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Future Internet, Volume 14, Issue 2

2022 February - 38 articles

Cover Story:

This work presents a distance-based agglomerative clustering algorithm for inferential monitoring based on end-to-end measurements obtained at the network edge. In particular, we extend the bottom-up clustering method by incorporating the use of nearest neighbors (NN) chains and reciprocal nearest neighbors (RNNs) to infer the topology of the examined network (i.e., the logical and the physical routing trees) and estimate the link performance characteristics (i.e., loss rate and jitter). Going beyond network monitoring in itself, we design and implement a tangible application of the proposed algorithm that combines network tomography with change point analysis to realize performance anomaly detection. The experimental validation of our ideas takes place in a fully controlled large-scale testbed over bare-metal hardware. View this paper.

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Articles (38)

  • Review
  • Open Access
10 Citations
4,703 Views
18 Pages

CNN for User Activity Detection Using Encrypted In-App Mobile Data

  • Madushi H. Pathmaperuma,
  • Yogachandran Rahulamathavan,
  • Safak Dogan and
  • Ahmet Kondoz

21 February 2022

In this study, a simple yet effective framework is proposed to characterize fine-grained in-app user activities performed on mobile applications using a convolutional neural network (CNN). The proposed framework uses a time window-based approach to s...

  • Article
  • Open Access
13 Citations
4,036 Views
16 Pages

Personalizing Environmental Awareness through Smartphones Using AHP and PROMETHEE II

  • Akrivi Krouska,
  • Katerina Kabassi,
  • Christos Troussas and
  • Cleo Sgouropoulou

21 February 2022

Environmental awareness refers to the understanding of the importance of protecting the natural environment. Digital technologies can play an important role in raising awareness of environmental issues. In view of this compelling need, this paper pre...

  • Article
  • Open Access
3 Citations
5,312 Views
26 Pages

Flow Scheduling in Data Center Networks with Time and Energy Constraints: A Software-Defined Network Approach

  • Martin Fraga,
  • Matías Micheletto,
  • Andrés Llinás,
  • Rodrigo Santos and
  • Paula Zabala

21 February 2022

Flow scheduling in Data Center Networks (DCN) is a hot topic as cloud computing and virtualization are becoming the dominant paradigm in the increasing demand of digital services. Within the cost of the DCN, the energy demands associated with the net...

  • Review
  • Open Access
156 Citations
17,746 Views
25 Pages

21 February 2022

The Internet of Things (IoT) connects massive smart devices to collect big data and carry out the monitoring and control of numerous things in cyber-physical systems (CPS). By leveraging machine learning (ML) and deep learning (DL) techniques to anal...

  • Article
  • Open Access
56 Citations
21,218 Views
14 Pages

Exploring the Benefits of Combining DevOps and Agile

  • Fernando Almeida,
  • Jorge Simões and
  • Sérgio Lopes

19 February 2022

The combined adoption of Agile and DevOps enables organizations to cope with the increasing complexity of managing customer requirements and requests. It fosters the emergence of a more collaborative and Agile framework to replace the waterfall model...

  • Article
  • Open Access
11 Citations
4,196 Views
20 Pages

A Performance Comparison of Different Cloud-Based Natural Language Understanding Services for an Italian e-Learning Platform

  • Matteo Zubani,
  • Luca Sigalini,
  • Ivan Serina,
  • Luca Putelli,
  • Alfonso E. Gerevini and
  • Mattia Chiari

18 February 2022

During the COVID-19 pandemic, the corporate online training sector has increased exponentially and online course providers had to implement innovative solutions to be more efficient and provide a satisfactory service. This paper considers a real case...

  • Article
  • Open Access
2,741 Views
15 Pages

17 February 2022

Autonomous driving is a safety-critical system, and the occupancy of its environmental resources affects the safety of autonomous driving. In view of the lack of safety verification of environmental resource occupation rules in autonomous driving, th...

