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Many hyperparameter optimization (HyperOpt) methods assume restricted computing resources and mainly focus on enhancing performance. Here we propose a novel cloud-based HyperOpt (CHOPT) framework which can efficiently utilize shared…

The copilot framework, which aims to enhance and tailor large language models (LLMs) for specific complex tasks without requiring fine-tuning, is gaining increasing attention from the community. In this paper, we introduce the construction…

计算与语言 · 计算机科学 2024-02-22 Zhiyao Ren , Yibing Zhan , Baosheng Yu , Liang Ding , Dacheng Tao

Machine Learning (ML) plays a vital role in implementing digital health. The advances in hardware and the democratization of software tools have revolutionized machine learning. However, the deployment of ML models -- the mathematical…

计算机与社会 · 计算机科学 2020-06-09 Bell Raj Eapen , Kamran Sartipi , Norm Archer

The integration of diverse clinical modalities such as medical imaging and the tabular data extracted from patients' Electronic Health Records (EHRs) is a crucial aspect of modern healthcare. Integrative analysis of multiple sources can…

计算机视觉与模式识别 · 计算机科学 2025-04-22 Daniel Duenias , Brennan Nichyporuk , Tal Arbel , Tammy Riklin Raviv

Recent advances in mobile technologies and cloud computing services have inspired the development of cloud-based real-time health monitoring systems. However, the transfer of health-related data to the cloud contributes to the burden on the…

网络与互联网体系结构 · 计算机科学 2020-07-29 Ida Syafiza M. Isa , Taisir E. H. El-Gorashi , Mohamed O. I. Musa , Jaafar M. H. Elmirghani

Cloud services today are increasingly built using functionality from other running services. In this paper, we question whether legacy Quality of Services (QoS) metrics and enforcement techniques are sufficient as they are producer centric.…

计算机与社会 · 计算机科学 2015-10-01 Murad Kablan , Hani Jamjoom , Eric Keller

While the applications and demands of Machine learning (ML) systems in mental health are growing, there is little discussion nor consensus regarding a uniquely challenging aspect: building security methods and requirements into these ML…

计算机与社会 · 计算机科学 2020-08-19 Helen Jiang , Erwen Senge

Companies are rushing to deliver their services and solutions through the cloud. The scheduling process is very critical in reducing delays. Scheduling also has a role in accessing resources without excessive waiting time. All this in…

分布式、并行与集群计算 · 计算机科学 2022-01-28 M A El-Dosuky , Gamal H Eladl

Healthcare services in rural areas face numerous challenges due to the high cost of treatment and a lack of appropriate services. The application of Internet of Things (IoT) technology has shown potential in mitigating these issues. This…

人机交互 · 计算机科学 2023-03-01 Hamidreza Maneshti , Morteza Dadashi , Kamyar Rostami

Objectives: The fee-for-service approach to healthcare leads to the management of a patient's conditions in an independent manner, inducing various negative consequences. It is recognized that a bundled care approach to healthcare-one that…

计算机与社会 · 计算机科学 2017-06-05 You Chen , Abel N. Kho , David Liebovitz , Catherine Ivory , Sarah Osmundson , Jiang Bian , Bradley A. Malin

Clinical decision-making increasingly relies on timely and context-aware access to patient information within Electronic Health Records (EHRs), yet most existing natural language question-answering (QA) systems are evaluated solely on…

Exponential growth in heterogeneous healthcare data arising from electronic health records (EHRs), medical imaging, wearable sensors, and biomedical research has accelerated the adoption of data lakes and centralized architectures capable…

分布式、并行与集群计算 · 计算机科学 2025-10-08 Ritesh Chandra , Sonali Agarwal , Navjot Singh , Sadhana Tiwari

Privacy Security of data in Cloud Storage is one of the main issues. Many Frameworks and Technologies are used to preserve data security in cloud storage. [1] Proposes a framework which includes the design of data organization structure,…

密码学与安全 · 计算机科学 2012-05-15 Rajeev Bedi , Mohit Marwaha , Tajinder Singh , Harwinder Singh , Amritpal Singh

Chronious is an Open, Ubiquitous and Adaptive Chronic Disease Management Platform for Chronic Obstructive Pulmonary Disease(COPD) Chronic Kidney Disease (CKD) and Renal Insufficiency. It consists of several modules: an ontology based…

信息检索 · 计算机科学 2012-03-21 Piero Giacomelli , Giulia Munaro , Roberto Rosso

As a result of the phenomenal proliferation of modern mobile Internet-enabled devices and the widespread utilization of wireless and cellular data networks, mobile users are increasingly requiring services tailored to their current context.…

分布式、并行与集群计算 · 计算机科学 2011-05-12 Elarbi Badidi , Larbi Esmahi

Data management can be a complex challenge in fields such as bioinformatics and health sciences, which continuously generate extensive heterogeneous datasets. In the context of collaborative global health initiatives, secure storage and…

软件工程 · 计算机科学 2026-05-20 Danilo Silva , Monika Moir , Cheryl Baxter , Tulio de Oliveira , Joicymara Xavier , Marcel Dunaiski

Cloud computing has made it possible for a user to be able to select a computing service precisely when needed. However, certain factors such as security of data and regulatory issues will impact a user's choice of using such a service. A…

分布式、并行与集群计算 · 计算机科学 2011-05-11 Vaibhav Khadilkar , Murat Kantarcioglu , Bhavani Thuraisingham , Sharad Mehrotra

The COVID-19 pandemic and other ongoing health crises have underscored the need for prompt healthcare services worldwide. The traditional healthcare system, centered around hospitals and clinics, has proven inadequate in the face of such…

计算机与社会 · 计算机科学 2024-09-06 Munshi Saifuzzaman , Tajkia Nuri Ananna

Reliability of large-scale cloud services is critical for user satisfaction and business continuity. Despite significant investments in reliability engineering, production incidents remain inevitable, often leading to customer impact and…

分布式、并行与集群计算 · 计算机科学 2026-03-16 Anson Bastos , Shreeya Venneti , Anjaly Parayil , Ayush Choure , Chetan Bansal , Rujia Wang

Based on the dominant paradigm, all the wearable IoT devices used in the healthcare sector also known as the internet of medical things (IoMT) are resource constrained in power and computational capabilities. The IoMT devices are…

网络与互联网体系结构 · 计算机科学 2022-02-03 Sunny Sanyal , Dapeng Wu , Boubakr Nour