Search · four archives

Results for network classification

or ask it as a questionAsk the stacks →

ArchivesarXiv PubMed bioRxiv chemRxiv

WhenAny time Past month Past year Past 5 years

OrderMost relevant Most cited Newest

16 papers · ranked by Valyu relevance

01
PPubMed3 Feb 2025
Leveraging advances in machine learning for the robust classification and interpretation of networks Leveraging advances in machine learning for the robust classification and interpretation of networks
Raima Carol Appaw, Nicholas M. Fountain-Jones, Michael A. Charleston
The ability to simulate realistic networks based on empirical data is an important task across scientific disciplines, from epidemiology to computer science. Often, simulation approaches involve selecting a suitable network generative model such as Erdös-Rényi or small-world. However, few tools are available to…
80relevance
02
PPubMed8 Apr 2025
Condensation of Data and Knowledge for Network Traffic Classification: Techniques, Applications, and Open Issues
Changqing Zhao, Ling Xia Liao, Guomin Chen, Han-Chieh Chao + 2 more
'Javier Prieto' 'Mehmet Rasit Yuce'] The accurate and efficient classification of network traffic, including malicious traffic, is essential for effective network management, cybersecurity, and resource optimization. However, traffic classification methods in modern, complex, and dynamic networks face significant…
77relevance
03
PPubMed1 Oct 2024
Gauss Markov and Flow Balanced Vector Radial Learning network traffic classification on IoT with SDN Gauss Markov and Flow Balanced Vector Radial Learning traffic classification in Software-defined networking
Rajkumar Kulandaivel, Manikandan Ramachandran, Sathishkumar Veerappampalayam Easwaramoorthy, Jaehyuk Cho + 1 more
Recent evolution in connected devices modelled a massive stipulation for network traffic resources and classification. Software-defined networking (SDN) enables ML techniques with the Internet of Things (IoT) to automate network traffic. This helps to reduce accuracy and improves latency. Problems by conventional…
76relevance
04
PPubMed10 Nov 2021
Performance of Machine Learning-Based Multi-Model Voting Ensemble Methods for Network Threat Detection in Agriculture 4.0
Nikolaos Peppes, Emmanouil Daskalakis, Theodoros Alexakis, Evgenia Adamopoulou + 2 more
'Evgenia Adamopoulou' 'Konstantinos Demestichas' 'Ivan Andonovic'] The upcoming agricultural revolution, known as Agriculture 4.0, integrates cutting-edge Information and Communication Technologies in existing operations. Various cyber threats related to the aforementioned integration have attracted increasing interest…
74relevance
05
PPubMed8 May 2025
Network-based multi-class classifier to identify optimized gene networks for acute leukemia cell line classification Network-based multi-class classifier
Heewon Park, Satoru Miyano, Senthilnathan Palaniyandi
Unraveling the genetic regulatory networks that underlie diseases is essential for comprehending the intricate mechanisms of these conditions. While various computational strategies were developed, the approaches in the existing studies concerning network-based prediction and classification are based on the…
74relevance
06
PPubMed24 May 2024
Learning the mechanisms of network growth
Lourens Touwen, Doina Bucur, Remco van der Hofstad, Alessandro Garavaglia + 1 more
'Alessandro Garavaglia' 'Nelly Litvak'] We propose a novel model-selection method for dynamic networks. Our approach involves training a classifier on a large body of synthetic network data. The data is generated by simulating nine state-of-the-art random graph models for dynamic networks, with parameter range chosen…
73relevance
07
PPubMed3 Jan 2024
A novel IoT intrusion detection framework using Decisive Red Fox optimization and descriptive back propagated radial basis function models
Osama Bassam J. Rabie, Shitharth Selvarajan, Tawfiq Hasanin, Abdulrhman M. Alshareef + 2 more
'Abdulrhman M. Alshareef' 'C. K. Yogesh' 'Mueen Uddin'] The Internet of Things (IoT) is extensively used in modern-day life, such as in smart homes, intelligent transportation, etc. However, the present security measures cannot fully protect the IoT due to its vulnerability to malicious assaults. Intrusion detection…
72relevance
08
PPubMed1 Sep 2023
Complex network-based classification of radiographic images for COVID-19 diagnosis Complex network-based classification
Weiguang Liu, Rafael Delalibera Rodrigues, Jianglong Yan, Yu-tao Zhu + 5 more
