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As big data becomes ubiquitous across domains, and more and more stakeholders aspire to make the most of their data, demand for machine learning tools has spurred researchers to explore the possibilities of automated machine learning…

Currently, a variety of pipeline tools are available for use in data engineering. Data scientists can use these tools to resolve data wrangling issues associated with data and accomplish some data engineering tasks from data ingestion…

机器学习 · 计算机科学 2024-06-21 Anthony Mbata , Yaji Sripada , Mingjun Zhong

Automated machine learning techniques benefited from tremendous research progress in recently. These developments and the continuous-growing demand for machine learning experts led to the development of numerous AutoML tools. However, these…

机器学习 · 计算机科学 2021-06-15 Alexandru-Ionut Imbrea

The increasing complexity and scale of the Internet of Things (IoT) have made security a critical concern. This paper presents a novel Large Language Model (LLM)-based framework for comprehensive threat detection and prevention in IoT…

密码学与安全 · 计算机科学 2025-05-14 Yazan Otoum , Arghavan Asad , Amiya Nayak

The rapid evolution of mobile networks from 5G to 6G has necessitated the development of autonomous network management systems, such as Zero-Touch Networks (ZTNs). However, the increased complexity and automation of these networks have also…

机器学习 · 计算机科学 2024-09-06 Li Yang , Abdallah Shami

Today, Internet of Things (IoT) devices are the powerhouse of data generation with their ever-increasing numbers and widespread penetration. Similarly, artificial intelligence (AI) and machine learning (ML) solutions are getting integrated…

密码学与安全 · 计算机科学 2019-01-21 Kazım Rıfat Özyılmaz , Mehmet Doğan , Arda Yurdakul

Industrial AI is transitioning from traditional deep learning models to large-scale transformer-based architectures, with the Industrial Internet of Things (IIoT) playing a pivotal role. IIoT evolves from a simple data pipeline to an…

机器学习 · 计算机科学 2024-12-30 Jiao Chen , Jiayi He , Fangfang Chen , Zuohong Lv , Jianhua Tang , Weihua Li , Zuozhu Liu , Howard H. Yang , Guangjie Han

The rising availability of large volume data, along with increasing computing power, has enabled a wide application of statistical Machine Learning (ML) algorithms in the domains of Cyber-Physical Systems (CPS), Internet of Things (IoT) and…

信号处理 · 电气工程与系统科学 2020-11-30 Yongchao Huang , Hugh Miles , Pengfei Zhang

The Internet of Things (IoT) signifies a revolutionary technological advancement, enhancing various applications through device interconnectivity while introducing significant challenges due to these devices' limited hardware and…

网络与互联网体系结构 · 计算机科学 2025-12-08 Mohammadhossein Homaei

Based on recent trends in artificial intelligence and IoT research. The cooperative potential of integrating the Internet of Things (IoT) and Multimodal Language Models (MLLMs) is presented in this survey paper for future 6G systems. It…

计算机与社会 · 计算机科学 2025-04-22 Abdelrahman Soliman

As the number of connected IoT devices continues to grow, securing these systems against cyber threats remains a major challenge, especially in environments with limited computational and energy resources. This paper presents an…

密码学与安全 · 计算机科学 2025-11-25 Saeid Jamshidi , Amin Nikanjam , Negar Shahabi , Kawser Wazed Nafi , Foutse Khomh , Samira Keivanpour , Rolando Herrero

Machine Learning (ML) has been integrated into various software and systems. Two main components are essential for training an ML model: the training data and the ML algorithm. Given the critical role of data in ML system development, it…

软件工程 · 计算机科学 2025-08-27 Asma Yamani , Nadeen AlAmoudi , Salma Albilali , Malak Baslyman , Jameleddine Hassine

Data-driven modeling based on Machine Learning (ML) is becoming a central component of protein engineering workflows. This perspective presents the elements necessary to develop effective, reliable, and reproducible ML models, and a set of…

生物大分子 · 定量生物学 2025-07-11 Fabio Herrera-Rocha , David Medina-Ortiz , Fabian Mauz , Juergen Pleiss , Mehdi D. Davari

Billions of interconnected Internet of Things (IoT) sensors and devices collect tremendous amounts of data from real-world scenarios. Big data is generating increasing interest in a wide range of industries. Once data is analyzed through…

信号处理 · 电气工程与系统科学 2022-11-07 Pedro Chaves , Tiago Fonseca , Luis Lino Ferreira , Bernardo Cabral , Orlando Sousa , Andre Oliveira , Jorge Landeck

As an emerging technology, digital twin (DT) can provide real-time status and dynamic topology mapping for Internet of Things (IoT) devices. However, DT and its implementation within industrial IoT networks necessitates substantial,…

分布式、并行与集群计算 · 计算机科学 2024-08-28 Shunfeng Chu , Jun Li , Jianxin Wang , Yiyang Ni , Kang Wei , Wen Chen , Shi Jin

In current Internet-of-Things (IoT) deployments, a mix of traditional IP networking and IoT specific protocols, both relying on the TCP protocol, can be used to transport data from a source to a destination. Therefore, TCP-specific attacks,…

分布式、并行与集群计算 · 计算机科学 2022-06-22 Pheeha Machaka , Olasupo Ajayi , Hloniphani Maluleke , Ferdinand Kahenga , Antoine Bagula , Kyandoghere Kyamakya

The large increase in the number of Internet of Things (IoT) devices have revolutionised the way data is processed, which added to the current trend from cloud to edge computing has resulted in the need for efficient and reliable data…

网络与互联网体系结构 · 计算机科学 2024-03-15 Jose-Carlos Gamazo-Real , Raul Torres Fernandez , Adrian Murillo Armas

With the number of connected smart devices expected to constantly grow in the next years, Internet of Things (IoT) solutions are experimenting a booming demand to make data collection and processing easier. The ability of IoT appliances to…

密码学与安全 · 计算机科学 2024-02-12 Marco Arazzi , Serena Nicolazzo , Antonino Nocera

Recently, deep neural networks have been outperforming conventional machine learning algorithms in many computer vision-related tasks. However, it is not computationally acceptable to implement these models on mobile and IoT devices and the…

分布式、并行与集群计算 · 计算机科学 2021-06-24 Behnam Zeinali , Di Zhuang , J. Morris Chang

As more devices connect to the internet, it becomes crucial to address their limitations and basic security needs. While much research focuses on utilizing ML and DL to tackle security challenges, there is often a tendency to overlook the…

密码学与安全 · 计算机科学 2024-03-25 Mounia Hamidouche , Biniam Fisseha Demissie , Bilel Cherif