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This study investigates how Multi-Agent Reinforcement Learning (MARL) can improve dynamic pricing strategies in supply chains, particularly in contexts where traditional ERP systems rely on static, rule-based approaches that overlook…

机器学习 · 计算机科学 2025-07-04 Thomas Hazenberg , Yao Ma , Seyed Sahand Mohammadi Ziabari , Marijn van Rijswijk

Firms increasingly rely on dynamic pricing to respond to evolving customer demand, yet in many applications they observe only the revenue generated by a single posted price in each period. At the same time, market conditions may shift…

机器学习 · 计算机科学 2026-05-21 Xiangyu Yang , Feng Xu , Jian-Qiang Hu , Jiaqiao Hu

This whitepaper introduces an innovative mechanism for pricing perpetual contracts and quoting fees to traders based on current market conditions. The approach employs liquidity curves and on-chain oracles to establish a new adaptive…

交易与市场微观结构 · 定量金融 2023-09-01 Chester Bella , Danny Boahen , Sudeep Biswas

We consider a general queueing system with price-sensitive customers in which the service provider seeks to balance two objectives, maximizing the average revenue rate and minimizing the average queue length. Customers arrive according to a…

数据结构与算法 · 计算机科学 2025-12-09 Jacob Bergquist , Adam N. Elmachtoub

With the rise of emerging risks, model uncertainty poses a fundamental challenge in the insurance industry, making robust pricing a first-order question. This paper investigates how insurers' robustness preferences shape competitive…

风险管理 · 定量金融 2025-10-20 Shunzhi Pang

Recently equal risk pricing, a framework for fair derivative pricing, was extended to consider dynamic risk measures. However, all current implementations either employ a static risk measure that violates time consistency, or are based on…

证券定价 · 定量金融 2021-09-10 Saeed Marzban , Erick Delage , Jonathan Yumeng Li

We study a model of congestible resources, where pricing and scheduling are intertwined. Motivated by the problem of pricing cloud instances, we model a cloud computing service as linked $GI/GI/\cdot$ queuing systems where the provider…

计算机科学与博弈论 · 计算机科学 2017-01-09 Vineet Abhishek , Ian A. Kash , Peter Key

While volume-based grid tariffs have been the norm for residential consumers, capacity-based tariffs will become more relevant with the increasing electrification of society. A further development is capacity subscription, where consumers…

综合经济学 · 经济学 2021-11-12 Sigurd Bjarghov , Hossein Farahmand , Gerard Doorman

In this paper, we consider the pricing of derivative products that involve dynamic hedging strategies and payments within the planning horizon. Equity-indexed annuities (EIAs), Guaranteed investment certificate (GIC), American and Barrier…

风险管理 · 定量金融 2019-08-07 Patrice Gaillardetz , Saeb Hachem

This paper proposes a two-step framework for techno-economic analysis of a demand-side flexibility service in distribution networks. Step one applies optimization-based modelling to propose a generic problem formulation which determines the…

系统与控制 · 电气工程与系统科学 2022-01-10 Timur Sayfutdinov , Charalampos Patsios , David Greenwood , Meltem Peker , Ilias Sarantakos

Time-varying pricing tariffs incentivize consumers to shift their electricity demand and reduce costs, but may increase the energy burden for consumers with limited response capability. The utility must thus balance affordability and…

机器学习 · 计算机科学 2023-07-31 Liudong Chen , Bolun Xu

In the context of charging electric vehicles (EVs), the price-based demand response (PBDR) is becoming increasingly significant for charging load management. Such response usually encourages cost-sensitive customers to adjust their energy…

系统与控制 · 电气工程与系统科学 2024-04-17 Chengyang Gu , Yuxin Pan , Ruohong Liu , Yize Chen

We consider the pricing of variable annuities (VAs) with general fee structures under popular stochastic volatility models such as Heston, Hull-White, Scott, $\alpha$-Hypergeometric, $3/2$, and $4/2$ models. In particular, we analyze the…

计算金融 · 定量金融 2022-08-01 Zhenyu Cui , Anne MacKay , Marie-Claude Vachon

The paper presents a framework of microservices-based architecture dedicated to enhancing the performance of real-time travel reservation systems using the power of predictive analytics. Traditional monolithic systems are bad at scaling and…

信息论 · 计算机科学 2024-12-23 Biman Barua , M. Shamim Kaiser

This paper proposes a framework for developing forecasting models by streamlining the connections between core components of the developmental process. The proposed framework enables swift and robust integration of new datasets,…

机器学习 · 计算机科学 2023-04-14 Jonathan Hans Soeseno , Sergio González , Trista Pei-Chun Chen

This paper studies spatiotemporal pricing and fleet management for autonomous mobility-on-demand (AMoD) systems while taking elastic demand into account. We consider a platform that offers ride-hailing services using a fleet of autonomous…

最优化与控制 · 数学 2024-04-02 Zhijie Lai , Sen Li

We consider the problem of dynamic pricing of a product in the presence of feature-dependent price sensitivity. Developing practical algorithms that can estimate price elasticities robustly, especially when information about no purchases…

机器学习 · 统计学 2022-12-21 Ravi Kumar , Shahin Boluki , Karl Isler , Jonas Rauch , Darius Walczak

Network slicing is a key capability for next generation mobile networks. It enables one to cost effectively customize logical networks over a shared infrastructure. A critical component of network slicing is resource allocation, which needs…

网络与互联网体系结构 · 计算机科学 2020-01-07 Jiaxiao Zheng , Gustavo de Veciana , Albert Banchs

Accurate forecasting in the e-commerce finance domain is particularly challenging due to irregular invoice schedules, payment deferrals, and user-specific behavioral variability. These factors, combined with sparse datasets and short…

机器学习 · 计算机科学 2025-09-25 Abhishek Sharma , Anat Parush , Sumit Wadhwa , Amihai Savir , Anne Guinard , Prateek Srivastava

We consider a periodical equilibrium pricing problem for multiple firms over a planning horizon of T periods. At each period, firms set their selling prices and receive stochastic demand from consumers. Firms do not know their underlying…

计算机科学与博弈论 · 计算机科学 2024-06-07 Yongge Yang , Yu-Ching Lee , Po-An Chen