Wednesday, April 30, 2025

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

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

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

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

A Method for Encrypting and Decrypting Wave Files

Mohamad M. Al-laham, Mohamad a. Mai'iteh, Hasan Rashaideh and Ziad Al-Qadi, Al-Balqa Applied University, Jordan

Abstract

This paper aims at presenting a novel method for encrypting and decrypting wave files. Basically, the target files are sound files. First, the files are fetched, then a two-dimensional matrix of the double data type is created to maintain the values that correspond to the sample range; these values are placed in a column matrix then they are kept in the two dimensional-matrix already created. The double 2D matrix will be encrypted using matrix multiplication with a private double matrix key [1]. Having been encrypted, the data will be sent in wave file format and decrypted using the same 2D matrix private key.

Keywords

security, encrypting, decrypting, wave files

Original Source URL: https://aircconline.com/ijnsa/V10N4/10418ijnsa02.pdf

Volume URL: https://airccse.org/journal/jnsa18_current.html

Tuesday, April 29, 2025

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

#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, WJCI 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

Submission Deadline: May 03, 2025

Contact us:

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

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


Monday, April 28, 2025

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

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

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

Submission Deadline: May 03, 2025

Contact us:

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

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


Friday, April 25, 2025

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

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=186112

Submission Deadline: April 26, 2025

Contact us:

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

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


Thursday, April 24, 2025

6th International Conference on Advanced Natural Language Processing (AdNLP 2025)

#naturallanguageprocessing #informationretrieval #machinelearning #ontology #semantics #TextMining #NLP #morphology #phonology #SpeechRecognition #languagelearning #artificialintelligence #dataanalytics #transferlearning #deeplearning #datascience #datamining #chatbots #sentimentanalysis #virtualassistant

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Welcome To AdNLP 2025

6th International Conference on Advanced Natural Language Processing (AdNLP 2025)

May 17 ~ 18, 2025, Zurich, Switzerland

Webpage URL: https://icaita2025.org/adnlp/index

Submission Deadline: April 26, 2025 (Final Call)

Contact us:

Here's where you can reach us: adnlp@icaita2025.org (or) adnlpconfer@yahoo.com

Submission URL: https://icaita2025.org/submission/index.php


Wednesday, April 23, 2025

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

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

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

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

Mining Patterns of Sequential Malicious APIs to Detect Malware

Abdurrahman Pektas1, Elif Nurdan Pektas2 and Tankut Acarman1, 1Galatasaray University, Turkey and 2Siemens - Turkey, Turkey

Abstract

In the era of information technology and connected world, detecting malware has been a major security concern for individuals, companies and even for states. The New generation of malware samples upgraded with advanced protection mechanism such as packing, and obfuscation frustrate anti-virus solutions. API call analysis is used to identify suspicious malicious behavior thanks to its description capability of a software functionality. In this paper, we propose an effective and efficient malware detection method that uses sequential pattern mining algorithm to discover representative and discriminative API call patterns. Then, we apply three machine learning algorithms to classify malware samples. Based on the experimental results, the proposed method assures favorable results with 0.999 F-measure on a dataset including 8152 malware samples belonging to 16 families and 523 benign samples.

Keywords

Android, Malware, Frequent Sequence Mining, Behavioural Pattern, API Calls, Dynamic Analysis

Original Source URL: https://aircconline.com/ijnsa/V10N4/10418ijnsa01.pdf

Volume URL: https://airccse.org/journal/jnsa18_current.html

Tuesday, April 22, 2025

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

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

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

April 2025 - Top 10 Read Articles in Network Security and Its Applications

https://www.academia.edu/128937255/April_2025_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

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


Sunday, April 20, 2025

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

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

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

Submission Deadline: April 26, 2025

Contact us:

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

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


Friday, April 18, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI 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, WJCI 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 11511   h-index 51   i10-index 214

Contact us:

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

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

Thursday, April 17, 2025

6th International Conference on Machine Learning & Trends (MLT 2025)

#machinelearning #bayesian #artificialintelligence #engineering #computerscience #naturallanguageprocessing #BigData #informationretrieval #datascience #technology #programming #software


Submit Your Research Articles...!!!

6th International Conference on Machine Learning & Trends (MLT 2025)

May 17 ~ 18, 2025, Zurich, Switzerland

Webpage URL: https://icaita2025.org/mlt/index

Submission Deadline: April 19, 2025

Contact us:

Here's where you can reach us: mlt@icaita2025.org (or) mltconferen@yahoo.com

Submission URL: https://icaita2025.org/submission/index.php


Wednesday, April 16, 2025

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

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

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

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

A Novel Approach of Image Steganography for Secret Communication Using Spacing Method

Wa'el Ibrahim A. Almazaydeh1, H.S.Sheshadri1 and S.K.Padma2, 1P.E.S. College of Engineering, India and 2Sri Jayachamarajendra College of Engineering, India

Abstract

Steganography is the art of hiding a digital media with another digital media, it is very important to transmit a secret data from place to another because if any one intercept the data during the transmission he can't know if there is a data a data or not. This paper shows a new method to hide a secret data in an image without any bit change of the stego image that means the PSNR value between the original image and stego image equal to Infinity. The size of the secret message that can be hidden in the image is infinity or unlimited. This method based on generating a dynamic symmetric key between the sender and the receiver, it is used for encoding and decoding process and it is derived from the image and the secret message together.

