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Computers, Volume 11, Issue 10

2022 October - 11 articles

Cover Story: Most vehicle classification systems now use data from images or videos. However, these visual approaches violate drivers’ privacy and reveal their identities. This study uses seismic waves recorded by geophones to compare time series data between different vehicle types. We applied various artificial intelligence approaches using raw data from three different vehicle sizes (bus/truck, car, and motorcycle) and background noise. By using the geophone data, this study compares the decoding abilities of logistic regression, support vector machine, and naïve Bayes (NB) approaches to determine the class and number of automobiles. Our auto-classification approach provides a low-cost and privacy-preserving traffic monitoring system. View this paper
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Articles (11)

  • Article
  • Open Access
13 Citations
6,236 Views
17 Pages

Machine Learning Models for Classification of Human Emotions Using Multivariate Brain Signals

  • Shashi Kumar G. S.,
  • Ahalya Arun,
  • Niranjana Sampathila and
  • R. Vinoth

13 October 2022

Humans can portray different expressions contrary to their emotional state of mind. Therefore, it is difficult to judge humans’ real emotional state simply by judging their physical appearance. Although researchers are working on facial express...

  • Article
  • Open Access
9 Citations
6,554 Views
19 Pages

Towards Predicting Architectural Design Patterns: A Machine Learning Approach

  • Sirojiddin Komolov,
  • Gcinizwe Dlamini,
  • Swati Megha and
  • Manuel Mazzara

12 October 2022

Software architecture plays an important role in software development, especially in software quality and maintenance. Understanding the impact of certain architectural patterns on software quality and verification of software requirements has become...

  • Article
  • Open Access
15 Citations
6,899 Views
11 Pages

Physical Activity Recommendation System Based on Deep Learning to Prevent Respiratory Diseases

  • Usharani Bhimavarapu,
  • M. Sreedevi,
  • Nalini Chintalapudi and
  • Gopi Battineni

11 October 2022

The immune system can be compromised when humans inhale excessive cooling. Physical activity helps a person’s immune system, and influenza seasonally affects immunity and respiratory tract illness when there is no physical activity during the day. Wh...

  • Article
  • Open Access
2 Citations
3,176 Views
29 Pages

User Analytics in Online Social Networks: Evolving from Social Instances to Social Individuals

  • Gerasimos Razis,
  • Stylianos Georgilas,
  • Giannis Haralabopoulos and
  • Ioannis Anagnostopoulos

7 October 2022

In our era of big data and information overload, content consumers utilise a variety of sources to meet their data and informational needs for the purpose of acquiring an in-depth perspective on a subject, as each source is focused on specific aspect...

  • Article
  • Open Access
17 Citations
6,137 Views
11 Pages

Vehicle Auto-Classification Using Machine Learning Algorithms Based on Seismic Fingerprinting

  • Ahmad Bahaa Ahmad,
  • Hakim Saibi,
  • Abdelkader Nasreddine Belkacem and
  • Takeshi Tsuji

30 September 2022

Most vehicle classification systems now use data from images or videos. However, these approaches violate drivers’ privacy and reveal their identities. Due to various disruptions, detecting automobiles using seismic ambient noise signals is cha...

  • Article
  • Open Access
11 Citations
6,519 Views
24 Pages

User Authentication and Authorization Framework in IoT Protocols

  • Ammar Mohammad,
  • Hasan Al-Refai and
  • Ali Ahmad Alawneh

27 September 2022

The Internet of Things (IoT) has become one of the most attractive domains nowadays. It works by creating a special network between physical devices such as vehicles, home equipment, and other items. In recent days, the common technologies of communi...

  • Article
  • Open Access
3 Citations
3,013 Views
20 Pages

26 September 2022

Approximate computing is a promising approach to the design of area–power-performance-efficient circuits for computation error-tolerant applications such as image processing and machine learning. Approximate functional units, such as approximat...

  • Article
  • Open Access
29 Citations
2,476 Views
16 Pages

Application of Feature Selection Approaches for Prioritizing and Evaluating the Potential Factors for Safety Management in Transportation Systems

  • Giuseppe Guido,
  • Sami Shaffiee Haghshenas,
  • Sina Shaffiee Haghshenas,
  • Alessandro Vitale and
  • Vittorio Astarita

23 September 2022

Road safety assessment is one of the most important parts of road transport safety management. When road transportation networks are managed safely, they improve the quality of life for citizens and the economy as a whole. On the one hand, there are...

  • Article
  • Open Access
4 Citations
2,157 Views
11 Pages

22 September 2022

In this paper, a mathematical model for an extended multi-objective portfolio selection (EMOPS) problem is explored with liquidity considered as another objective function besides the risk and return. The model is mathematically formulated in an unce...

  • Article
  • Open Access
15 Citations
5,444 Views
12 Pages

Exploiting Augmented Reality Technology in Special Education: A Systematic Review

  • Andrianthi Kapetanaki,
  • Akrivi Krouska,
  • Christos Troussas and
  • Cleo Sgouropoulou

21 September 2022

In this systematic review, research works pertaining to the use of augmented reality (AR) in special education are investigated. In recent years, the introduction of Information and Communication Technology (ICT) in education has transformed the teac...

  • Article
  • Open Access
12 Citations
3,421 Views
24 Pages

Efficient, Lightweight Cyber Intrusion Detection System for IoT Ecosystems Using MI2G Algorithm

  • Sunil Kaushik,
  • Akashdeep Bhardwaj,
  • Abdullah Alomari,
  • Salil Bharany,
  • Amjad Alsirhani and
  • Mohammed Mujib Alshahrani

20 September 2022

The increase in internet connectivity has led to an increased usage of the Internet of Things (IoT) and devices on the internet. These IoT devices are becoming the backbone of Industry 4.0. The dependence on IoT devices has made them vulnerable to cy...

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Computers - ISSN 2073-431X