  • Article
  • Open Access
25 Citations
4,442 Views
21 Pages

17 February 2022

The wide variety of services and applications that shall be supported by future wireless systems will lead to a high amount of sensitive data exchanged via radio, thus introducing a significant challenge for security. Moreover, in new networking para...

  • Review
  • Open Access
59 Citations
14,221 Views
39 Pages

15 February 2022

Network slicing has become a fundamental property for next-generation networks, especially because an inherent part of 5G standardisation is the ability for service providers to migrate some or all of their network services to a virtual network infra...

  • Article
  • Open Access
2 Citations
4,374 Views
23 Pages

Flow-Based Programming for Machine Learning

  • Tanmaya Mahapatra and
  • Syeeda Nilofer Banoo

15 February 2022

Machine Learning (ML) has gained prominence and has tremendous applications in fields like medicine, biology, geography and astrophysics, to name a few. Arguably, in such areas, it is used by domain experts, who are not necessarily skilled-programmer...

  • Article
  • Open Access
40 Citations
14,312 Views
22 Pages

Open-Source MQTT-Based End-to-End IoT System for Smart City Scenarios

  • Cristian D’Ortona,
  • Daniele Tarchi and
  • Carla Raffaelli

15 February 2022

Many innovative services are emerging based on the Internet of Things (IoT) technology, aiming at fostering better sustainability of our cities. New solutions integrating Information and Communications Technologies (ICTs) with sustainable transport m...

  • Article
  • Open Access
15 Citations
3,211 Views
14 Pages

Improved Eagle Strategy Algorithm for Dynamic Web Service Composition in the IoT: A Conceptual Approach

  • Venushini Rajendran,
  • R Kanesaraj Ramasamy and
  • Wan-Noorshahida Mohd-Isa

15 February 2022

The Internet of Things (IoT) is now expanding and becoming more popular in most industries, which leads to vast growth in cloud computing. The architecture of IoT is integrated with cloud computing through web services. Recently, Dynamic Web Service...

  • Review
  • Open Access
1 Citations
3,348 Views
32 Pages

13 February 2022

Cryptographic algorithms installed on Internet of Things (IoT) devices suffer many attacks. Some of these attacks include the differential linear attack (DL). The DL attack depends on the computation of the probability of differential-linear characte...

  • Article
  • Open Access
16 Citations
3,825 Views
22 Pages

10 February 2022

The past decades witnessed an unprecedented urbanization and the proliferation of modern information and communication technologies (ICT), which makes the concept of Smart City feasible. Among various intelligent components, smart urban transportatio...

  • Article
  • Open Access
2 Citations
3,205 Views
25 Pages

A Strategy-Based Formal Approach for Fog Systems Analysis

  • Souad Marir,
  • Faiza Belala and
  • Nabil Hameurlain

9 February 2022

Fog systems are a new emergent technology having a wide range of architectures and pronounced needs making their design complex. Consequently, the design of fog systems is crucial, including service portability and interoperability between the variou...

  • Article
  • Open Access
8 Citations
3,368 Views
17 Pages

Indoor Localization System Using Fingerprinting and Novelty Detection for Evaluation of Confidence

  • Helmer Augusto de Souza Mourão and
  • Horácio Antonio Braga Fernandes de Oliveira

7 February 2022

Indoor localization systems are used to locate mobile devices inside buildings where traditional solutions, such as the Global Navigation Satellite Systems (GNSS), do not work well due to the lack of direct visibility to the satellites. Fingerprintin...

  • Article
  • Open Access
3,602 Views
16 Pages

JoSDW: Combating Noisy Labels by Dynamic Weight

  • Yaojie Zhang,
  • Huahu Xu,
  • Junsheng Xiao and
  • Minjie Bian

2 February 2022

The real world is full of noisy labels that lead neural networks to perform poorly because deep neural networks (DNNs) are prone to overfitting label noise. Noise label training is a challenging problem relating to weakly supervised learning. The mos...

