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相关论文: Dynamic Pricing for Air Cargo Revenue Management

200 篇论文

It is well-recognized that Air Cargo revenue management is quite different from its passenger airline counterpart. Inherent demand volatility due to short booking horizon and lumpy shipments, multi-dimensionality and uncertainty of capacity…

计算机科学与博弈论 · 计算机科学 2024-05-21 Ezgi Eren , Jiabing Li

We consider a distribution logistics scenario where a shipping operator, managing a limited amount of resources, receives a stream of collection requests, issued by a set of customers along a booking time-horizon, that are referred to a…

最优化与控制 · 数学 2023-07-04 Giovanni Giallombardo , Francesca Guerriero , Giovanna Miglionico

We propose AI-CARGO, a revenue management system for air-cargo that combines machine learning prediction with decision-making using mathematical optimization methods. AI-CARGO addresses a problem that is unique to the air-cargo business,…

人工智能 · 计算机科学 2019-05-23 Stefano Giovanni Rizzo , Ji Lucas , Zoi Kaoudi , Jorge-Arnulfo Quiane-Ruiz , Sanjay Chawla

Correctly estimating how demand respond to prices is fundamental for airlines willing to optimize their pricing policy. Under some conditions, these policies, while aiming at maximizing short term revenue, can present too little price…

机器学习 · 计算机科学 2022-03-22 Giovanni Gatti Pinheiro , Michael Defoin-Platel , Jean-Charles Regin

We consider the revenue management problem of finding profit-maximising prices for delivery time slots in the context of attended home delivery. This multi-stage optimal control problem admits a dynamic programming formulation that is…

最优化与控制 · 数学 2020-08-04 Denis Lebedev , Kostas Margellos , Paul Goulart

This work is motivated by our collaboration with a large consumer packaged goods (CPG) company. We have found that while the company appreciates the advantages of dynamic pricing, they deem it operationally much easier to plan out a static…

数据结构与算法 · 计算机科学 2020-11-24 Will Ma , David Simchi-Levi , Jinglong Zhao

Revenue management can enable airline corporations to maximize the revenue generated from each scheduled flight departing in their transportation network by means of finding the optimal policies for differential pricing, seat inventory…

人工智能 · 计算机科学 2019-06-17 Syed Arbab Mohd Shihab , Caleb Logemann , Deepak-George Thomas , Peng Wei

Tandem queueing systems are widely-used stochastic models that arise from many real-life service operations systems. Motivated by the desire to understand the trade-off between the performance and complexity of policies for…

最优化与控制 · 数学 2018-04-25 Tonghoon Suk , Xinchang Wang

We consider a profit maximization problem in an urban mobility on-demand service, of which the operator owns a fleet, provides both exclusive and shared trip services, and dynamically determines prices of offers. With knowledge of the…

最优化与控制 · 数学 2018-02-13 Han Qiu , Ruimin Li , Jinhua Zhao

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…

机器学习 · 统计学 2019-02-07 Naman Shukla , Arinbjörn Kolbeinsson , Ken Otwell , Lavanya Marla , Kartik Yellepeddi

In pursuit of a more sustainable and cost-efficient last mile, parcel lockers have gained a firm foothold in the parcel delivery landscape. To fully exploit their potential and simultaneously ensure customer satisfaction, successful…

人工智能 · 计算机科学 2024-09-13 Daniela Sailer , Robert Klein , Claudius Steinhardt

Traditional revenue management relies on long and stable historical data and predictable demand patterns. However, meeting those requirements is not always possible. Many industries face demand volatility on an ongoing basis, an example…

机器学习 · 计算机科学 2023-04-18 Ezgi C. Eren , Zhaoyang Zhang , Jonas Rauch , Ravi Kumar , Royce Kallesen

We consider a dynamic pricing problem in network revenue management where customer behavior is predicted by a choice model, i.e., the multinomial logit (MNL) model. The problem, even in the static setting (i.e., customer demand remains…

最优化与控制 · 数学 2025-01-06 Qian Shao , Tien Mai , Shih-Fen Cheng

As Kalyan T. Talluri and Garrett J. Van Ryzin describe in their work [3], Revenue Management aims to maximize an organization's revenue by considering three types of decision categories: structural, pricing, and quantity. In this document,…

机器学习 · 计算机科学 2025-05-23 Julien Laasri , Marc Revol

Dynamic pricing is commonly used to regulate congestion in shared service systems. This paper is motivated by the fact that in the presence of users with varying price sensitivity (responsiveness), conventional monotonic pricing can lead to…

系统与控制 · 电气工程与系统科学 2026-03-24 Yingqing Chen , Anni Li , Christos G. Cassandras , Homayoun Hamedmoghadam , Fabian Wirth , Robert Shorten

Booking control problems are sequential decision-making problems that occur in the domain of revenue management. More precisely, freight booking control focuses on the problem of deciding to accept or reject bookings: given a limited…

最优化与控制 · 数学 2023-04-06 Justin Dumouchelle , Emma Frejinger , Andrea Lodi

We consider dynamic pricing with many products under an evolving but low-dimensional demand model. Assuming the temporal variation in cross-elasticities exhibits low-rank structure based on fixed (latent) features of the products, we show…

机器学习 · 计算机科学 2019-09-12 Jonas Mueller , Vasilis Syrgkanis , Matt Taddy

This paper is concerned with the determination of pricing strategies for a firm that in each period of a finite horizon receives replenishment quantities of a single product which it sells in two markets, e.g., a long-distance market and an…

最优化与控制 · 数学 2015-09-25 Wen , Chen , Adam Fleischhacker , Michael N. Katehakis

We study the pricing problem faced by a firm that sells a large number of products, described via a wide range of features, to customers that arrive over time. Customers independently make purchasing decisions according to a general choice…

机器学习 · 统计学 2018-01-03 Adel Javanmard , Hamid Nazerzadeh

We consider the Item Pricing problem for revenue maximization in the limited supply setting, where a single seller with $n$ items caters to $m$ buyers with unknown subadditive valuation functions who arrive in a sequence. The seller sets…

计算机科学与博弈论 · 计算机科学 2009-05-21 Tanmoy Chakraborty , Zhiyi Huang , Sanjeev Khanna
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