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In e-commerce, ranking the search results based on users' preference is the most important task. Commercial e-commerce platforms, such as, Amazon, Alibaba, eBay, Walmart, etc. perform extensive and relentless research to perfect their…

Information Retrieval · Computer Science 2024-12-06 Md. Ahsanul Kabir , Mohammad Al Hasan , Aritra Mandal , Daniel Tunkelang , Zhe Wu

Algorithmic recommendations mediate interactions between millions of customers and products (in turn, their producers and sellers) on large e-commerce marketplaces like Amazon. In recent years, the producers and sellers have raised concerns…

Computers and Society · Computer Science 2021-02-03 Abhisek Dash , Abhijnan Chakraborty , Saptarshi Ghosh , Animesh Mukherjee , Krishna P. Gummadi

Digital platforms use recommendations to facilitate exchanges between platform actors, such as trade between buyers and sellers. Aiming to protect consumers and guarantee fair competition on platforms, legislators increasingly require that…

General Economics · Economics 2024-03-01 Lukas Jürgensmeier , Bernd Skiera

In this paper, we address the problem of evaluating whether results served by an e-commerce search engine for a query are good or not. This is a critical question in evaluating any e-commerce search engine. While this question is…

Information Retrieval · Computer Science 2018-08-02 Rohan Kumar , Mohit Kumar , Neil Shah , Christos Faloutsos

E-commerce marketplaces provide business opportunities to millions of sellers worldwide. Some of these sellers have special relationships with the marketplace by virtue of using their subsidiary services (e.g., fulfillment and/or shipping…

Computers and Society · Computer Science 2024-07-03 Abhisek Dash , Abhijnan Chakraborty , Saptarshi Ghosh , Animesh Mukherjee , Krishna P. Gummadi

Accurate query-product relevance labeling is indispensable to generate ground truth dataset for search ranking in e-commerce. Traditional approaches for annotating query-product pairs rely on human-based labeling services, which is…

Information Retrieval · Computer Science 2025-02-27 Jayant Sachdev , Sean D Rosario , Abhijeet Phatak , He Wen , Swati Kirti , Chittaranjan Tripathy

E-commerce users may expect different products even for the same query, due to their diverse personal preferences. It is well-known that there are two types of preferences: long-term ones and short-term ones. The former refers to user'…

Information Retrieval · Computer Science 2018-11-27 Yangyang Guo , Zhiyong Cheng , Liqiang Nie , Yinglong Wang , Jun Ma , Mohan Kankanhalli

Consumable categories, such as grocery and fast-moving consumer goods, are quintessential to the growth of e-commerce marketplaces in developing countries. In this work, we present the design and implementation of a precision merchandising…

Machine Learning · Computer Science 2020-11-18 Shreyas S , Harsh Maheshwari , Avijit Saha , Samik Datta , Shashank Jain , Disha Makhija , Anuj Nagpal , Sneha Shukla , Suyash S

Sponsored product advertisements constitute a major revenue source for online marketplaces such as Amazon, Walmart, and Alibaba. A key operational challenge in these systems lies in the Sponsored Listings Ranking (SLR) problem, that is,…

General Economics · Economics 2025-11-13 Haihao Lu , Luyang Zhang , Yuting Zhu

Understanding the customers' high level shopping intent, such as their desire to go camping or hold a birthday party, is critically important for an E-commerce platform; it can help boost the quality of shopping experience by enabling…

Information Retrieval · Computer Science 2023-05-15 Xin Shen , Jiaying Shi , Sungro Yoon , Jon Katzur , Hanbo Wang , Jim Chan , Jin Li

Product search is one of the most popular methods for people to discover and purchase products on e-commerce websites. Because personal preferences often have an important influence on the purchase decision of each customer, it is intuitive…

Information Retrieval · Computer Science 2019-08-30 Qingyao Ai , Daniel N. Hill , S. V. N. Vishwanathan , W. Bruce Croft

The quality of non-default ranking on e-commerce platforms, such as based on ascending item price or descending historical sales volume, often suffers from acute relevance problems, since the irrelevant items are much easier to be exposed…

Information Retrieval · Computer Science 2020-08-25 Yunjiang Jiang , Yue Shang , Hongwei Shen , Wen-Yun Yang , Yun Xiao

Electronic commerce, or e-commerce, is the buying and selling of goods and services, or the transmitting of funds or data online. E-commerce platforms come in many kinds, with global players such as Amazon, Airbnb, Alibaba, eBay and…

Information Retrieval · Computer Science 2025-01-28 Zhaochun Ren , Xiangnan He , Dawei Yin , Maarten de Rijke

In e-commerce platforms, sponsored and non-sponsored content are jointly displayed to users and both may interactively influence their engagement behavior. The former content helps advertisers achieve their marketing goals and provides a…

After years of speculation, price discrimination in e-commerce driven by the personal information that users leave (involuntarily) online, has started attracting the attention of privacy researchers, regulators, and the press. In our…

Computers and Society · Computer Science 2013-07-18 Jakub Mikians , László Gyarmati , Vijay Erramilli , Nikolaos Laoutaris

Showing relevant search results to the user is the primary challenge for any search system. Walmart e-commerce provides an omnichannel search platform to its customers to search from millions of products. This search platform takes a…

Information Retrieval · Computer Science 2021-09-21 Suhas Ranganath , Shibsankar Das , Sanjay Thilaivasan , Shipra Agarwal , Varun Shrivastava

The use of sponsored product listings in prominent positions of consumer search results has made e-commerce platforms, which traditionally serve as marketplaces for third-party sellers to reach consumers, a major medium for those sellers to…

General Economics · Economics 2026-02-09 Zhe Zhang , Young Kwark , Srinivasan Raghunathan , Peng Wang

Product mapping, the task of deciding whether two e-commerce listings refer to the same product, is a core problem for price monitoring and channel visibility. In real marketplaces, however, sellers frequently inject promotional keywords,…

Computation and Language · Computer Science 2026-04-28 Minhyeong Yu , Wonduk Seo

Interleaving sponsored results (advertisements) amongst organic results on search engine result pages (SERP) has become a common practice across multiple digital platforms. Advertisements have catered to consumer satisfaction and fostered…

Computers and Society · Computer Science 2024-07-30 Abhisek Dash , Saptarshi Ghosh , Animesh Mukherjee , Abhijnan Chakraborty , Krishna P. Gummadi

Online platforms, such as Airbnb, hotels.com, Amazon, Uber and Lyft, can control and optimize many aspects of product search to improve the efficiency of marketplaces. Here we focus on a common model, called the discriminatory control…

Computer Science and Game Theory · Computer Science 2019-08-21 Zhenzhe Zheng , R. Srikant
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