  • Review
  • Open Access
39 Citations
11,189 Views
50 Pages

Towards Crowdsourcing Internet of Things (Crowd-IoT): Architectures, Security and Applications

  • Kenneth Li Minn Ang,
  • Jasmine Kah Phooi Seng and
  • Ericmoore Ngharamike

31 January 2022

Crowdsourcing can play an important role in the Internet of Things (IoT) applications for information sensing and gathering where the participants are equipped with geolocated devices. Mobile crowdsourcing can be seen as a new paradigm contributing t...

  • Article
  • Open Access
4 Citations
3,533 Views
14 Pages

Controlling the Trade-Off between Resource Efficiency and User Satisfaction in NDNs Based on Naïve Bayes Data Classification and Lagrange Method

  • Abdelkader Tayeb Herouala,
  • Chaker Abdelaziz Kerrache,
  • Benameur Ziani,
  • Carlos T. Calafate,
  • Nasreddine Lagraa and
  • Abdou el Karim Tahari

31 January 2022

This paper addresses the fundamental problem of the trade-off between resource efficiency and user satisfaction in the limited environments of Named Data Networks (NDNs). The proposed strategy is named RADC (Resource Allocation based Data Classificat...

  • Review
  • Open Access
101 Citations
16,356 Views
24 Pages

30 January 2022

Blockchain technology can solve the problem of trust in the open network in a decentralized way. It has broad application prospects and has attracted extensive attention from academia and industry. The blockchain consensus algorithm ensures that the...

  • Article
  • Open Access
6 Citations
4,073 Views
16 Pages

29 January 2022

To protect images from the tampering of deepfake, adversarial examples can be made to replace the original images by distorting the output of the deepfake model and disrupting its work. Current studies lack generalizability in that they simply focus...

  • Article
  • Open Access
1 Citations
3,477 Views
17 Pages

Topology Inference and Link Parameter Estimation Based on End-to-End Measurements

  • Grigorios Kakkavas,
  • Vasileios Karyotis and
  • Symeon Papavassiliou

28 January 2022

This paper focuses on the design, implementation, experimental validation, and evaluation of a network tomography approach for performing inferential monitoring based on indirect measurements. In particular, we address the problems of inferring the r...

  • Review
  • Open Access
40 Citations
7,943 Views
35 Pages

Intelligent Traffic Management in Next-Generation Networks

  • Ons Aouedi,
  • Kandaraj Piamrat and
  • Benoît Parrein

28 January 2022

The recent development of smart devices has lead to an explosion in data generation and heterogeneity. Hence, current networks should evolve to become more intelligent, efficient, and most importantly, scalable in order to deal with the evolution of...

  • Article
  • Open Access
12 Citations
5,207 Views
23 Pages

27 January 2022

Cross-modal retrieval aims to search samples of one modality via queries of other modalities, which is a hot issue in the community of multimedia. However, two main challenges, i.e., heterogeneity gap and semantic interaction across different modalit...

  • Article
  • Open Access
11 Citations
4,140 Views
29 Pages

Multi-Attribute Decision Making for Energy-Efficient Public Transport Network Selection in Smart Cities

  • Rashmi Munjal,
  • William Liu,
  • Xuejun Li,
  • Jairo Gutierrez and
  • Peter Han Joo Chong

26 January 2022

Smart cities use many smart devices to facilitate the well-being of society by different means. However, these smart devices create great challenges, such as energy consumption and carbon emissions. The proposed research lies in communication technol...

  • Article
  • Open Access
6 Citations
4,659 Views
13 Pages

26 January 2022

Deep-learning models require large amounts of accurately labeled data. However, for medical image segmentation, high-quality labels rely on expert experience, and less-experienced operators provide noisy labels. How one might mitigate the negative ef...

  • Article
  • Open Access
7 Citations
4,409 Views
19 Pages

An IoT-Based COVID-19 Prevention and Control System for Enclosed Spaces

  • Cunwei Yang,
  • Weiqing Wang,
  • Fengying Li and
  • Degang Yang

26 January 2022

To date, the protracted pandemic caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has had widespread ramifications for the economy, politics, public health, etc. Based on the current situation, definitively stopping the spre...

