…

机器学习 · 计算机科学 2019-05-27 Anil R. Yelundur , Vineet Chaoji , Bamdev Mishra

Interest in online rating data has increased in recent years in which ordinal ratings of products or local businesses are provided by users of a website, such as Yelp or Amazon. One source of heterogeneity in ratings is that users apply…

应用统计 · 统计学 2017-12-25 Antonio R. Linero , Jonathan R. Bradley , Apurva Desai

In online review sites, the analysis of user feedback for assessing its helpfulness for decision-making is usually carried out by locally studying the properties of individual reviews. However, global properties should be considered as well…

信息检索 · 计算机科学 2020-11-23 Noemi Mauro , Liliana Ardissono , Giovanna Petrone
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