'Everson José de Freitas Pereira' 'Gen Li' 'Qiusheng Zheng' 'Liang Zhao' 'Zhaoqing Pan'] In this work, we present a network-based technique for chest X-ray image classification to help the diagnosis and prognosis of patients with COVID-19. From visual inspection, we perceive that healthy and COVID-19 chest radiographic…
72relevance
09
PPubMed15 Apr 2024
A detailed study of resampling algorithms for cyberattack classification in engineering applications
Óscar Mogollón Gutiérrez, José Carlos Sancho Núñez, Mar Ávila, Andrés Caro + 1 more
'Andrés Caro' 'M. Emilia Cambronero'] The evolution of engineering applications is highly relevant in the context of protecting industrial systems. As industries are increasingly interconnected, the need for robust cybersecurity measures becomes paramount. Engineering informatics not only provides tools for knowledge…
70relevance
10
PPubMed23 Sep 2022
Objective Supervised Machine Learning-Based Classification and Inference of Biological Neuronal Networks
Michael Taynnan Barros, Harun Siljak, Peter Mullen, Constantinos Papadias + 3 more
'Constantinos Papadias' 'Jari Hyttinen' 'Nicola Marchetti' 'Dmitri B. Kireev'] The classification of biological neuron types and networks poses challenges to the full understanding of the human brain’s organisation and functioning. In this paper, we develop a novel objective classification model of biological neuronal…
68relevance
11
PPubMed14 Aug 2024
Current and future directions in network biology
Marinka Zitnik, Michelle M Li, Aydin Wells, Kimberly Glass + 34 more
Inference of a network from nonnetwork data. Biological networks that are computationally inferred from nonnetwork -omics data can be categorized into three broad types: association networks, correlation networks, and regulatory networks. The three network types are defined briefly in [vbae099-BOX1], discussed in…
66relevance
12
PPubMed28 Jun 2022
Self-optimizing neural network in the classification of real valued data
Alicja Miniak-Górecka, Krzysztof Podlaski, Tomasz Gwizdałła, Yilun Shang
'Yilun Shang'] The classification of multi-dimensional patterns is one of the most popular and often most challenging problems of machine learning. That is why some new approaches are being tried, expected to improve existing ones. The article proposes a new technique based on the decision network called…
65relevance
13
PPubMed9 Oct 2022
Deep Learning for Encrypted Traffic Classification and Unknown Data Detection
Madushi H. Pathmaperuma, Yogachandran Rahulamathavan, Safak Dogan, Ahmet M. Kondoz + 2 more
'Ahmet M. Kondoz' 'Zhongyun Hua' 'Yushu Zhang'] Despite the widespread use of encryption techniques to provide confidentiality over Internet communications, mobile device users are still susceptible to privacy and security risks. In this paper, a novel Deep Neural Network (DNN) based on a user activity detection…
64relevance
14
PPubMed8 Jun 2022
Sharing of Teaching Resources for English Majors Based on Ubiquitous Learning Resource Sharing Platform and Neural Network
Lijuan Zhang
Teachers in traditional English education devote a great deal of time and effort to developing excellent English teaching courseware and other teaching materials. However, because the network's powerful sharing capability was not fully utilized, poor resource sharing hampered the school's overall teaching efficiency.…
63relevance
15
PPubMed18 Aug 2022
An Internet-Oriented Multilayer Network Model Characterization and Robustness Analysis Method
Yongheng Zhang, Yuliang Lu, Guozheng Yang, Dongdong Hou + 5 more
'Boleslaw K. Szymanski' 'Jianxi Gao' 'Lu Zhong' 'Xueming Liu'] The Internet creates multidimensional and complex relationships in terms of the composition, application and mapping of social users. Most of the previous related research has focused on the single-layer topology of physical device networks but ignored the…
63relevance
16
PPubMed14 Dec 2022
Review of Botnet Attack Detection in SDN-Enabled IoT Using Machine Learning
Worku Gachena Negera, Friedhelm Schwenker, Taye Girma Debelee, Henock Mulugeta Melaku + 3 more
'Henock Mulugeta Melaku' 'Yehualashet Megeresa Ayano' 'Jinoh Kim' 'Alexander Sim'] The orchestration of software-defined networks (SDN) and the internet of things (IoT) has revolutionized the computing fields. These include the broad spectrum of connectivity to sensors and electronic appliances beyond standard…
59relevance

