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In dynamic and turbulent business environment, the need for success and survival of any organization is the ability of adapting to changes efficiently and cost-effectively. So, for developing software applications, one of the methods is…

软件工程 · 计算机科学 2012-04-03 Majlesi Shahrbanoo , Mehrpour Ali , Mohsenzadeh Mehran

The proliferation of edge devices and the rapid growth of IoT data have called forth the edge computing paradigm. Function-as-a-service (FaaS) is a promising computing paradigm to realize edge computing. This paper explores the feasibility…

分布式、并行与集群计算 · 计算机科学 2023-07-14 Runyu Jin , Qirui Yang , Ming Zhao

In this paper we apply active learning algorithms for dynamic pricing in a prominent e-commerce website. Dynamic pricing involves changing the price of items on a regular basis, and uses the feedback from the pricing decisions to update…

机器学习 · 统计学 2018-02-12 Ravi Ganti , Matyas Sustik , Quoc Tran , Brian Seaman

Function-as-a-Service (FaaS) has become a central paradigm in serverless cloud computing, yet optimizing FaaS deployments remains challenging. Using function fusion, multiple functions can be combined into a single deployment unit, which…

分布式、并行与集群计算 · 计算机科学 2026-01-19 Niklas Kowallik , Trever Schirmer , David Bermbach

This paper presents a marketing analytics framework that operationalizes subscription pricing as a dynamic, guardrailed decision system, uniting multivariate demand forecasting, segment-level price elasticity, and churn propensity to…

机器学习 · 计算机科学 2026-01-22 Deepit Sapru

Advancements in digitization have enabled two sided manufacturing-as-a-service (MaaS) marketplaces which has significantly reduced product development time for designers. These platforms provide designers with access to manufacturing…

人工智能 · 计算机科学 2025-06-17 Deepak Pahwa

The Function-as-a-Service (FaaS) paradigm has a lot of potential as a computing model for fog environments comprising both cloud and edge nodes. When the request rate exceeds capacity limits at the edge, some functions need to be offloaded…

分布式、并行与集群计算 · 计算机科学 2020-03-05 David Bermbach , Setareh Maghsudi , Jonathan Hasenburg , Tobias Pfandzelter

Scientific software applications are increasingly developed by large interdiscplinary teams operating on functional modules organized around a common software framework, which is capable of integrating new functional capabilities without…

性能 · 计算机科学 2013-09-10 Azamat Mametjanov , Boyana Norris

In this paper, we explore a novel combination of supervised learning and quadratic programming to refine dynamic pricing models in the car rental industry. We utilize dynamic modeling of price elasticity, informed by ordinary least squares…

最优化与控制 · 数学 2024-02-26 Gustavo Bramao , Ilia Tarygin

Spatiotemporal data play a key role for mobility-based applications and are their produced volume is growing continuously, among others, due to the increased availability of IoT devices. When working with spatiotemporal data, developers…

数据库 · 计算机科学 2025-10-23 Tim C. Rese , David Bermbach

Cloud-based services with resources to be provisioned for consumers are increasingly the norm, especially with respect to Big data, spatiotemporal data mining and application services that impose a user's agreed Quality of Service (QoS)…

分布式、并行与集群计算 · 计算机科学 2018-02-07 John Olorunfemi Abe , Burak Berk Ustundaug

GitHub, a central hub for collaborative software development, has revolutionized the open-source software (OSS) ecosystem through its GitHub Marketplace, a platform launched in 2017 to host automation tools aimed at enhancing the efficiency…

软件工程 · 计算机科学 2025-08-05 SK. Golam Saroar , Waseefa Ahmed , Elmira Onagh , Maleknaz Nayebi

We develop a framework for the optimal pricing and product design of LLMs in which a provider sells menus of token budgets to users who differ in their valuations across a continuum of tasks. Under a homogeneous production technology, we…

理论经济学 · 经济学 2026-03-10 Dirk Bergemann , Alessandro Bonatti , Alex Smolin

As cloud computing is increasingly transforming the information technology landscape, organizations and businesses are exhibiting strong interest in Software-as-a-Service (SaaS) offerings that can help them increase business agility and…

分布式、并行与集群计算 · 计算机科学 2013-06-11 Elarbi Badidi

Software as a Service (SaaS) is well established as an effective model for the development, deployment and customization of software. As it continues to gain more momentum in the IT industry, many user experience challenges and issues are…

人机交互 · 计算机科学 2018-12-11 Lakshmi Sirisha Revadi , Xi Zheng , Yupeng Jiang

We consider the use of pricing as a regulatory mechanism when an unknown number of autonomous agents compete for access to a shared resource (possibly limited in volume or capacity). In standard dynamic pricing control systems, an…

Serverless computing promises convenient abstractions for developing and deploying functions that execute in response to events. In such Function-as-a-Service (FaaS) platforms, scheduling is an integral task, but current scheduling…

分布式、并行与集群计算 · 计算机科学 2025-07-08 Saman Akbari , Manfred Hauswirth

Organizations often lack sufficient data to effectively train machine learning (ML) models, while others possess valuable data that remains underutilized. Data markets promise to unlock substantial value by matching data suppliers with…

机器学习 · 计算机科学 2025-05-28 Minbiao Han , Jonathan Light , Steven Xia , Sainyam Galhotra , Raul Castro Fernandez , Haifeng Xu

Requirements prioritization is a critical activity during the early software development process, which produces a set of key requirements to implement. The prioritization process offers a parity among the requirements based on multiple…

软件工程 · 计算机科学 2023-06-22 Jonathan Winton , Francis Palma

FaaS (Function-as-a-Service) revolutionized cloud computing by replacing persistent virtual machines with dynamically allocated resources. This shift trades locality and statefulness for a pay-as-you-go model more suited to variable and…

分布式、并行与集群计算 · 计算机科学 2024-05-02 Marcin Copik , Alexandru Calotoiu , Pengyu Zhou , Konstantin Taranov , Torsten Hoefler