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Understanding individual mobility behavior is critical for modeling urban transportation. It provides deeper insights on the generative mechanisms of human movements. Emerging data sources such as mobile phone call detail records, social…

Social and Information Networks · Computer Science 2020-10-21 Jiechao Zhang , Samiul Hasan , Xuedong Yan , Xiaobing Liu

It can be profitable for vehicle service providers to set service prices based on users' travel demand on different origin-destination pairs. The prior studies on the spatial pricing of vehicle service rely on the assumption that providers…

Computer Science and Game Theory · Computer Science 2020-07-08 Haoran Yu , Ermin Wei , Randall A. Berry

Understanding human mobility is critical for decision support in areas from urban planning to infectious diseases control. Prior work has focused on tracking daily logs of outdoor mobility without considering relevant context, which contain…

Physics and Society · Physics 2017-09-26 Kewei Zhang , Minkyoung Kim , Raja Jurdak , Dean Paini

Time series forecasting in the air cargo industry presents unique challenges due to volatile market dynamics and the significant impact of accurate forecasts on generated revenue. This paper explores a comprehensive approach to demand…

Machine Learning · Computer Science 2024-08-15 Abhinav Garg , Naman Shukla , Maarten Wormer

This research focuses on predicting the demand for air taxi urban air mobility (UAM) services during different times of the day in various geographic regions of New York City using machine learning algorithms (MLAs). Several ride-related…

Machine Learning · Computer Science 2021-03-29 Suchithra Rajendran , Sharan Srinivas , Trenton Grimshaw

Artificial intelligence (AI) is revolutionizing many areas of our lives, leading a new era of technological advancement. Particularly, the transportation sector would benefit from the progress in AI and advance the development of…

Machine Learning · Computer Science 2022-10-19 Yanan Xin , Natasa Tagasovska , Fernando Perez-Cruz , Martin Raubal

In business and marketing, analyzing the reasons behind buying is a fundamental step towards understanding consumer behaviors, shaping business strategies, and predicting market outcomes. Prior research on purchase reason has relied on…

Information Retrieval · Computer Science 2024-11-19 Tao Chen , Siqi Zuo , Cheng Li , Mingyang Zhang , Qiaozhu Mei , Michael Bendersky

Artificial Intelligence (AI) has been improving the performance of systems for a diverse set of tasks and introduced a more interactive generation of personal agents. Despite the current trend of applying AI for a great amount of areas, we…

Artificial Intelligence · Computer Science 2021-03-02 Luis Duarte , Jonathan Torres , Vitor Ribeiro , Inês Moreira

By adapting bus routes to users' requests, Demand-Responsive Transit (DRT) can serve low-demand areas more efficiently than conventional fixed-line buses. However, a main barrier to its adoption of DRT is its unpredictability, i.e., it is…

Physics and Society · Physics 2024-11-20 Pierfrancesco Leonardi , Vincenza Torrisi , Andrea Araldo , Matteo Ignaccolo

In this paper, we propose a machine learning-based approach to address the lack of ability for designers to optimize urban land use planning from the perspective of vehicle travel demand. Research shows that our computational model can help…

Machine Learning · Computer Science 2023-11-14 Zixun Huang , Hao Zheng

The profound impact of online reviews on consumer decision-making has made it crucial for businesses to manage negative reviews. Recent advancements in artificial intelligence (AI) technology have offered businesses novel and effective ways…

Computers and Society · Computer Science 2025-11-05 Rongping Shen

The travel marketing platform of Alibaba serves an indispensable role for hundreds of different travel scenarios from Fliggy, Taobao, Alipay apps, etc. To provide personalized recommendation service for users visiting different scenarios,…

Machine Learning · Computer Science 2021-10-20 Qijie Shen , Wanjie Tao , Jing Zhang , Hong Wen , Zulong Chen , Quan Lu

In the development of safety and mission-critical systems, including autonomous space robotic missions, complex behaviour is captured during the requirements elicitation phase. Requirements are typically expressed using natural language…

Logic in Computer Science · Computer Science 2025-11-19 Mahdi Etumi , Hazel M. Taylor , Marie Farrell

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

Travel Recommender Systems TRSs have been proposed to ease the burden of choice in the travel domain by providing valuable suggestions based on user preferences Despite the broad similarities in functionalities and data provided by TRSs…

Software Engineering · Computer Science 2024-07-17 Rickson Simioni Pereira , Claudio Di Sipio , Martina De Sanctis , Ludovico Iovino

The cost of delays was estimated as 33 billion US dollars only in 2019 for the US National Airspace System, a peak value following a growth trend in past years. Aiming to address this huge inefficiency, we designed and developed a novel…

Machine Learning · Computer Science 2023-10-16 Ítalo Romani de Oliveira , Samet Ayhan , Michael Biglin , Pablo Costas , Euclides C. Pinto Neto

The growing attention to artificial intelligence-based applications has led to research interest in explainability issues. This emerging research attention on explainable AI (XAI) advocates the need to investigate end user-centric…

Artificial Intelligence · Computer Science 2023-11-07 AKM Bahalul Haque , A. K. M. Najmul Islam , Patrick Mikalef

The trend of space commercialization is changing the decision-making process for future space exploration architectures, and there is a growing need for a new decision-making framework that explicitly considers the interactions between the…

Optimization and Control · Mathematics 2025-08-27 Hao Chen , Melkior Ornik , Koki Ho

Tourism is an exciting thing to be visited by people in the world. Search for attractive and popular places can be done through social media. Data from social media or websites can be used as a reference to find current travel trends and…

Social and Information Networks · Computer Science 2022-09-30 Shoffan Saifullah

Tackling the most pressing problems for humanity, such as the climate crisis and the threat of global pandemics, requires accelerating the pace of scientific discovery. While science has traditionally relied on trial and error and even…

Machine Learning · Computer Science 2023-06-28 Moksh Jain , Tristan Deleu , Jason Hartford , Cheng-Hao Liu , Alex Hernandez-Garcia , Yoshua Bengio