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This study applies text mining to analyze customer reviews and automatically assign a collective restaurant star rating based on five predetermined aspects: ambiance, cost, food, hygiene, and service. The application provides a web and…

Computation and Language · Computer Science 2019-01-08 Jovelyn C. Cuizon , Jesserine Lopez , Danica Rose Jones

Improvements in aviation safety analysis call for innovative techniques to extract valuable insights from the abundance of textual data available in accident reports. This paper explores the application of four prominent topic modelling…

Machine Learning · Computer Science 2025-01-03 Aziida Nanyonga , Hassan Wasswa , Ugur Turhan , Keith Joiner , Graham Wild

Background: Cloud Computing is increasingly booming in industry with many competing providers and services. Accordingly, evaluation of commercial Cloud services is necessary. However, the existing evaluation studies are relatively chaotic.…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-07 Zheng Li , He Zhang , Liam O'Brien , Rainbow Cai , Shayne Flint

Topline hotels are now shifting into the digital way in how they understand their customers to maintain and ensuring satisfaction. Rather than the conventional way which uses written reviews or interviews, the hotel is now heavily investing…

Information Retrieval · Computer Science 2021-10-13 Muhammad Apriandito Arya Saputra , Andry Alamsyah , Fajar Ibnu Fatihan

A wealth of operational intelligence is locked within the unstructured free-text of wind turbine maintenance logs, a resource largely inaccessible to traditional quantitative reliability analysis. While machine learning has been applied to…

Computation and Language · Computer Science 2025-09-29 Max Malyi , Jonathan Shek , Andre Biscaya

The use of Large Language Models (LLMs) for reliable, enterprise-grade analytics such as text categorization is often hindered by the stochastic nature of attention mechanisms and sensitivity to noise that compromise their analytical…

Computation and Language · Computer Science 2026-04-15 Shreeya Verma Kathuria , Nitin Mayande , Sharookh Daruwalla , Nitin Joglekar , Charles Weber

The core challenge in numerous real-world applications is to match an inquiry to the best document from a mutable and finite set of candidates. Existing industry solutions, especially latency-constrained services, often rely on similarity…

Information Retrieval · Computer Science 2024-11-13 Xiaofeng Zhu , Thomas Lin , Vishal Anand , Matthew Calderwood , Eric Clausen-Brown , Gord Lueck , Wen-wai Yim , Cheng Wu

The proliferation of textual data on the Internet presents a unique opportunity for institutions and companies to monitor public opinion about their services and products. Given the rapid generation of such data, the text stream mining…

Computation and Language · Computer Science 2024-08-19 Cristiano Mesquita Garcia , Alessandro Lameiras Koerich , Alceu de Souza Britto , Jean Paul Barddal

The semantic information regulates the expressiveness of a web service. State-of-the-art approaches in web services research have used the semantics of a web service for different purposes, mainly for service discovery, composition,…

Artificial Intelligence · Computer Science 2019-03-21 Soumi Chattopadhyay , Ansuman Banerjee

Aspect-based sentiment analysis (ASBA) is a refined approach to sentiment analysis that aims to extract and classify sentiments based on specific aspects or features of a product, service, or entity. Unlike traditional sentiment analysis,…

Computation and Language · Computer Science 2025-01-16 Karukriti Kaushik Ghosh , Chiranjib Sur

People use the world wide web heavily to share their experience with entities such as products, services, or travel destinations. Texts that provide online feedback in the form of reviews and comments are essential to make consumer…

Computation and Language · Computer Science 2025-02-07 Ali Erkan , Tunga Gungor

An important problem of the sequence-to-sequence neural models widely used in abstractive summarization is exposure bias. To alleviate this problem, re-ranking systems have been applied in recent years. Despite some performance…

Computation and Language · Computer Science 2023-05-18 Jeewoo Sul , Yong Suk Choi

With the explosive growth of the number of services published over the Internet, it is difficult to select satisfactory web services among the candidate web services which provide similar functionalities. Quality of Service (QoS) is…

Software Engineering · Computer Science 2012-04-09 Molood Makhlughian , Seyyed Mohsen Hashemi , Yousef Rastegari , Emad Pejman

Since the low quality of document images will greatly undermine the chances of success in automatic text recognition and analysis, it is necessary to assess the quality of document images uploaded in online business process, so as to reject…

Computer Vision and Pattern Recognition · Computer Science 2019-06-06 Hongyu Li , Fan Zhu , Junhua Qiu

The TextClass Benchmark project is an ongoing, continuous benchmarking process that aims to provide a comprehensive, fair, and dynamic evaluation of LLMs and transformers for text classification tasks. This evaluation spans various domains…

Computation and Language · Computer Science 2024-12-10 Bastián González-Bustamante

Online reviews provided by consumers are a valuable asset for e-Commerce platforms, influencing potential consumers in making purchasing decisions. However, these reviews are of varying quality, with the useful ones buried deep within a…

Artificial Intelligence · Computer Science 2017-05-09 Subhabrata Mukherjee , Kashyap Popat , Gerhard Weikum

Today, the deployment of Web services in many enterprise applications has gained much attention. Service network inhibits certain common properties as they arise spontaneously and are subject to high fluctuation. The objective of consumer…

Software Engineering · Computer Science 2015-06-05 Tehreem Masood , Chantal Bonner Cherifi , Néjib Moalla

Data mining can be evaluated as a strategic tool to determine the customer profiles in order to learn customer expectations and requirements. Airline customers have different characteristics and if passenger reviews about their trip…

Social and Information Networks · Computer Science 2015-12-14 Ibrahim Yakut , Tugba Turkoglu , Fikriye Yakut

In the evolving landscape of customer service within the digital economy, traditional methods of service quality assessment have shown significant limitations, this research proposes a novel deep-learning approach to service quality…

Computers and Society · Computer Science 2024-12-19 Quang-Anh N. D. , Minh-Duc Pham , Thai Kim Dinh

Text data augmentation is a widely used strategy for mitigating data sparsity in natural language processing (NLP), particularly in low-resource settings where limited samples hinder effective semantic modeling. While augmentation can…

Computation and Language · Computer Science 2025-07-17 Payal Bhattad , Sai Manoj Pudukotai Dinakarrao , Anju Gupta