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Customer experience plays a critical role for a profitable organisation or company. A satisfied customer for a company corresponds to higher rates of customer retention, and better representation in the market. One way to improve customer…

Machine Learning · Computer Science 2023-05-26 S. Filippou , A. Tsiartas , P. Hadjineophytou , S. Christofides , K. Malialis , C. G. Panayiotou

Accurate prediction of flight-level passenger traffic is of paramount importance in airline operations, influencing key decisions from pricing to route optimization. This study introduces a novel, multimodal deep learning approach to the…

Machine Learning · Computer Science 2024-01-11 Sina Ehsani , Elina Sergeeva , Wendy Murdy , Benjamin Fox

Machine learning has been used in all kinds of fields. In this article, we introduce how machine learning can be applied into time series problem. Especially, we use the airline ticket prediction problem as our specific problem. Airline…

Machine Learning · Computer Science 2018-02-06 Jun Lu

In the ride-hailing industry, subsidies are predominantly employed to incentivize consumers to place more orders, thereby fostering market growth. Causal inference techniques are employed to estimate the consumer elasticity with different…

Machine Learning · Computer Science 2024-08-06 Zhe Yu , Chi Xia , Shaosheng Cao , Lin Zhou

Understanding and keeping the customer happy is a central tenet of requirements engineering. Strategies to gather, analyze, and negotiate requirements are complemented by efforts to manage customer input after products have been deployed.…

Software Engineering · Computer Science 2019-01-07 Lloyd Montgomery , Daniela Damian

Understanding and keeping the customer happy is a central tenet of requirements engineering. Strategies to gather, analyze, and negotiate requirements are complemented by efforts to manage customer input after products have been deployed.…

Software Engineering · Computer Science 2020-10-14 Lloyd Montgomery , Daniela Damian , Tyson Bulmer , Shaikh Quader

Online reviews enable consumers to engage with companies and provide important feedback. Due to the complexity of the high-dimensional text, these reviews are often simplified as a single numerical score, e.g., ratings or sentiment scores.…

Machine Learning · Computer Science 2022-01-04 Lu Cheng , Ruocheng Guo , Huan Liu

Reliable platforms for data collation during airline schedule operations have significantly increased the quality and quantity of available information for effectively managing airline schedule disruptions. To that effect, this paper…

Applications · Statistics 2021-08-17 Kolawole Ogunsina , Ilias Bilionis , Daniel DeLaurentis

Airline route planning takes into account the factors of commercial and customer preferences, safety, and should allow a flexibility given the tremendous uncertainty about market conditions. The mathematical model on the Bayes formula…

Computers and Society · Computer Science 2019-02-19 L. V. Androshchuk , Aidan Rooney

This paper investigates the inclusion of microservices architecture in the development of scalable and reliable airline reservation systems. Most of the traditional reservation systems are very rigid and centralized which makes them prone…

Software Engineering · Computer Science 2024-10-28 Biman Barua , M. Shamim Kaiser

Transportation services play a crucial part in the development of modern smart cities. In particular, on-demand ridesharing services, which group together passengers with similar itineraries, are already operating in several metropolitan…

Artificial Intelligence · Computer Science 2021-05-27 David Zar , Noam Hazon , Amos Azaria

The Big Data analytics are a logical analysis of very large scale datasets. The data analysis enhances an organization and improve the decision making process. In this article, we present Airline Delay Analysis and Prediction to analyze…

Machine Learning · Computer Science 2020-02-25 Ripon Patgiri , Sajid Hussain , Aditya Nongmeikapam

The aviation industry has experienced constant growth in air traffic since the deregulation of the U.S. airline industry in 1978. As a result, flight delays have become a major concern for airlines and passengers, leading to significant…

Machine Learning · Computer Science 2024-09-04 Rajesh Kumar Jha , Shashi Bhushan Jha , Vijay Pandey , Radu F. Babiceanu

This study investigates factors that may determine satisfaction in customer service operations. We utilized more than 170,000 online chat sessions between customers and agents to identify characteristics of chat sessions that incurred…

Computers and Society · Computer Science 2015-10-19 Kunwoo Park , Jaewoo Kim , Jaram Park , Meeyoung Cha , Jiin Nam , Seunghyun Yoon , Eunhee Rhim

The ascent of the Internet has caused numerous adjustments in our lives. The Internet has radically changed the manner in which we carry on with our lives, the manner in which we spend our occasions, how we speak with one another day by…

Computers and Society · Computer Science 2020-02-25 J. Ahmad , H. Sami Ullah , S. Aslam

We apply causal machine learning algorithms to assess the causal effect of a marketing intervention, namely a coupon campaign, on the sales of a retailer. Besides assessing the average impacts of different types of coupons, we also…

General Economics · Economics 2022-06-24 Henrika Langen , Martin Huber

Ancillaries have become a major source of revenue and profitability in the travel industry. Yet, conventional pricing strategies are based on business rules that are poorly optimized and do not respond to changing market conditions. This…

Machine Learning · Statistics 2019-02-07 Naman Shukla , Arinbjörn Kolbeinsson , Ken Otwell , Lavanya Marla , Kartik Yellepeddi

In this era of abundant digital information, customer satisfaction has become one of the prominent factors in the success of any business. Customers want a one-click solution for almost everything. They tend to get unsatisfied if they have…

Computation and Language · Computer Science 2022-09-09 Ankit Patil , Ankush Chopra , Sohom Ghosh , Vamshi Vadla

Online Travel Platforms are virtual two-sided marketplaces where guests search for accommodations and accommodation providers list their properties such as hotels and vacation rentals. The large majority of hotels are rated by official…

Information Retrieval · Computer Science 2021-01-28 Anastasiia Kornilova , Lucas Bernardi

This research investigates flight delay trends by examining factors such as departure time, airline, and airport. It employs regression machine learning methods to predict the contributions of various sources to delays. Time-series models,…

Machine Learning · Computer Science 2024-08-07 Aravinda Jatavallabha , Jacob Gerlach , Aadithya Naresh