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相关论文: Revenue Optimization with Price-Sensitive and Inte…

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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

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

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 address a dynamic pricing problem for airlines aiming to maximize expected revenue from selling cargo space on a single-leg flight. The cargo shipments' weight and volume are uncertain and their precise values remain unavailable at the…

最优化与控制 · 数学 2024-04-09 Chengyu Du , Fang He , Xi Lin

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

Demand forecasting is extremely important in revenue management. After all, it is one of the inputs to an optimisation method which aim is to maximize revenue. Most, if not all, forecasting methods use historical data to forecast the…

最优化与控制 · 数学 2021-03-16 Daniel Hopman , Ger Koole , Rob van der Mei

In addition to maximizing the total revenue, decision-makers in lots of industries would like to guarantee balanced consumption across different resources. For instance, in the retailing industry, ensuring a balanced consumption of…

机器学习 · 统计学 2023-09-11 Xi Chen , Jiameng Lyu , Yining Wang , Yuan Zhou

This paper discusses the revenue management (RM) problem to maximize revenue by pricing items or services. One challenge in this problem is that the demand distribution is unknown and varies over time in real applications such as airline…

机器学习 · 计算机科学 2024-05-09 Kazuma Shimizu , Junya Honda , Shinji Ito , Shinji Nakadai

The robust multi-product pricing problem is to determine the prices of a collection of products so as to maximize the worst-case revenue, where the worst case is taken over an uncertainty set of demand models that the firm expects could be…

最优化与控制 · 数学 2025-02-17 Xinyi Guan , Velibor V. Mišić

Problem definition: We study a data-driven pricing problem in which a seller sets a price for a single item based on demand observed at a limited number of historical prices. Our goal is to quantify the value of such information and to…

计算机科学与博弈论 · 计算机科学 2026-05-19 Achraf Bahamou , Omar Besbes , Omar Mouchtaki

We introduce the refined assortment optimization problem where a firm may decide to make some of its products harder to get instead of making them unavailable as in the traditional assortment optimization problem. Airlines, for example,…

理论经济学 · 经济学 2021-02-08 Gerardo Berbeglia , Alvaro Flores , Guillermo Gallego

For any business, planning is a continuous process, and typically business-owners focus on making both long-term planning aligned with a particular strategy as well as short-term planning that accommodates the dynamic market situations. An…

综合金融 · 定量金融 2017-01-25 Amita Gajewar , Gagan Bansal

Finding the optimal product prices and product assortment are two fundamental problems in revenue management. Usually, a seller needs to jointly determine the prices and assortment while managing a network of resources with limited…

最优化与控制 · 数学 2022-04-12 Anton J. Kleywegt , Hongzhang Shao

The assortment problem in revenue management is the problem of deciding which subset of products to offer to consumers in order to maximise revenue. A simple and natural strategy is to select the best assortment out of all those that are…

数据结构与算法 · 计算机科学 2019-02-22 Gerardo Berbeglia , Gwenaël Joret

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

Reverse pricing has been recognized as an effective tool to handle demand uncertainty in the travel industry (e.g., airlines and hotels). To investigate its viability for communication networks, we study the practical limitations of…

网络与互联网体系结构 · 计算机科学 2016-03-23 Sang Yeob Jung , Seong-Lyun Kim

We study adaptive two-sided assortment optimization for revenue maximization in choice-based matching platforms. The platform has two sides of agents, an initiating side, and a responding side. The decision-maker sequentially selects agents…

计算机科学与博弈论 · 计算机科学 2025-08-13 Mohammadreza Ahmadnejadsaein , Omar El Housni

Price-based revenue management is an important problem in operations management with many practical applications. The problem considers a retailer who sells a product (or multiple products) over $T$ consecutive time periods and is subject…

最优化与控制 · 数学 2021-01-01 Yining Wang , He Wang

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

With the rapid growth in the fashion e-commerce industry, it is becoming extremely challenging for the E-tailers to set an optimal price point for all the products on the platform. By establishing an optimal price point, they can maximize…

机器学习 · 计算机科学 2020-08-25 Sajan Kedia , Samyak Jain , Abhishek Sharma
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