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Online reviews are feedback voluntarily posted by consumers about their consumption experiences. This feedback indicates customer attitudes such as affection, awareness and faith towards a brand or a firm and demonstrates inherent…

综合经济学 · 经济学 2019-05-09 Junran Wu , Ke Xu , Jichang Zhao

During live sales calls, customers frequently ask detailed product questions that require representatives to manually search internal databases and CRM systems. This process typically takes 25-65 seconds per query, creating awkward pauses…

We propose a novel solution for the cashier problem. Current cashier system/Point of Sale (POS) terminals can be inefficient, cumbersome and time-consuming for the users. There is a need for a solution dependent on modern technology and…

机器学习 · 计算机科学 2020-11-13 Farid Khan

Many of today's online services provide personalized recommendations to their users. Such recommendations are typically designed to serve certain user needs, e.g., to quickly find relevant content in situations of information overload.…

信息检索 · 计算机科学 2023-12-25 Alvise De Biasio , Nicolò Navarin , Dietmar Jannach

Slot-filling refers to the task of annotating individual terms in a query with the corresponding intended product characteristics (product type, brand, gender, size, color, etc.). These characteristics can then be used by a search engine to…

信息检索 · 计算机科学 2020-12-16 Saurav Manchanda , Mohit Sharma , George Karypis

Typically, information extraction (IE) requires a pipeline approach: first, a sequence labeling model is trained on manually annotated documents to extract relevant spans; then, when a new document arrives, a model predicts spans which are…

计算与语言 · 计算机科学 2021-10-12 Benjamin Townsend , Eamon Ito-Fisher , Lily Zhang , Madison May

Change point estimation in its offline version is traditionally performed by optimizing over the data set of interest, by considering each data point as the true location parameter and computing a data fit criterion. Subsequently, the data…

统计方法学 · 统计学 2020-04-10 Zhiyuan Lu , Moulinath Banerjee , George Michailidis

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…

Providing personalized explanations for recommendations can help users to understand the underlying insight of the recommendation results, which is helpful to the effectiveness, transparency, persuasiveness and trustworthiness of…

信息检索 · 计算机科学 2021-01-12 Hanxiong Chen , Xu Chen , Shaoyun Shi , Yongfeng Zhang

Recommender systems are one of the most successful applications of machine learning and data science. They are successful in a wide variety of application domains, including e-commerce, media streaming content, email marketing, and…

信息检索 · 计算机科学 2023-04-04 Juan Pablo Equihua , Maged Ali , Henrik Nordmark , Berthold Lausen

In Recommender Systems, users often seek the best products through indirect, vague, or under-specified queries, such as "best shoes for trail running". Such queries, also referred to as implicit superlative queries, pose a significant…

The goal of conversational product search (CPS) is to develop an intelligent, chat-based shopping assistant that can directly interact with customers to understand shopping intents, ask clarification questions, and find relevant products.…

计算与语言 · 计算机科学 2025-02-04 Xiangci Li , Zhiyu Chen , Jason Ingyu Choi , Nikhita Vedula , Besnik Fetahu , Oleg Rokhlenko , Shervin Malmasi

The benefit claims of a product is a critical driver of consumers' purchase behavior. Creating product claims is an intense task that requires substantial time and funding. We have developed the $\textbf{Claim Advisor}$ web application to…

人工智能 · 计算机科学 2025-09-29 Po-Yu Liang , Yong Zhang , Tatiana Hwa , Aaron Byers

As the e-commerce market continues to expand and online transactions proliferate, customer reviews have emerged as a critical element in shaping the purchasing decisions of prospective buyers. Previous studies have endeavored to identify…

人工智能 · 计算机科学 2023-06-06 Yukyung Lee , Jaehee Kim , Doyoon Kim , Yookyung Kho , Younsun Kim , Pilsung Kang

In E-commerce, a key challenge in text generation is to find a good trade-off between word diversity and accuracy (relevance) in order to make generated text appear more natural and human-like. In order to improve the relevance of generated…

机器学习 · 计算机科学 2021-02-24 Huajie Shao , Jun Wang , Haohong Lin , Xuezhou Zhang , Aston Zhang , Heng Ji , Tarek Abdelzaher

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

Internet of things (IoT) applications have become increasingly popular in recent years, with applications ranging from building energy monitoring to personal health tracking and activity recognition. In order to leverage these data,…

机器学习 · 计算机科学 2018-01-29 Wei-Han Lee , Jorge Ortiz , Bongjun Ko , Ruby Lee

Recently, personalized product search attracts great attention and many models have been proposed. To evaluate the effectiveness of these models, previous studies mainly utilize the simulated Amazon recommendation dataset, which contains…

信息检索 · 计算机科学 2023-05-25 Jiongnan Liu , Zhicheng Dou , Guoyu Tang , Sulong Xu

We propose a method for building an interpretable recommender system for personalizing online content and promotions. Historical data available for the system consists of customer features, provided content (promotions), and user responses.…

机器学习 · 统计学 2016-06-21 Amit Dhurandhar , Sechan Oh , Marek Petrik

An important task for recommender system is to generate explanations according to a user's preferences. Most of the current methods for explainable recommendations use structured sentences to provide descriptions along with the…

计算与语言 · 计算机科学 2017-07-07 Felipe Costa , Sixun Ouyang , Peter Dolog , Aonghus Lawlor