Predictive Modeling for Uber Ride Cancellation and Price Estimation: An Integrated Approach
- Title
- Predictive Modeling for Uber Ride Cancellation and Price Estimation: An Integrated Approach
- Creator
- Gupta A.; Pipaliya A.; Jacob L.; Balagangadhar K.
- Description
- In the realm of ridesharing services, exemplified by Uber, two formidable challenges have surfaced: ride cancellations and precise fare estimation. This research introduces an innovative, integrated approach that leverages predictive modeling to address both issues. By analyzing historical ride data, we identify the intricate factors influencing cancellations, and through machine learning techniques, we develop predictive models to forecast cancellation likelihood. Additionally, we pioneer a dynamic approach to fare estimation by considering historical data alongside real-time variables. By unifying these strategies, we aim to enhance user satisfaction, optimize driver allocation, and promote trust and transparency within the ridesharing ecosystem. 2024 IEEE.
- Source
- TQCEBT 2024 - 2nd IEEE International Conference on Trends in Quantum Computing and Emerging Business Technologies 2024
- Date
- 2024-01-01
- Publisher
- Institute of Electrical and Electronics Engineers Inc.
- Subject
- decision tree algorithms; fare estimation; gradient boosting; logistic regression; machine learning; predictive modeling; ride cancellation prediction; rideshare; transportation efficiency; Uber
- Coverage
- Gupta A., Christ (Deemed to Be University), School of Science, Lavasa, India; Pipaliya A., Christ (Deemed to Be University), School of Science, Lavasa, India; Jacob L., Christ (Deemed to Be University), Department of Data Science, Lavasa, India; Balagangadhar K., Christ (Deemed to Be University), Department of Data Science, Lavasa, India
- Rights
- Restricted Access
- Relation
- ISBN: 979-835038427-7
- Format
- Online
- Language
- English
- Type
- Conference paper
Collection
Citation
Gupta A.; Pipaliya A.; Jacob L.; Balagangadhar K., “Predictive Modeling for Uber Ride Cancellation and Price Estimation: An Integrated Approach,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 24, 2025, https://archives.christuniversity.in/items/show/19154.