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Time series are all around in real-world applications. However, unexpected accidents for example broken sensors or missing of the signals will cause missing values in time series, making the data hard to be utilized. It then does harm to…

机器学习 · 计算机科学 2020-11-24 Chenguang Fang , Chen Wang

The Internet of Things (IoT) is an idea that intends to interface arranged data frameworks to actual items. The Internet of Things (IoT) has applications in pretty much every part of life in this day and age, and stock administration is no…

The Internet of Things (IoT) is on the verge of a major paradigm shift. In the IoT system of the future, IoFT, the cloud will be substituted by the crowd where model training is brought to the edge, allowing IoT devices to collaboratively…

Over the last decade, both research on the Internet of Things (IoT) and real-world IoT applications have grown exponentially. The IoT provides us with smarter cities, intelligent homes, and generally more comfortable lives. However, the…

网络与互联网体系结构 · 计算机科学 2023-09-28 Mehdi Imani , Abolfazl Qiyasi , Nasrin Zarif , Maaruf Ali , Omekolsoom Noshiri , Kimia Faramarzi , Hamid R. Arabnia , Majid Joudaki

Nowadays, the Internet of Things (IoT) concept is gaining more and more notoriety bringing the number of connected devices to reach the order of billion units. Its smart technology is influencing the research and developments of advanced…

机器人学 · 计算机科学 2021-01-18 Davide Villa , Xinchao Song , Matthew Heim , Liangshe Li

Deep learning performs remarkably well on many time series analysis tasks recently. The superior performance of deep neural networks relies heavily on a large number of training data to avoid overfitting. However, the labeled data of many…

机器学习 · 计算机科学 2022-04-04 Qingsong Wen , Liang Sun , Fan Yang , Xiaomin Song , Jingkun Gao , Xue Wang , Huan Xu

The term "Internet of Things" (IoT) refers to an ecosystem of interconnected physical objects and devices that are accessible through the Internet and can communicate with each other. The main strength of the IoT vision is the high impact…

Social Internet of Things (SIoT) tries to overcome the challenges of Internet of Things (IoT) such as scalability, trust and discovery of resources, by inspiration from social computing. This survey aims to investigate the research done on…

计算机与社会 · 计算机科学 2019-07-31 Hamed Vahdat-Nejad , Zahra Mazhar Farimani , Arezoo Tavakolifar

The unprecedented growth of Internet of Things (IoT) and its applications in areas such as Smart Agriculture compels the need to devise newer ways for evaluating the quality of such applications. While existing models for application…

信号处理 · 电气工程与系统科学 2022-01-04 Kaneez Fizza , Prem Prakash Jayaraman , Abhik Banerjee , Dimitrios Georgakopoulos , Rajiv Ranjan

IoT is a fundamental enabling technology for creating smart spaces, which can assist the effective face-to-face and online education systems. The transition to smart education (integrating IoT and AI into the education system) is appealing,…

计算机与社会 · 计算机科学 2023-07-27 Afzal Badshah , Anwar Ghani , Ali Daud , Ateeqa Jalal , Muhammad Bilal , Jon Crowcroft

With the advent of Internet of Things (IoT) and the increasing use of application-based processors, security infrastructure needs to be examined on some widely-used IoT hardware architectures. Applications in today's world are moving…

密码学与安全 · 计算机科学 2018-12-07 Praneet Singh , Kedar Deshpande

Image Classification is a fundamental task in the field of computer vision that frequently serves as a benchmark for gauging advancements in Computer Vision. Over the past few years, significant progress has been made in image…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Mahmoud Khalil , Ahmad Khalil , Alioune Ngom

Lately, there has been a surge in interest surrounding generative modeling of time series data. Most existing approaches are designed either to process short sequences or to handle long-range sequences. This dichotomy can be attributed to…

机器学习 · 计算机科学 2024-10-28 Ilan Naiman , Nimrod Berman , Itai Pemper , Idan Arbiv , Gal Fadlon , Omri Azencot

The growth of big-data sectors such as the Internet of Things (IoT) generates enormous volumes of data. As IoT devices generate a vast volume of time-series data, the Time Series Database (TSDB) popularity has grown alongside the rise of…

数据库 · 计算机科学 2022-08-31 Bonil Shah , P. M. Jat , Kalyan Sashidhar

The Internet of Things (IoT) generates vast amounts of heterogeneous data, ranging from sensor readings to log alerts and images, that pose challenges to storage and data transmission in resource-constrained environments. In this context,…

信息论 · 计算机科学 2025-08-13 Vatsala Upadhyay , J. Kokila , Abhishek Vaish

As we are moving towards the Internet of Things (IoT) era, the number of connected physical devices is increasing at a rapid pace. Mobile edge computing is emerging to handle the sheer volume of produced data and reach the latency demand of…

密码学与安全 · 计算机科学 2019-02-20 Jianbing Ni , Xiaodong Lin , Xuemin , Shen

Advancements in Generative AI hold immense promise to push Internet of Things (IoT) to the next level. In this article, we share our vision on IoT in the era of Generative AI. We discuss some of the most important applications of Generative…

分布式、并行与集群计算 · 计算机科学 2024-12-10 Xin Wang , Zhongwei Wan , Arvin Hekmati , Mingyu Zong , Samiul Alam , Mi Zhang , Bhaskar Krishnamachari

In many real-world application, e.g., speech recognition or sleep stage classification, data are captured over the course of time, constituting a Time-Series. Time-Series often contain temporal dependencies that cause two otherwise…

机器学习 · 计算机科学 2017-01-10 John Cristian Borges Gamboa

Over the last few years, we have seen a plethora of Internet of Things (IoT) solutions, products and services, making their way into the industry's market-place. All such solution will capture a large amount of data pertaining to the…

计算机与社会 · 计算机科学 2016-11-17 Charith Perera , Rajiv Ranjan , Lizhe Wang , Samee U. Khan , Albert Y. Zomaya

Given the voluminous nature of the multimedia sensed data, the Multimedia Internet of Things (MIoT) devices and networks will present several limitations in terms of power and communication overhead. One traditional solution to cope with…

多媒体 · 计算机科学 2021-05-20 Hassan N. Noura , Ola Salman , Raphaël Couturier