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Executing flow estimation using Deep Learning (DL)-based soft sensors on resource-limited IoT devices has demonstrated promise in terms of reliability and energy efficiency. However, its application in the field of wastewater flow…

信号处理 · 电气工程与系统科学 2026-04-22 Tianheng Ling , Chao Qian , Gregor Schiele

Traditional machine learning methods face two main challenges in dealing with healthcare predictive analytics tasks. First, the high-dimensional nature of healthcare data needs labor-intensive and time-consuming processes to select an…

机器学习 · 计算机科学 2022-09-16 Mohammad Amin Morid , Olivia R. Liu Sheng , Joseph Dunbar

Deep Learning, driven by neural networks, has led to groundbreaking advancements in Artificial Intelligence by enabling systems to learn and adapt like the human brain. These models have achieved remarkable results, particularly in…

机器学习 · 计算机科学 2025-06-02 Paritosh Ranjan , Surajit Majumder , Prodip Roy

Scientific progress is tightly coupled to the emergence of new research tools. Today, machine learning (ML)-especially deep learning (DL)-has become a transformative instrument for quantum science and technology. Owing to the intrinsic…

量子物理 · 物理学 2025-08-15 Timothy Heightman , Marcin Płodzień

Recent breakthrough technological progressions of powerful mobile computing resources such as low-cost mobile GPUs along with cutting-edge, open-source software architectures have enabled high-performance deep learning on mobile platforms.…

机器学习 · 计算机科学 2023-02-02 G. Dumindu Samaraweera , Hung Nguyen , Hadi Zanddizari , Behnam Zeinali , J. Morris Chang

Deep learning (DL) defines a new data-driven programming paradigm that constructs the internal system logic of a crafted neuron network through a set of training data. We have seen wide adoption of DL in many safety-critical scenarios.…

软件工程 · 计算机科学 2018-08-16 Lei Ma , Felix Juefei-Xu , Fuyuan Zhang , Jiyuan Sun , Minhui Xue , Bo Li , Chunyang Chen , Ting Su , Li Li , Yang Liu , Jianjun Zhao , Yadong Wang

To have the greatest impact, public health initiatives must be made using evidence-based decision-making. Machine learning Algorithms are created to gather, store, process, and analyse data to provide knowledge and guide decisions. A…

机器学习 · 计算机科学 2022-09-28 Imen Jdey , Ghazala Hcini , Hela Ltifi

A new wave of wireless services, including virtual reality, autonomous driving and internet of things, is driving the design of new generations of wireless systems to deliver ultra-high data rates, massive number of connected devices and…

信息论 · 计算机科学 2019-12-24 Zhenyu Liu , Lin Zhang , Zhi Ding

Deep learning applications have been thriving over the last decade in many different domains, including computer vision and natural language understanding. The drivers for the vibrant development of deep learning have been the availability…

信号处理 · 电气工程与系统科学 2020-05-06 Olga Fink , Qin Wang , Markus Svensén , Pierre Dersin , Wan-Jui Lee , Melanie Ducoffe

The internet of things (IoT) is transforming major industries including but not limited to healthcare, agriculture, finance, energy, and transportation. IoT platforms are continually improving with innovations such as the amalgamation of…

机器学习 · 计算机科学 2019-11-12 M. A. P. Chamikara , P. Bertok , I. Khalil , D. Liu , S. Camtepe , M. Atiquzzaman

This paper provides a comprehensive survey on recent advances in deep learning (DL) techniques for the channel coding problems. Inspired by the recent successes of DL in a variety of research domains, its applications to the physical layer…

信息论 · 计算机科学 2026-02-06 Toshiki Matsumine , Hideki Ochiai

Numerous studies have established the necessity for developing safety equipment to detect drowsiness among vehicle drivers. However, for reliable implementations, such systems must employ dependable sources of stimuli; through…

信号处理 · 电气工程与系统科学 2021-11-08 Ashwin Pillay , Aditya Kale , Raj Anchan , Aniket Bhadricha , Sangeetha Prasanna Ram

Healthcare sector is totally different from other industry. It is on high priority sector and people expect highest level of care and services regardless of cost. It did not achieve social expectation even though it consume huge percentage…

计算机视觉与模式识别 · 计算机科学 2017-04-25 Muhammad Imran Razzak , Saeeda Naz , Ahmad Zaib

The emerging field of artificial intelligence of things (AIoT, AI+IoT) is driven by the widespread use of intelligent infrastructures and the impressive success of deep learning (DL). With the deployment of DL on various intelligent…

机器学习 · 计算机科学 2023-09-28 Sicong Liu , Bin Guo , Cheng Fang , Ziqi Wang , Shiyan Luo , Zimu Zhou , Zhiwen Yu

Intrusion detection into computer networks has become one of the most important issues in cybersecurity. Attackers keep on researching and coding to discover new vulnerabilities to penetrate information security system. In consequence…

密码学与安全 · 计算机科学 2020-12-17 Sergio Hidalgo-Espinoza , Kevin Chamorro-Cupueran , Oscar Chang-Tortolero

Deep learning (DL) has recently changed the development of intelligent systems and is widely adopted in many real-life applications. Despite their various benefits and potentials, there is a high demand for DL processing in different…

神经与进化计算 · 计算机科学 2023-04-05 Chunyu Yuan , Sos S. Agaian

Deep learning, a branch of artificial intelligence, is a data-driven method that uses multiple layers of interconnected units or neurons to learn intricate patterns and representations directly from raw input data. Empowered by this…

机器学习 · 计算机科学 2025-07-28 Mohd Halim Mohd Noor , Ayokunle Olalekan Ige

With the rise in the wholesale adoption of Deep Learning (DL) models in nearly all aspects of society, a unique set of challenges is imposed. Primarily centered around the architectures of these models, these risks pose a significant…

密码学与安全 · 计算机科学 2024-09-17 Jamal Al-Karaki , Muhammad Al-Zafar Khan , Mostafa Mohamad , Dababrata Chowdhury

The pervasive need to safely share and store information between devices calls for the replacement of centralized trust architectures with the decentralized ones. Distributed Ledger Technologies (DLTs) are seen as the most promising enabler…

分布式、并行与集群计算 · 计算机科学 2019-03-06 Pietro Danzi , Anders E. Kalør , René B. Sørensen , Alexander K. Hagelskjær , Lam D. Nguyen , Čedomir Stefanović , Petar Popovski

When logos are increasingly created, logo detection has gradually become a research hotspot across many domains and tasks. Recent advances in this area are dominated by deep learning-based solutions, where many datasets, learning…

计算机视觉与模式识别 · 计算机科学 2022-10-11 Sujuan Hou , Jiacheng Li , Weiqing Min , Qiang Hou , Yanna Zhao , Yuanjie Zheng , Shuqiang Jiang