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Many video-on-demand and music streaming services provide the user with a page consisting of several recommendation lists, i.e. widgets or swipeable carousels, each built with a specific criterion (e.g. most recent, TV series, etc.).…

信息检索 · 计算机科学 2021-05-14 Nicolò Felicioni , Maurizio Ferrari Dacrema , Paolo Cremonesi

We reformulate explanation quality assessment as a ranking problem rather than a generation problem. Instead of optimizing models to produce a single "best" explanation token-by-token, we train reward models to discriminate among multiple…

人工智能 · 计算机科学 2026-04-28 Thomas Bailleux , Tanmoy Mukherjee , Emmanuel Lonca , Pierre Marquis , Zied Bouraoui

The problem of ranking is a multi-billion dollar problem. In this paper we present an overview of several production quality ranking systems. We show that due to conflicting goals of employing the most effective machine learning models and…

信息检索 · 计算机科学 2019-07-30 Murium Iqbal , Nishan Subedi , Kamelia Aryafar

Though competitive analysis has been a very useful performance measure for the quality of online algorithms, it is recognized that it sometimes fails to distinguish between algorithms of different quality in practice. A number of…

数据结构与算法 · 计算机科学 2015-03-19 Joan Boyar , Kim S. Larsen , Abyayananda Maiti

Online review platforms are a popular way for users to post reviews by expressing their opinions towards a product or service, as well as they are valuable for other users and companies to find out the overall opinions of customers. These…

计算与语言 · 计算机科学 2018-11-15 Aiqi Jiang , Arkaitz Zubiaga

Demand forecasting is extremely important in revenue management. After all, it is one of the inputs to an optimisation method which aim is to maximize revenue. Most, if not all, forecasting methods use historical data to forecast the…

最优化与控制 · 数学 2021-03-16 Daniel Hopman , Ger Koole , Rob van der Mei

Online reviews of businesses have become increasingly important in recent years, as customers and even competitors use them to judge the quality of a business. Yelp is one of the most popular websites for users to write such reviews, and it…

信息检索 · 计算机科学 2015-12-22 Andrew Elkouri

Airbnb is an online marketplace that connects hosts and guests to unique stays and experiences. When guests stay at homes booked on Airbnb, there are a small fraction of stays that lead to support needed from Airbnb's Customer Support (CS),…

机器学习 · 计算机科学 2025-03-24 Do-kyum Kim , Han Zhao , Huiji Gao , Liwei He , Malay Haldar , Sanjeev Katariya

Nowadays, web search becomes more and more popular all over the world. Many researchers and developers have done lots of studies on behaviors of search users. In practice, the full understanding of these behaviors can not only help to…

信息检索 · 计算机科学 2018-06-25 Chao Liu , Zhenzhen Zheng , Jinkang Jia

Continued population growth and urbanization is shifting research to consider the quality of urban green space over the quantity of these parks, woods, and wetlands. The quality of urban green space has been hitherto measured by expert…

社会与信息网络 · 计算机科学 2021-02-15 Mohammadhossein Ghahramani , Nadina J. Galle , Fabio Duarte , Carlo Ratti , Francesco Pilla

Deep reading models for question-answering have demonstrated promising performance over the last couple of years. However current systems tend to learn how to cleverly extract a span of the source document, based on its similarity with the…

计算与语言 · 计算机科学 2018-10-30 Quentin Grail , Julien Perez

E-commerce provides an efficient and effective way to exchange goods between sellers and customers. E-commerce has been a popular method for doing business, because of its simplicity of having commerce activity transparently available,…

综合经济学 · 经济学 2021-02-19 Andry Alamsyah , Nurlisa Laksmiani , Lies Anisa Rahimi

The efficiency of natural language processing has improved dramatically with the advent of machine learning models, particularly neural network-based solutions. However, some tasks are still challenging, especially when considering specific…

With the development of e-commerce, many products are now being sold worldwide, and manufacturers are eager to obtain a better understanding of customer behavior in various regions. To achieve this goal, most previous efforts have focused…

计算机与社会 · 计算机科学 2016-10-04 Qingqing Zhou , Rui Xia , Chengzhi Zhang

Accurate travel products price forecasting is a highly desired feature that allows customers to take informed decisions about purchases, and companies to build and offer attractive tour packages. Thanks to machine learning (ML), it is now…

应用统计 · 统计学 2021-06-10 Rosa Candela , Pietro Michiardi , Maurizio Filippone , Maria A. Zuluaga

Online user reviews describing various products and services are now abundant on the web. While the information conveyed through review texts and ratings is easily comprehensible, there is a wealth of hidden information in them that is not…

信息检索 · 计算机科学 2016-04-20 Rahul Kamath , Masanao Ochi , Yutaka Matsuo

In online marketplaces, search ranking's objective is not only to purchase or conversion (primary objective), but to also the purchase outcomes(secondary objectives), e.g. order cancellation(or return), review rating, customer service…

信息检索 · 计算机科学 2024-07-11 Jie Tang , Huiji Gao , Liwei He , Sanjeev Katariya

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

This study aims to investigate the possible relationship between the mechanisms of social influence and the choice of airline, through the use of new tools, with the aim of understanding whether they can contribute to a better understanding…

计算与语言 · 计算机科学 2023-06-28 Vincenzo Miracula , Antonio Picone

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…

信息检索 · 计算机科学 2024-12-06 Md. Ahsanul Kabir , Mohammad Al Hasan , Aritra Mandal , Daniel Tunkelang , Zhe Wu