International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: February 28, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy #networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Allconferencecfpalerts URL: https://allconferencecfpalerts.com/cfp/view.php?eno=67058

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Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA)

#CallForPapers #CallForAbstracts #callforsubmissions #Papersubmission #deadline #online #article #articlesubmission #articlepublishing #papers #research #researchpaper #researchpublication #publication #Submission #submitnow #submissionsopen #SubmitYourPaper #SubmitYourAbstract #submityourwork

Submit Your Research Articles...!!!

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

February 2026: Top 10 Read Articles in Network Security and Its Applications

https://www.academia.edu/164760728/February_2026_Top_10_Read_Articles_in_Network_Security_and_Its_Applications

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA)

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Advanced Graph Neural Network Mechanisms for IoT Network Intrusion Detection: A Comprehensive Study of Prototype-Based, Contrastive, and Structure Learning Approaches

Mehmet Baris Yaman, Foundational Technology, Turkey

Abstract

The proliferation of Internet of Things (IoT) devices has created unprecedented security challenges, with traditional intrusion detection systems struggling to achieve the accuracy needed for operational deployment. This comprehensive study investigates three advanced Graph Neural Network (GNN) mechanisms for network intrusion detection, addressing the fundamental limitations of standard edge-level classification approaches. We present Prototype-GNN, which leverages distance-based classification with learnable prototype embeddings; Contrastive-GNN, which optimizes embedding geometry through supervised contrastive learning; and GSL-GNN, which adaptively learns optimal graph structure from node features. Through extensive experimentation on the TON-IoT dataset containing 1 million network connections, we demonstrate that these mechanisms achieve 94.24%, 94.71%, and 96.66% accuracy respectively, representing substantial improvements of +2.37, +2.84, and +4.79 percentage points over the baseline EdgeLevelGCN (91.87%). Our best-performing GSL-GNN architecture achieves 99.70% ROC-AUC with an exceptionally low 1.5% false positive rate, addressing the critical challenge of alert fatigue in security operations. This journal article extends our preliminary conference study [1] by providing comprehensive ablation studies, additional architectural variants, and deeper theoretical analysis.

Keywords

Graph Neural Networks, Network Intrusion Detection, IoT Security, Prototype Learning, Contrastive Learning, Graph Structure Learning, Deep Learning

Abstract URL: http://aircconline.com/abstract/ijnsa/v18n1/18126ijnsa03.html

Original Source URL: https://aircconline.com/ijnsa/V18N1/18126ijnsa03.pdf

Volume URL: https://airccse.org/journal/jnsa26_current.html

International Journal of Network Security & Its Applications (IJNSA)

#datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Call for Research Articles...!!!

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Scope

The International Journal of Network Security & Its Applications (IJNSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the computer Network Security & its applications. The journal focuses on all technical and practical aspects of security and its applications for wired and wireless networks. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding Modern security threats and countermeasures, and establishing new collaborations in these areas.

Submission Deadline: February 21, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: February 21, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

#submitnow #deadline #phdstudent #phdresearch #research #ResearchScholar #researchpaper #researchers #article #online #submissionsopen #RegisterNow #Register #Papersubmission #opencall #event #applynow #meetings #CallForPapers #callforsubmissions #submission #Submit #SubmitYourPaper

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Google Scholar URL: https://scholar.google.co.in/citations?hl=en&user=lhj_6AYAAAAJ

Citations 12233   h-index 52   i10-index 220

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

#article #articlesubmission #articlepublishing #papers #research #researchpaper #researchpublication #publication #Submission #submitnow #submissionsopen #SubmitYourPaper #SubmitYourAbstract #submityourwork #CallForPapers #CallForAbstracts #callforsubmissions #Papersubmission #deadline #online

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Wikicfp URL: http://www.wikicfp.com/cfp/servlet/event.showcfp?eventid=190234

Submission Deadline: February 15, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA)

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Optimized Naive Bayes for Phishing Website Detection using Hybrid TF - IDF and Character Level URL Features

Hieu Ngo Van, Tin Trinh Quang, Phuong Nguyen Thi Thanh, Huong Mai Quoc and Dung Nguyen Thi Thuy, Duy Tan University, Vietnam

Abstract

The rapid growth of phishing websites poses significant challenges to users and online systems, particularly as many existing detection approaches rely on webpage content analysis or computationally expensive deep learning models. This paper proposes a lightweight phishing URL detection method that integrates token-level Term Frequency–Inverse Document Frequency (TF–IDF) and character-level ngrams within a Multinomial Naive Bayes classifier. The proposed approach is evaluated on three public datasets, including the UCI Phishing Website dataset, PhishTank, and URLNet. Experimental results show that the model achieves F1-scores ranging from 0.904 to 0.940 when trained and tested on individual datasets, indicating robust detection performance. When the three datasets are merged for training, the model attains an F1-score of 0.931, with Recall improving by 2.0 percent compared to the average singledataset results, reflecting enhanced generalization across diverse data sources. The lightweight nature of the proposed method enables fast URL classification and practical deployment under hardware constraints.

