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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 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 product reviews are a valuable resource for product developers to improve the design of their products. Yet, the potential value of customer feedback to improve the sustainability performance of products is still to be exploited. The…

计算机与社会 · 计算机科学 2022-02-16 Michael Saidani , Harrison Kim , Nawres Ayadhi , Bernard Yannou

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

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…

Customers post online reviews at any time. With the timestamp of online reviews, they can be regarded as a flow of information. With this characteristic, designers can capture the changes in customer feedback to help set up product…

信息检索 · 计算机科学 2020-01-29 Tianjun Hou , Bernard Yannou , Yann Leroy , Emilie Poirson

Consumer product reviews are an invaluable source of data because they contain a wide range of information that could help requirement engineers to meet user needs. Recent studies have shown that tweets about software applications and…

软件工程 · 计算机科学 2019-01-29 Kamonphop Srisopha , Pooyan Behnamghader , Barry Boehm

Background: It has long been suggested that user feedback, typically written in natural language by end-users, can help issue detection. However, for large-scale online service systems that receive a tremendous amount of feedback, it…

软件工程 · 计算机科学 2025-08-04 Shuyao Jiang , Jiazhen Gu , Wujie Zheng , Yangfan Zhou , Michael R. Lyu

Online reviews play an integral part for success or failure of businesses. Prior to purchasing services or goods, customers first review the online comments submitted by previous customers. However, it is possible to superficially boost or…

计算与语言 · 计算机科学 2020-10-12 Faranak Abri , Luis Felipe Gutierrez , Akbar Siami Namin , Keith S. Jones , David R. W. Sears

Review websites, such as TripAdvisor and Yelp, allow users to post online reviews for various businesses, products and services, and have been recently shown to have a significant influence on consumer shopping behaviour. An online review…

计算与语言 · 计算机科学 2016-05-19 Nabiha Asghar

Product reviews significantly influence purchasing decisions on e-commerce platforms. However, the sheer volume of reviews can overwhelm users, obscuring the information most relevant to their specific needs. Current e-commerce…

人工智能 · 计算机科学 2026-05-08 Millend Roy , Agostino Capponi , Vineet Goyal

Online learning represents an important family of machine learning algorithms, in which a learner attempts to resolve an online prediction (or any type of decision-making) task by learning a model/hypothesis from a sequence of data…

机器学习 · 计算机科学 2018-10-23 Steven C. H. Hoi , Doyen Sahoo , Jing Lu , Peilin Zhao

E-commerce dominates a large part of the world's economy with many websites dedicated to online selling products. The vast majority of e-commerce websites provide their customers with the ability to express their opinions about the…

计算与语言 · 计算机科学 2020-08-25 Abdalraheem Alsmadi , Shadi AlZu'bi , Mahmoud Al-Ayyoub , Yaser Jararweh

Online commerce relies heavily on user generated reviews to provide unbiased information about products that they have not physically seen. The importance of reviews has attracted multiple exploitative online behaviours and requires methods…

计算与语言 · 计算机科学 2024-05-14 Priyabrata Karmakar , John Hawkins

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

A success factor for modern companies in the age of Digital Marketing is to understand how customers think and behave based on their online shopping patterns. While the conventional method of gathering consumer insights through…

机器学习 · 计算机科学 2020-10-07 Sohini Roychowdhury , Wenxi Li , Ebrahim Alareqi , Akhilesh Pandita , Ao Liu , Joakim Soderberg

Online reviews provide viewpoints on the strengths and shortcomings of products/services, influencing potential customers' purchasing decisions. However, the proliferation of non-credible reviews -- either fake (promoting/ demoting an…

人工智能 · 计算机科学 2017-05-09 Subhabrata Mukherjee , Sourav Dutta , Gerhard Weikum

Given financial data from popular sites like Yahoo and the London Exchange, the presented paper attempts to model and predict stocks that can be considered "good investments". Stocks are characterized by 125 features ranging from gross…

计算工程、金融与科学 · 计算机科学 2015-03-10 Mike Wu

[Purpose] To better understand the online reviews and help potential consumers, businessmen, and product manufacturers effectively obtain users' evaluation on product aspects, this paper explores the distribution regularities of user…

计算与语言 · 计算机科学 2022-09-09 Chenglei Qin , Chengzhi Zhang , Yi Bu

Long term investment is one of the major investment strategies. However, calculating intrinsic value of some company and evaluating shares for long term investment is not easy, since analyst have to care about a large number of financial…

机器学习 · 计算机科学 2024-04-11 Nikola Milosevic
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