  • Article
  • Open Access
2 Citations
3,647 Views
19 Pages

25 January 2022

Entity alignment (EA) aims to automatically determine whether an entity pair in different knowledge bases or knowledge graphs refer to the same entity in reality. Inspired by human cognitive mechanisms, we propose a coarse-to-fine entity alignment mo...

  • Article
  • Open Access
3 Citations
3,956 Views
18 Pages

25 January 2022

Information-centric networking (ICN) is expected to be a candidate for future internet architecture, and it supports features such as multicast that improves bandwidth utilization and transmission efficiency. However, multicast itself does not provid...

  • Article
  • Open Access
7 Citations
3,598 Views
22 Pages

Selecting Workers Wisely for Crowdsourcing When Copiers and Domain Experts Co-exist

  • Xiu Fang,
  • Suxin Si,
  • Guohao Sun,
  • Quan Z. Sheng,
  • Wenjun Wu,
  • Kang Wang and
  • Hang Lv

24 January 2022

Crowdsourcing integrates human wisdom to solve problems. Tremendous research efforts have been made in this area. However, most of them assume that workers have the same credibility in different domains and workers complete tasks independently. This...

  • Article
  • Open Access
7 Citations
4,200 Views
28 Pages

Estimation on the Importance of Semantic Web Integration for Art and Culture Related Online Media Outlets

  • Andreas Giannakoulopoulos,
  • Minas Pergantis,
  • Nikos Konstantinou,
  • Alexandros Kouretsis,
  • Aristeidis Lamprogeorgos and
  • Iraklis Varlamis

24 January 2022

Since the dawn of the new millennium and even earlier, a coordinated effort has been underway to expand the World Wide Web into a machine-readable web of data known as the Semantic Web. The field of art and culture has been one of the most eager to i...

  • Article
  • Open Access
44 Citations
6,169 Views
16 Pages

21 January 2022

The Internet of Things (IoT) paradigm allows the integration of cyber and physical worlds and other emerging technologies. IoT-enabled wireless sensor networks (WSNs) are rapidly gaining interest due to their ability to aggregate sensing data and tra...

  • Article
  • Open Access
9 Citations
5,801 Views
16 Pages

21 January 2022

With the widespread deployment of 5G gaining pace, there is increasing interest in deploying this technology beyond traditional Mobile Network Operators (MNO) into private and community scenarios. These deployments leverage the flexibility of 5G itse...

  • Article
  • Open Access
7 Citations
3,163 Views
18 Pages

19 January 2022

With the widespread growth of mass content, information-centric networks (ICN) have become one of the research hotspots of future network architecture. One of the important features of ICN is ubiquitous in-network caching. In recent years, the explos...

  • Article
  • Open Access
9 Citations
3,927 Views
17 Pages

19 January 2022

With the rapid development of Internet technology, how to mine and analyze massive amounts of network information to provide users with accurate and fast recommendation information has become a hot and difficult topic of joint research in industry an...

  • Article
  • Open Access
17 Citations
5,196 Views
21 Pages

Evaluation of a Reputation Management Technique for Autonomous Vehicles

  • Darius Kianersi,
  • Suraj Uppalapati,
  • Anirudh Bansal and
  • Jeremy Straub

19 January 2022

Future autonomous vehicles will rely heavily on sharing and communicating information with other vehicles to maximize their efficiency. These interactions, which will likely include details about the positions of surrounding vehicles and obstacles on...

  • Article
  • Open Access
69 Citations
10,566 Views
19 Pages

18 January 2022

In IoT (Internet of Things) edge computing, task offloading can lead to additional transmission delays and transmission energy consumption. To reduce the cost of resources required for task offloading and improve the utilization of server resources,...

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Future Internet - ISSN 1999-5903