Keywords

Phishing detection, URL analysis, Machine learning, Naive Bayes, TF–IDF

Abstract URL: http://aircconline.com/abstract/ijnsa/v18n1/18126ijnsa02.html

Original Source URL: https://aircconline.com/ijnsa/V18N1/18126ijnsa02.pdf

Volume URL: https://airccse.org/journal/jnsa26_current.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: February 15, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

#CallForPapers #CallForAbstracts #callforsubmissions #Papersubmission #deadline #online #article #articlesubmission #articlepublishing #papers #research #researchpaper #researchpublication #publication #Submission #submitnow #submissionsopen #SubmitYourPaper #SubmitYourAbstract #submityourwork

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed, H Index - 52

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Call for papers

The International Journal of Network Security & Its Applications (IJNSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the computer Network Security & its applications. The journal focuses on all technical and practical aspects of security and its applications for wired and wireless networks. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding Modern security threats and countermeasures, and establishing new collaborations in these areas.

Abstracting & Indexing Services:

The articles of IJNSA are indexed/abstracted in the following index services.

https://airccse.org/journal/jnsa_index.html

Contact us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

For More Details, Please Visit Us: https://airccse.org/journal/ijnsa.html

13th International Conference on Artificial Intelligence and Applications (AIAPP 2026)

#ArtificialIntelligence #machinelearning #deeplearning #decisionmaking #robotics #naturallanguageprocessing #computervision #optimization #CognitiveComputing #datamining #BigData #informationretrieval #bioinformatics #FuzzyLogic #neuralnetworks #ParallelProcessing #computerscience #engineering #informationtechnology #SemanticWeb #multimedia #patternrecognition #mechatronics #Computing #education #programming #softcomputing #technology #dataanalytics #hardware #deployment #simulation #modeling #computationalintelligence #informatics #reasoning #software #ubiquitouscomputing #recognition

Submit Your Research Articles...!!!

Welcome To AIAPP 2026

13th International Conference on Artificial Intelligence and Applications (AIAPP 2026)

May 16 ~ 17, 2026, Zurich, Switzerland

Webpage URL: https://aiapp2026.org/index

Submission Deadline: February 07, 2026

Contact us:

Here's where you can reach us: aiapp@aiapp2026.org (or) aiappconfere@yahoo.com

Submission URL: https://cosit2026.org/submission/index.php

International Journal of Network Security & Its Applications (IJNSA)

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Empirical Telemetry-based Metrics for Evaluating Honeypot Realism and Deception Effectiveness

Teresita Noelia Nunez Migliorisi, University of Delaware, USA

Abstract

Honeypots remain critical tools for cyber deception, adversarial observation, and proactive threat intelligence. However, despite decades of development, the field still lacks a standardized and empirically validated framework for assessing deception effectiveness. Existing studies rely heavily on raw connection counts or ad hoc indicators, limiting reproducibility, comparability, and operational relevance. This paper presents a telemetry-driven methodology for evaluating honeypot realism and deception effectiveness across measurable behavioral dimensions. Using both a baseline cloud honeynet and an Enhanced Realism-Driven Honeynet (ERDH) modeled on a healthcare research environment, it's empirically demonstrated that domain-consistent realism significantly increases attacker dwell time, interaction depth, behavioral diversity, and malware family richness.

