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Advances in information technology and its widespread growth in several areas of business, engineering, medical and scientific studies are resulting in information/data explosion. Knowledge discovery and decision making from such rapidly…

分布式、并行与集群计算 · 计算机科学 2015-09-07 Raghavendra Kune , Pramodkumar Konugurthi , Arun Agarwal , Raghavendra Rao Chillarige , Rajkumar Buyya

The amount of data in the world is expanding rapidly. Every day, huge amounts of data are created by scientific experiments, companies, and end users' activities. These large data sets have been labeled as "Big Data", and their storage,…

数据库 · 计算机科学 2020-04-29 Mahdi Bohlouli , Frank Schulz , Lefteris Angelis , David Pahor , Ivona Brandic , David Atlan , Rosemary Tate

Big data analytics has gathered immense research attention lately because of its ability to harness useful information from heaps of data. Cloud computing has been adjudged as one of the best infrastructural solutions for implementation of…

计算机与社会 · 计算机科学 2017-11-15 Samiya Khan , Mansaf Alam

There is an exponential growth of connected Internet of Things (IoT) devices. These have given rise to applications that rely on real time data to make critical decisions quickly. Enterprises today are adopting cloud at a rapid pace. There…

分布式、并行与集群计算 · 计算机科学 2025-09-18 Vijay Kumar Butte , Sujata Butte

The explosive growth of video data has driven the development of distributed video analytics in cloud-edge-terminal collaborative (CETC) systems, enabling efficient video processing, real-time inference, and privacy-preserving analysis.…

网络与互联网体系结构 · 计算机科学 2025-04-08 Linxiao Gong , Hao Yang , Gaoyun Fang , Bobo Ju , Juncen Guo , Xiaoguang Zhu , Xiping Hu , Yan Wang , Peng Sun , Azzedine Boukerche

Big data production in industrial Internet of Things (IIoT) is evident due to the massive deployment of sensors and Internet of Things (IoT) devices. However, big data processing is challenging due to limited computational, networking and…

计算机与社会 · 计算机科学 2019-04-12 Muhammad Habib ur Rehman , Ibrar Yaqoob , Khaled Salah , Muhammad Imran , Prem Prakash Jayaraman , Charith Perera

With the rapid growth and increasing complexity of industrial big data, traditional data processing methods are facing many challenges. This article takes an in-depth look at the application of cloud computing technology in industrial big…

分布式、并行与集群计算 · 计算机科学 2024-07-16 Ziyan Yao

Food is very essential for human life and it is fundamental to the human experience. Food-related study may support multifarious applications and services, such as guiding the human behavior, improving the human health and understanding the…

计算机与社会 · 计算机科学 2019-07-17 Weiqing Min , Shuqiang Jiang , Linhu Liu , Yong Rui , Ramesh Jain

With the advent of Internet of Things (IoT) and Web 2.0 technologies, there has been a tremendous growth in the amount of data generated. This chapter emphasizes on the need for big data, technological advancements, tools and techniques…

数据库 · 计算机科学 2017-05-16 Abhay Bhadani , Dhanya Jothimani

The concept of the Internet of Things (IoT) is a reality now. This paradigm shift has caught everyones attention in a large class of applications, including IoT-based video analytics using smart doorbells. Due to its growing application…

计算机与社会 · 计算机科学 2020-09-22 Tapan Pathak , Vatsal Patel , Sarth Kanani , Shailesh Arya , Pankesh Patel , Muhammad Intizar Ali , John Breslin

Recently, we have been witnessing huge advancements in the scale of data we routinely generate and collect in pretty much everything we do, as well as our ability to exploit modern technologies to process, analyze and understand this data.…

数据库 · 计算机科学 2017-09-25 Radwa Elshawi , Sherif Sakr

Emerging technologies that generate a huge amount of data such as the Internet of Things (IoT) services need latency aware computing platforms to support time-critical applications. Due to the on-demand services and scalability features of…

分布式、并行与集群计算 · 计算机科学 2020-12-24 Ranesh Kumar Naha , Saurabh Garg , Andrew Chan

For decades, the growth and volume of digital data collection has made it challenging to digest large volumes of information and extract underlying structure. Coined 'Big Data', massive amounts of information has quite often been gathered…

人机交互 · 计算机科学 2016-11-17 Andrew Moran , Vijay Gadepally , Matthew Hubbell , Jeremy Kepner

The recent advances in information and communication technology (ICT) have promoted the evolution of conventional computer-aided manufacturing industry to smart data-driven manufacturing. Data analytics in massive manufacturing data can…

计算机与社会 · 计算机科学 2019-09-04 Hong-Ning Dai , Hao Wang , Guangquan Xu , Jiafu Wan , Muhammad Imran

Data is evolving with the rapid progress of population and communication for various types of devices such as networks, cloud computing, Internet of Things (IoT), actuators, and sensors. The increment of data and communication content goes…

机器学习 · 计算机科学 2021-02-05 Swarajya Lakshmi V Papineni , Snigdha Yarlagadda , Harita Akkineni , A. Mallikarjuna Reddy

We increasingly live in a data-driven world, with diverse kinds of data distributed across many locations. In some cases, the datasets are collected from multiple locations, such as sensors (e.g., mobile phones and street cameras) spread…

计算机与社会 · 计算机科学 2020-06-19 Rachit Agarwal , Jen Rexford , with contributions from numerous workshop attendees

The edge-cloud continuum has emerged as a transformative paradigm that meets the growing demand for low-latency, scalable, end-to-end service delivery by integrating decentralized edge resources with centralized cloud infrastructures.…

分布式、并行与集群计算 · 计算机科学 2025-06-04 Loris Belcastro , Fabrizio Marozzo , Alessio Orsino , Domenico Talia , Paolo Trunfio

The continuous increase of data generated provides enormous possibilities of both public and private companies. The management of this mass of data or big data will play a crucial role in the society of the future, as it finds applications…

计算机与社会 · 计算机科学 2015-01-15 Fatima El Jamiy , Abderrahmane Daif , Mohamed Azouazi , Abdelaziz Marzak

Driven by advances in computer vision and the falling costs of camera hardware, organizations are deploying video cameras en masse for the spatial monitoring of their physical premises. Scaling video analytics to massive camera deployments,…

分布式、并行与集群计算 · 计算机科学 2019-07-09 Samvit Jain , Ganesh Ananthanarayanan , Junchen Jiang , Yuanchao Shu , Joseph E. Gonzalez

Abstract--- With the rapid growth of the Internet of Things (IoT), current Cloud systems face various drawbacks such as lack of mobility support, location-awareness, geo-distribution, high latency, as well as cyber threats. Fog/Edge…

密码学与安全 · 计算机科学 2019-06-05 Nour Moustafa