Results for network classification

Leveraging advances in machine learning for the robust classification and interpretation of networks Leveraging advances in machine learning for the robust classification and interpretation of networks

Condensation of Data and Knowledge for Network Traffic Classification: Techniques, Applications, and Open Issues

Gauss Markov and Flow Balanced Vector Radial Learning network traffic classification on IoT with SDN Gauss Markov and Flow Balanced Vector Radial Learning traffic classification in Software-defined networking

Performance of Machine Learning-Based Multi-Model Voting Ensemble Methods for Network Threat Detection in Agriculture 4.0

Network-based multi-class classifier to identify optimized gene networks for acute leukemia cell line classification Network-based multi-class classifier

Learning the mechanisms of network growth

A novel IoT intrusion detection framework using Decisive Red Fox optimization and descriptive back propagated radial basis function models

Complex network-based classification of radiographic images for COVID-19 diagnosis Complex network-based classification

A detailed study of resampling algorithms for cyberattack classification in engineering applications

Objective Supervised Machine Learning-Based Classification and Inference of Biological Neuronal Networks

Current and future directions in network biology

Self-optimizing neural network in the classification of real valued data

Deep Learning for Encrypted Traffic Classification and Unknown Data Detection

Sharing of Teaching Resources for English Majors Based on Ubiquitous Learning Resource Sharing Platform and Neural Network

An Internet-Oriented Multilayer Network Model Characterization and Robustness Analysis Method

Review of Botnet Attack Detection in SDN-Enabled IoT Using Machine Learning

Leveraging advances in machine learning for the robust classification and interpretation of networks Leveraging advances in machine learning for the robust classification and interpretation of networks

Condensation of Data and Knowledge for Network Traffic Classification: Techniques, Applications, and Open Issues

Gauss Markov and Flow Balanced Vector Radial Learning network traffic classification on IoT with SDN Gauss Markov and Flow Balanced Vector Radial Learning traffic classification in Software-defined networking

Performance of Machine Learning-Based Multi-Model Voting Ensemble Methods for Network Threat Detection in Agriculture 4.0

Network-based multi-class classifier to identify optimized gene networks for acute leukemia cell line classification Network-based multi-class classifier

Learning the mechanisms of network growth

A novel IoT intrusion detection framework using Decisive Red Fox optimization and descriptive back propagated radial basis function models

Complex network-based classification of radiographic images for COVID-19 diagnosis Complex network-based classification

A detailed study of resampling algorithms for cyberattack classification in engineering applications

Objective Supervised Machine Learning-Based Classification and Inference of Biological Neuronal Networks

Current and future directions in network biology

Self-optimizing neural network in the classification of real valued data

Deep Learning for Encrypted Traffic Classification and Unknown Data Detection

Sharing of Teaching Resources for English Majors Based on Ubiquitous Learning Resource Sharing Platform and Neural Network

An Internet-Oriented Multilayer Network Model Characterization and Robustness Analysis Method

Review of Botnet Attack Detection in SDN-Enabled IoT Using Machine Learning