Keywords

Honeypots, Deception, Engagement, Telemetry, Metrics, Evaluation, Standardization, NIST

Abstract URL: http://aircconline.com/abstract/ijnsa/v18n1/18126ijnsa01.html

Original Source URL: https://aircconline.com/ijnsa/V18N1/18126ijnsa01.pdf

Volume URL: https://airccse.org/journal/jnsa26_current.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: February 08, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - Current Issue: January 2026, Volume 18, Number 1

#networksecurity #security #network #blockchain #technology #cybersecurity #artificialintelligence #machinelearning #database #systemsecurity #optimization #internetsecurity #mobile #adhoc #sensors #protocols #Management #intrusion #detection #prevention

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Current Issue: January 2026, Volume 18, Number 1

Empirical Telemetry-based Metrics for Evaluating Honeypot Realism and Deception Effectiveness

Teresita Noelia Nunez Migliorisi, University of Delaware, USA

Abstract URL: http://aircconline.com/abstract/ijnsa/v18n1/18126ijnsa01.html

Original Source URL: https://aircconline.com/ijnsa/V18N1/18126ijnsa01.pdf

Optimized Naive Bayes for Phishing Website Detection using Hybrid TF - IDF and Character Level URL Features

Hieu Ngo Van, Tin Trinh Quang, Phuong Nguyen Thi Thanh, Huong Mai Quoc and Dung Nguyen Thi Thuy, Duy Tan University, Vietnam

Abstract URL: http://aircconline.com/abstract/ijnsa/v18n1/18126ijnsa02.html

Original Source URL: https://aircconline.com/ijnsa/V18N1/18126ijnsa02.pdf

Advanced Graph Neural Network Mechanisms for IoT Network Intrusion Detection: A Comprehensive Study of Prototype-Based, Contrastive, and Structure Learning Approaches

Mehmet Baris Yaman, Foundational Technology, Turkey

Abstract URL: http://aircconline.com/abstract/ijnsa/v18n1/18126ijnsa03.html

Original Source URL: https://aircconline.com/ijnsa/V18N1/18126ijnsa03.pdf

Machine Learning for Network Intrusion Detection in Usa Critical Infrastructure: Challenges and Opportunities

Joy Selasi Agbesi 1, Abigail Nanayaa Otchill 2, Raymond Horlalie Tay 3 and Noah K. Bamfo 4 , 1Ohio University, USA, 2Foundation and Support, United States, 3College of Engineering Northeastern University, United States, 4Consulting Network Engineer, United States

Abstract URL: http://aircconline.com/abstract/ijnsa/v18n1/18126ijnsa04.html

Original Source URL: https://aircconline.com/ijnsa/V18N1/18126ijnsa04.pdf

OTN in the 5g Era: Transporting Massive Ip-Based Mobile Traffic

Joy Selasi Agbesi , Ohio University, USA

Abstract URL: http://aircconline.com/abstract/ijnsa/v18n1/18126ijnsa05.html

Original Source URL: https://aircconline.com/ijnsa/V18N1/18126ijnsa05.pdf

Volume URL: https://airccse.org/journal/jnsa26_current.html

Contact us:

Here's where you can reach us : ijnsa@airccse.org or ijnsa@aircconline.com or ijnsajournl@gmail.com

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Allconferencecfpalerts URL: https://allconferencecfpalerts.com/cfp/view.php?eno=67058

Submission Deadline: January 31, 2026

Contact us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA)

#CallForPapers #CallForAbstracts #callforsubmissions #Papersubmission #deadline #online #article #articlesubmission #articlepublishing #papers #research #researchpaper #researchpublication #publication #Submission #submitnow #submissionsopen #SubmitYourPaper #SubmitYourAbstract #submityourwork

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Paper Submission

Authors are invited to submit papers for this journal through Submission System. Submissions must be original and should not have been published previously or be under consideration for publication while being evaluated for this Journal. For paper format download the template here.

Manuscript Template --- https://airccse.org/journal/aircc_template.doc

Submission URL: https://airccse.com/submissioncs/home.html

Contact us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Visit Us: https://airccse.org/journal/ijnsa.html

International Journal of Network Security & Its Applications (IJNSA)

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

System Call Dependence Graph Based Behavior Decomposition of Android Applications

Bin Zhao, JD.com Silicon Valley R&D Center, USA

Abstract

Millions of developers and third-party organizations have flooded into the Android ecosystem due to Android’s open-source feature and low barriers to entry for developers. .However, that also attracts many attackers. Over 90 percent of mobile malware is found targeted on Android. Though Android provides multiple security features and layers to protect user data and system resources, there are still some overprivileged applications in Google Play Store or third-party Android app stores at wild. In this paper, we proposed an approach to map system level behavior and Android APIs, based on the observation that system level behaviors cannot be avoided but sensitive Android APIs could be evaded.To the best of our knowledge, our approach provides the first work to decompose Android application behaviors based on system-level behaviors. We then map system level behaviors and Android APIs through System Call Dependence Graphs. The study also shows that our approach can effectively identify potential permission abusing, with an almost negligible performance impact.

