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Customer reviews contain valuable signals about service quality, but converting large-scale review corpora into actionable business recommendations remains difficult. Standard sentiment/aspect analysis is largely descriptive, while direct…

Artificial Intelligence · Computer Science 2026-05-05 Kartikey Singh Bhandari , Tanish Jain , Archit Agrawal , Dhruv Kumar , Praveen Kumar , Pratik Narang

Large-scale e-commerce sites can collect and analyze a large number of user preferences and behaviors, and thus can recommend highly trusted products to users. However, it is very difficult for individuals or non-corporate groups to obtain…

Information Retrieval · Computer Science 2021-12-20 Weijian Li , Masato Kikuchi , Tadachika Ozono

This research studies the impact of online news on social and economic consumer perceptions through semantic network analysis. Using over 1.8 million online articles on Italian media covering four years, we calculate the semantic importance…

General Economics · Economics 2023-07-24 A. Fronzetti Colladon , F. Grippa , B. Guardabascio , G. Costante , F. Ravazzolo

In the contemporary digital landscape, online reviews have become an indispensable tool for promoting products and services across various businesses. Marketers, advertisers, and online businesses have found incentives to create deceptive…

Information Retrieval · Computer Science 2023-07-25 Anusuya Baby Hari Krishnan

Velocity is one of the 4 Vs commonly used to characterize Big Data. In this regard, Forrester remarked the following in Q3 2014: "The high velocity, white-water flow of data from innumerable real-time data sources such as market data,…

Databases · Computer Science 2017-08-10 Arun Kejariwal , Sanjeev Kulkarni , Karthik Ramasamy

The current study proposes an innovative methodology for the profiling of psychological traits of Operations Management (OM) and Supply Chain Management (SCM) professionals. We use innovative methods and tools of text mining and social…

Computation and Language · Computer Science 2024-03-27 S. Di Luozzo , A. Fronzetti Colladon , M. M. Schiraldi

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…

Computation and Language · Computer Science 2016-05-19 Nabiha Asghar

Providing explanations in response to user reviews is a time-consuming and repetitive task for companies, as many reviews present similar issues requiring nearly identical responses. To improve efficiency, this paper proposes a…

Software Engineering · Computer Science 2026-05-26 Martin Obaidi , Nicolas Voß , Hannah Deters , Jakob Droste , Marc Herrmann , Jannik Fischbach , Kurt Schneider

Telecom services are at the core of today's societies' everyday needs. The availability of numerous online forums and discussion platforms enables telecom providers to improve their services by exploring the views of their customers to…

Computation and Language · Computer Science 2025-04-21 Hesham Abdelmotaleb , Craig McNeile , Malgorzata Wojtys

While the Web has become a global platform for communication, malicious actors, including hackers and hacktivist groups, often disseminate ideological content and coordinate activities through the "Dark Web", an obscure counterpart of the…

Cryptography and Security · Computer Science 2025-06-04 Jubin Abhishek Soni , Amit Anand , Rajesh Kumar Pandey , Aniket Abhishek Soni

Suggestion mining is increasingly becoming an important task along with sentiment analysis. In today's cyberspace world, people not only express their sentiments and dispositions towards some entities or services, but they also spend…

Computation and Language · Computer Science 2018-11-02 Hitesh Golchha , Deepak Gupta , Asif Ekbal , Pushpak Bhattacharyya

Manually extracting relevant aspects and opinions from large volumes of user-generated text is a time-consuming process. Summaries, on the other hand, help readers with limited time budgets to quickly consume the key ideas from the data.…

Information Retrieval · Computer Science 2020-06-11 Rajdeep Mukherjee , Hari Chandana Peruri , Uppada Vishnu , Pawan Goyal , Sourangshu Bhattacharya , Niloy Ganguly

Designing service systems requires selecting among alternative configurations -- choosing the best chatbot variant, the optimal routing policy, or the most effective quality control procedure. In many service systems, the primary evidence…

Machine Learning · Computer Science 2026-03-12 Ruicheng Ao , Hongyu Chen , Siyang Gao , Hanwei Li , David Simchi-Levi

User reviews contain rich semantics towards the preference of users to features of items. Recently, many deep learning based solutions have been proposed by exploiting reviews for recommendation. The attention mechanism is mainly adopted in…

Information Retrieval · Computer Science 2019-07-02 Chenliang Li , Cong Quan , Li Peng , Yunwei Qi , Yuming Deng , Libing Wu

The paper presents a cross-domain review analysis on four popular review datasets: Amazon, Yelp, Steam, IMDb. The analysis is performed using Hadoop and Spark, which allows for efficient and scalable processing of large datasets. By…

Information Retrieval · Computer Science 2022-12-29 Aditya Pandey , Kunal Joshi

Periodically researchers examine their fields of research in order to test the fields maturity, to determine theories and methods used, and to uncover areas of research emphasis. Research articles for these studies are generally located…

Digital Libraries · Computer Science 2016-06-07 Marta Vos

In the era of information explosion, facing complex information, it is difficult for users to choose the information of interest, and businesses also need detailed information on ways to let the ad stand out. By this time, it is recommended…

Databases · Computer Science 2019-06-18 Xinyu Wei , Jiahui Chen , Jing Chen , Bernie Liu

With the enhancements in the field of software-defined networking and virtualization technologies, novel networking paradigms such as network function virtualization (NFV) and the Internet of things (IoT) are rapidly gaining ground.…

Networking and Internet Architecture · Computer Science 2019-04-01 Deval Bhamare , Mohammed Samaka , Aiman Erbad , Raj Jain , Lav Gupta

Context:Software Development Analytics is a research area concerned with providing insights to improve product deliveries and processes. Many types of studies, data sources and mining methods have been used for that purpose. Objective:This…

Software Engineering · Computer Science 2025-11-06 Joao Caldeira , Fernando Brito e Abreu , Jorge Cardoso , Rachel Simões , Toacy Oliveira , José Reis

Information security awareness (ISA) is a practice focused on the set of skills, which help a user successfully mitigate a social engineering attack. Previous studies have presented various methods for evaluating the ISA of both PC and…

Cryptography and Security · Computer Science 2019-06-26 Ron Bitton , Kobi Boymgold , Rami Puzis , Asaf Shabtai