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Assessing the energy consumption or carbon footprint of data distribution of video streaming services is usually carried out through energy or carbon intensity figures (in Wh or gCO2e per GB). In this paper, we first review the reasons why…

Computers and Society · Computer Science 2023-04-07 Gaël Guennebaud , Aurélie Bugeau , Antoine Dudouit

The random surfer model is a frequently used model for simulating user navigation behavior on the Web. Various algorithms, such as PageRank, are based on the assumption that the model represents a good approximation of users browsing a…

Social and Information Networks · Computer Science 2015-08-05 Florian Geigl , Daniel Lamprecht , Rainer Hofmann-Wellenhof , Simon Walk , Markus Strohmaier , Denis Helic

Context: Microservice-based systems have established themselves in the software industry. However, sustainability-related legislation and the growing costs of energy-hungry software increase the importance of energy efficiency for these…

Software Engineering · Computer Science 2025-12-04 Xingwen Xiao , Chushu Gao , Justus Bogner

Numerous studies demonstrated that browser fingerprinting is detrimental to users' security and privacy. However, little is known about the effects of browser fingerprinting on Android hybrid apps -- where a stripped-down Chromium browser…

Cryptography and Security · Computer Science 2022-08-04 Abhishek Tiwari , Jyoti Prakash , Alimerdan Rahimov , Christian Hammer

The widespread proliferation of Internet and wireless applications has produced a significant increase of ICT energy footprint. As a response, in the last five years, significant efforts have been undertaken to include energy-awareness into…

Networking and Internet Architecture · Computer Science 2015-07-10 Bernardetta Addis , Antonio Capone , Giuliana Carello , Luca G. Gianoli , Brunilde Sansò

Despite the growing necessity to make Internet greener, it is worth pointing out that energy-aware strategies to minimize network energy consumption must not undermine the normal network operation. In particular, two very important issues…

Networking and Internet Architecture · Computer Science 2014-01-10 Bernardetta Addis , Giuliana Carello , Antonio Capone , Luca G. Gianoli , Brunilde Sansò

Improvements in mobile technologies have led to a dramatic change in how and when people access and use information, and is having a profound impact on how users address their daily information needs. Smart phones are rapidly becoming our…

Information Retrieval · Computer Science 2019-01-15 Mohammad Aliannejadi , Morgan Harvey , Luca Costa , Matthew Pointon , Fabio Crestani

With the ever-growing adoption of AI, its impact on the environment is no longer negligible. Despite the potential that continual learning could have towards Green AI, its environmental sustainability remains relatively uncharted. In this…

Machine Learning · Computer Science 2024-09-30 Tomaso Trinci , Simone Magistri , Roberto Verdecchia , Andrew D. Bagdanov

Deep Learning has enabled many advances in machine learning applications in the last few years. However, since current Deep Learning algorithms require much energy for computations, there are growing concerns about the associated…

Machine Learning · Computer Science 2023-03-06 Vanessa Mehlin , Sigurd Schacht , Carsten Lanquillon

Many internet ventures rely on advertising for their revenue. However, users feel discontent by the presence of ads on the websites they visit, as the data-size of ads is often comparable to that of the actual content. This has an impact…

Social and Information Networks · Computer Science 2017-05-10 Kiran Garimella , Orestis Kostakis , Michael Mathioudakis

Web applications, accessible via web browsers over the Internet, facilitate complex functionalities without local software installation. In the context of web applications, a workload refers to the number of user requests sent by users or…

Software Engineering · Computer Science 2024-09-20 Roozbeh Aghili , Qiaolin Qin , Heng Li , Foutse Khomh

During the last years, many improvements were made to the hardware capability of mobile devices. As mobile software also became more interactive and data processing intensive, the increased power demand could not be compensated by the…

Multimedia · Computer Science 2014-08-04 Norbert Zsak , Christian Wolff

AI research has traditionally prioritised algorithmic performance, such as optimising accuracy in machine learning or runtime in automated planning. The emerging paradigm of Green AI challenges this by recognising energy consumption as a…

Artificial Intelligence · Computer Science 2026-01-30 Ilche Georgievski , Serhat Tekin , Marco Aiello

The proliferation of wireless devices requires flexible network infrastructures to meet the increasing Quality of Service (QoS) requirements. Mobile Robotic Platforms (MRPs) acting as mobile communications cells are a promising solution to…

Networking and Internet Architecture · Computer Science 2024-09-30 Diogo Ferreira , André Coelho , Rui Campos

With the rise of AI in recent years and the increase in complexity of the models, the growing demand in computational resources is starting to pose a significant challenge. The need for higher compute power is being met with increasingly…

In recent years, the availability of larger amounts of energy data and advanced machine learning algorithms has created a surge in building energy prediction research. However, one of the variables in energy prediction models, occupant…

Machine Learning · Computer Science 2022-02-09 Chun Fu , Clayton Miller

Modern web browsers are incredibly complex, with millions of lines of code and over one thousand JavaScript functions and properties available to website authors. This work investigates how these browser features are used on the modern,…

Networking and Internet Architecture · Computer Science 2016-05-23 Peter Snyder , Lara Ansari , Cynthia Taylor , Chris Kanich

The transparency and privacy behavior of mobile browsers has remained widely unexplored by the research community. In fact, as opposed to regular Android apps, mobile browsers may present contradicting privacy behaviors. On the one end,…

Cryptography and Security · Computer Science 2022-12-08 Amogh Pradeep , Álvaro Feal , Julien Gamba , Ashwin Rao , Martina Lindorfer , Narseo Vallina-Rodriguez , David Choffnes

With current efforts to design Future Internet Architectures (FIAs), the evaluation and comparison of different proposals is an interesting research challenge. Previously, metrics such as bandwidth or latency have commonly been used to…

Networking and Internet Architecture · Computer Science 2016-10-10 Chen Chen , David Barrera , Adrian Perrig

Mobile users today interact with a variety of mobile device types including smartphones, tablets, smartwatches, and others. However research on mobile device type substitution has been limited in several respects including a lack of…

Human-Computer Interaction · Computer Science 2018-03-28 Benjamin Finley , Tapio Soikkeli
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