Keywords

Behavior Representation, System Call Dependence Graph, Privilege Escalation, Android APIs

Abstract URL: http://aircconline.com/abstract/ijnsa/v11n4/11419ijnsa03.html

Original Source URL: https://aircconline.com/ijnsa/V11N4/11419ijnsa03.pdf

Volume URL: https://airccse.org/journal/jnsa19_current.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: January 31, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA)

#intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Google Scholar URL: https://scholar.google.co.in/citations?hl=en&user=lhj_6AYAAAAJ

Citations 12161   h-index 52   i10-index 220

Contact us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

For More Details, Please Visit:  https://airccse.org/journal/ijnsa.html

7th International Conference on Signal Processing and Machine Learning (SIGML 2026)

#SignalProcessing #machinelearning #DigitalSignalProcessing #coding #transmission #communication #imageprocessing #storage #retrieval #computervision #patternrecognition #internetofthings #deeplearning #SIGNAL #Engineering #technology #audioprocessing #computerscience #neuralnetworks #robotics #softwaredeveloper #dataanalysis #DigitalTransformation #artificialintelligence #datascience #electronics #imageanalysis #embeddedsystems #objectdetection #ElectronicsEngineering

Call for Research Articles...!!!

7th International Conference on Signal Processing and Machine Learning (SIGML 2026)

March 14 ~ 15, 2026, Vienna, Austria

Webpage URL: https://ccseit2026.org/sigml/index

Paper Submission

Authors are invited to submit papers through the conference Submission System by January 24, 2026. Submissions must be original and should not have been published previously or be under consideration for publication while being evaluated for this conference. The proceedings of the conference will be published by Computer Science Conference Proceedings (H index 45) in Computer Science & Information Technology (CS & IT) series (Confirmed).

Submission URL: https://ccseit2026.org/submission/index.php

Contact us: sigml@ccseit2026.org (or) sigmlconfe@yahoo.com

International Journal of Network Security & Its Applications (IJNSA)

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

A Chaotic Confusion-Diffusion Image Encryption Based on Henon Map

Ashraf Afifi, Taif University, Kingdom of Saudi Arabia

Abstract

This paper suggests chaotic confusion-diffusion image encryption based on the Henon map. The proposed chaotic confusion-diffusion image encryption utilizes image confusion and pixel diffusion in two levels. In the first level, the plainimage is scrambled by a modified Henon map for n rounds. In the second level, the scrambled image is diffused using Henon chaotic map. Comparison between the logistic map and modified Henon map is established to investigate the effectiveness of the suggested chaotic confusion-diffusion image encryption scheme. Experimental results showed that the suggested chaotic confusion-diffusion image encryption scheme can successfully encrypt/decrypt images using the same secret keys. Simulation results confirmed that the ciphered images have good entropy information and low correlation between coefficients. Besides the distribution of the gray values in the ciphered image has random-like behavior.

Keywords

Chaos, Encryptions, Henon map, Shuffle, Confusion, Diffusion

Abstract URL: http://aircconline.com/abstract/ijnsa/v11n4/11419ijnsa02.html

Original Source URL: https://aircconline.com/ijnsa/V11N4/11419ijnsa02.pdf

Volume URL: https://airccse.org/journal/jnsa19_current.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy #networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

January 2026 - Top 10 Read Articles in Network Security and Its Applications

https://www.academia.edu/146229649/January_2026_Top_10_Read_Articles_in_Network_Security_and_Its_Applications

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International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

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Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: January 25, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA)

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Authentication Mechanism Enhancement Utilising Secure Repository for Passwordless Handshake

Ioannis A. Pikrammenos, Panagiotis Tolis and Panagiotis Perakis, University of Derby, Greece

Abstract

In this paper the idea of an enhanced security authentication procedure is presented. This procedure prohibits the transmission of the user’s password over the network while still providing the same authentication service. To achieve that, Kerberos Protocol and a secure password repository are adopted, namely a smart card. The conditional access to a smart card system provides a secure place to keep credentials safe. Then, by referencing to them through identifiers, an authentication system may perform its scope without revealing the secrets at all. This elevates the trustworthiness of the mechanism while at the same time it achieves to reduce the overhead of the authentication systems due to the elaborate encryptions procedures.

