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As a measure of the long-term contribution produced by customers in a service or product relationship, life-time value, or LTV, can more comprehensively find the optimal strategy for service delivery. However, it is challenging to…

Artificial Intelligence · Computer Science 2022-01-19 Zizhao Zhang , Yifei Zhao , Guangda Huzhang

The source code of Function as a Service (FaaS) applications is constantly being refined. To detect if a source code change introduces a significant performance regression, the traditional benchmarking approach evaluates both the old and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-08 Martin Grambow , Tim Dockenfuß , Trever Schirmer , Nils Japke , David Bermbach

Infrastructure-as-a-Service (IaaS) clouds offer diverse instance purchasing options. A user can either run instances on demand and pay only for what it uses, or it can prepay to reserve instances for a long period, during which a usage…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-05-27 Wei Wang , Baochun Li , Ben Liang

Cloud computing has transformed the way organizations manage and scale their IT infrastructure by offering flexible, scalable, and cost-effective solutions. However, the Infrastructure as a Service (IaaS) model faces performance challenges…

Computational Engineering, Finance, and Science · Computer Science 2024-10-02 Dawit Zeleke Admassu

We propose an IoT energy service provisioning framework to ensure consumers' Quality of Experience (QoE). A novel context-aware trust assessment model is proposed to evaluate the trustworthiness of providers. Our model adapts to the dynamic…

Systems and Control · Electrical Eng. & Systems 2024-01-03 Amani Abusafia , Athman Bouguettaya , Abdallah Lakhdari , Abdallah Lakhdari

Evaluation in empirical computer science is essential to show progress and assess technologies developed. Several research domains such as information retrieval have long relied on systematic evaluation to measure progress: here, the…

Software as a service (SaaS) has recently enjoyed much attention as it makes the use of software more convenient and cost-effective. At the same time, the arising of users' expectation for high quality service such as real-time information…

Software Engineering · Computer Science 2016-04-13 Feng-Lin Li , Chi-Hung Chi , Yue Wang , Cong Liu

The real-time database service selection depends typically to the system stability in order to handle the time-constrained transactions within their deadline. However, applying the real-time database system in the mobile ad hoc networks…

Databases · Computer Science 2011-12-13 Jihen Drira Rekik , Leila Baccouche , Henda Ben Ghezala

We present a mathematically rigorous Quality-of-Service (QoS) metric which relates the achievable quality of service metric (QoS) for a real-time analytics service to the server energy cost of offering the service. Using a new iso-QoS…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-01-15 Giorgis Georgakoudis , Charles J. Gillan , Ahmed Sayed , Ivor Spence , Richard Faloon , Dimitrios S. Nikolopoulos

In edge computing, edge servers are placed in close proximity to end-users. App vendors can deploy their services on edge servers to reduce network latency experienced by their app users. The edge user allocation (EUA) problem challenges…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-29 Phu Lai , Qiang He , Guangming Cui , Xiaoyu Xia , Mohamed Abdelrazek , Feifei Chen , John Hosking , John Grundy , Yun Yang

The selection of algorithms is a crucial step in designing AI services for real-world time series classification use cases. Traditional methods such as neural architecture search, automated machine learning, combined algorithm selection,…

Machine Learning · Computer Science 2024-10-02 Lars Böcking , Leopold Müller , Niklas Kühl

Free trial promotions, where users are given a limited time to try the product for free, are a commonly used customer acquisition strategy in the Software as a Service (SaaS) industry. We examine how trial length affect users'…

Machine Learning · Statistics 2020-06-25 Hema Yoganarasimhan , Ebrahim Barzegary , Abhishek Pani

Policy gradient reinforcement learning (RL) algorithms have achieved impressive performance in challenging learning tasks such as continuous control, but suffer from high sample complexity. Experience replay is a commonly used approach to…

Machine Learning · Statistics 2020-02-19 Saad Mohamad , Giovanni Montana

The Internet service provider industry is currently experiencing intense competition as companies strive to provide top-notch services to their customers. Providers are introducing cutting-edge technologies to enhance service quality,…

Networking and Internet Architecture · Computer Science 2024-04-26 Parsa H. S. Panahi , Amir H. Jalilvand , Abolfazl Diyanat

We propose a novel CP-Net based composition approach to qualitatively select an optimal set of consumers for an IaaS provider. The IaaS provider's and consumers' qualitative preferences are captured using CP-Nets. We propose a CP-Net…

Artificial Intelligence · Computer Science 2021-02-25 Sheik Mohammad Mostakim Fattah , Athman Bouguettaya , Sajib Mistry

Comparing ISPs on broadband speed is challenging, since measurements can vary due to subscriber attributes such as operation system and test conditions such as access capacity, server distance, TCP window size, time-of-day, and network…

We propose a novel Quality of Experience (QoE)-aware framework to crowdsource IoT energy services efficiently. The proposed framework leverages the provisioning of energy services as an auxiliary to increase consumers' satisfaction. A novel…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-09 Amani Abusafia , Athman Bouguettaya , Abdallah Lakhdari

We propose a novel Quality of Experience (QoE) metric as a key criterion to optimize the composition of energy services in a crowdsourced IoT environment. A novel importance-based composition algorithm is proposed to ensure the highest QoE…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-30 Amani Abusafia , Athman Bouguettaya , Abdallah Lakhdari

The Internet of Things (IoT) envisions the creation of an environment where everyday objects (e.g. microwaves, fridges, cars, coffee machines, etc.) are connected to the internet and make users' lives more productive, efficient, and…

Networking and Internet Architecture · Computer Science 2019-04-11 Charith Perera , Mahmoud Barhamgi , Suparna De , Tim Baarslag , Massimo Vecchio , Kim-Kwang Raymond Choo

Cloud services have been used very widely, but configuration of the parameters, including the efficient allocation of resources, is an important objective for the system architect. The article is devoted to solving the problem of choosing…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-12-06 Evgeny Nikulchev , Evgeniy Pluzhnik , Oleg Lukyanchikov , Dmitry Biryukov , Elena Andrianova