Keywords

Kerberos v5, LDAP, authentication, password handling, smart card

Abstract URL: http://aircconline.com/abstract/ijnsa/v11n4/11419ijnsa01.html

Original Source URL: https://aircconline.com/ijnsa/V11N4/11419ijnsa01.pdf

Volume URL: https://airccse.org/journal/jnsa19_current.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#CallForPapers #callforsubmissions #submission #Submit #SubmitYourPaper #submitnow #deadline #phdstudent #phdresearch #research #ResearchScholar #researchpaper #researchers #article #online #submissionsopen #RegisterNow #Register #Papersubmission

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: January 17, 2026

Wikicfp URL: http://www.wikicfp.com/cfp/servlet/event.showcfp?eventid=190234

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Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: January 17, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Google Scholar URL: https://scholar.google.co.in/citations?hl=en&user=lhj_6AYAAAAJ

Citations 12142   h-index 52   i10-index 220

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7th International Conference on Cloud and Internet of Things (ICCIoT 2026)

#CloudComputing #internetofthings #BigData #cloudsecurity #networking #datastorage #programming #security #opensource #cloudstorage #cloudarchitecture #IoT #cloudmanagement #cloudservices #technology #DevOps #machinelearning #datascience #informationtechnology #datacenter #networksecurity #dataprotection #webdevelopment #datanalysis #Software #clouds #analytics #Serverless #multicloud #MicrosoftAzure #EdgeComputing #Engineering #computerscience

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Welcome To ICCIoT 2026

7th International Conference on Cloud and Internet of Things (ICCIoT 2026)

March 14 ~ 15, 2026, Vienna, Austria

Webpage URL: https://ccseit2026.org/icciot/index

Submission Deadline: January 10, 2026

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Here's where you can reach us: icciot@ccseit2026.org (or) icciot_confe@yahoo.com

Submission URL: https://ccseit2026.org/submission/index.php

International Journal of Network Security & Its Applications (IJNSA)

International Journal of Network Security & Its Applications (IJNSA)

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

A Combination of Temporal Sequence Learning and Data Description for Anomaly - based NIDS

Nguyen Thanh Van1,2, Tran Ngoc Thinh1 and Le Thanh Sach1, 1Ho Chi Minh City University of Technology, VietNam and 2Ho Chi Minh City University of Technology and Education, VietNam

Abstract

Through continuous observation and modelling of normal behavior in networks, Anomaly-based Network Intrusion Detection System (A-NIDS) offers a way to find possible threats via deviation from the normal model. The analysis of network traffic based on time series model has the advantage of exploiting the relationship between packages within network traffic and observing trends of behaviors over a period of time. It will generate new sequences with good features that support anomaly detection in network traffic and provide the ability to detect new attacks. Besides, an anomaly detection technique, which focuses on the normal data and aims to build a description of it, will be an effective technique for anomaly detection in imbalanced data. In this paper, we propose a combination model of Long Short Term Memory (LSTM) architecture for processing time series and a data description Support Vector Data Description (SVDD) for anomaly detection in A-NIDS to obtain the advantages of them. This model helps parameters in LSTM and SVDD are jointly trained with joint optimization method. Our experimental results with KDD99 dataset show that the proposed combined model obtains high performance in intrusion detection, especially DoS and Probe attacks with 98.0% and 99.8%, respectively.

Keywords

Anomaly-based network intrusion detection system, temporal sequence, data description

Abstract URL: http://aircconline.com/abstract/ijnsa/v11n3/11319ijnsa07.html

Original Source URL: https://aircconline.com/ijnsa/V11N3/11319ijnsa07.pdf

Volume URL: https://airccse.org/journal/jnsa19_current.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#CallForPapers #CallForAbstracts #callforsubmissions #Papersubmission #deadline #online #article #articlesubmission #articlepublishing #papers #research #researchpaper #researchpublication #publication #Submission #submitnow #submissionsopen #SubmitYourPaper #SubmitYourAbstract #submityourwork

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Paper Submission

Authors are invited to submit papers for this journal through Submission System. Submissions must be original and should not have been published previously or be under consideration for publication while being evaluated for this Journal.

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Contact us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: January 10, 2026

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org (or) ijnsajournl@gmail.com

Submission URL: https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

#CallForPapers #callforsubmissions #submission #Submit #SubmitYourPaper #submitnow #deadline #phdstudent #phdresearch #research #ResearchScholar #researchpaper #researchers #article #online #submissionsopen #RegisterNow #Register #Papersubmission #opencall #event #applynow

Welcome To IJNSA [January 2026, Volume 18, Number 1]

International Journal of Network Security & Its Applications (IJNSA) - ERA Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Current Issue URL: https://airccse.org/journal/jnsa26_current.html

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Submission URL: https://airccse.com/submissioncs/home.html