Keywords

Least Significant Bit (LSB), ASCII code, PSNR, zigzag scanning

Original Source URL: https://aircconline.com/ijnsa/V10N3/10318ijnsa04.pdf

Volume URL: https://airccse.org/journal/jnsa18_current.html

Tuesday, April 15, 2025

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

#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...!!!

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

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

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

Submission Deadline: April 20, 2025

Contact us:

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

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

Monday, April 14, 2025

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

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

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

Submission Deadline: April 20, 2025

Contact us:

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

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

Friday, April 11, 2025

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

#crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement

Submit Your Research Articles...!!!

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

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

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

Contact us:

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

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

YouTube URL: https://youtu.be/WJaKyI9oRd4

Thursday, April 10, 2025

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

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

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

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

Analysing the Impact of Password Length and Complexity on the Effectiveness of Brute Force Attacks

Lama A. AlMalki 1, Samah H. Alajmani 1, Ben Soh 2 and Raneem Y. Alyami 1, 1 Taif University, Saudi Arabia 2 La Trobe University, Australia

Abstract

This study investigates the critical role of password length and complexity in mitigating the effectiveness of brute force attacks, a prevalent method used by attackers to gain unauthorized access to systems. Passwords are the first line of defense in digital security, and their strength directly affects the time and resources required for a brute-force attack to be successful. The research explores the relationship between various password characteristics such as length, the inclusion of alphanumeric characters, special symbols, and case sensitivity and the resistance they provide against automated cracking attempts. Through a combination of theoretical analysis and practical simulation, the study demonstrates how even a small increase in password length can lead to exponential growth in the number of possible combinations, significantly delaying potential breaches.

Keywords

Password security, brute force attacks, password length, password complexity, cybersecurity

Abstract URL: http://aircconline.com/abstract/ijnsa/v17n2/17225ijnsa03.html

Original Source URL: https://aircconline.com/ijnsa/V17N2/17225ijnsa03.pdf

Volume URL: https://airccse.org/journal/jnsa25_current.html

Wednesday, April 9, 2025

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

#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, WJCI 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=64177

Contact us:

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

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




Tuesday, April 8, 2025

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

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

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

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

Delay Testing in Integrated Circuits: Methodologies for Path Delay Fault Detection and Hardware Security

Palanichamy Manikandan, Østfold University College, Norway

Abstract

As semiconductor technology advances, high-speed circuits are becoming more common, which increases the chance of delay faults that can disrupt circuit timing. This paper explores the important issue of delay faults and reviews different testing methods, particularly focusing on path delay fault (PDF) testing and its role in hardware security. Various delay fault models and test generation techniques were discussed. The experiments on benchmark circuits showed that this approach could achieve a 12.7% to 19.6% increase in detecting path delay faults in circuits affected by hardware Trojans. These results highlight the need for effective delay testing methods to ensure the reliability of integrated circuits. This work recommends future research to focus on creating more efficient test generation methods and integrating security measures into standard testing practices.

Keywords

Path delay fault (PDF) testing, test generation, path selection, hardware trojans (HT), HT detection

Abstract URL: http://aircconline.com/abstract/ijnsa/v17n2/17225ijnsa02.html

Original Source URL: https://aircconline.com/ijnsa/V17N2/17225ijnsa02.pdf

Volume URL: https://airccse.org/journal/jnsa25_current.html

Monday, April 7, 2025

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

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

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

Submission Deadline: April 13, 2025

Contact us:

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

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

YouTube URL: https://www.youtube.com/watch?v=ez7xIjV24qM&list=PLEkRtv0iiQe8obYflS3Kk2v-538_Rpi0Y&index=229


Friday, April 4, 2025

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

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

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

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

Citations 11483   h-index 51   i10-index 214

Submission Deadline: April 06, 2025

Contact us:

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

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

YouTube URL: https://www.youtube.com/watch?v=ez7xIjV24qM&list=PLEkRtv0iiQe8obYflS3Kk2v-538_Rpi0Y&index=229


Thursday, April 3, 2025

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

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


Submit Your Research Articles...!!!

Welcome To IJNSA

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

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=186112

Submission Deadline: April 06, 2025

Contact us:

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

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

YouTube URL

https://www.youtube.com/watch?v=ez7xIjV24qM&list=PLEkRtv0iiQe8obYflS3Kk2v-538_Rpi0Y&index=229


Wednesday, April 2, 2025

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

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

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

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

Enhancing Malware Detection and Analysis using Deep Learning and Explainable AI (XAI)

Samah Alajmani1, Ebtihal Aljuaid1, Ben Soh2 and Raneem Y. Alyami1, 1Taif University, Saudi Arabia 2La Trobe University, Australia

Abstract

The rising complexity of malware threats has raised significant concerns within the antimalware community. The rapid evolution of cyber threats, particularly malware, is one of the most dangerous cybercrimes for online users due to its fast speed and self-replication. Advanced detection and analysis techniques may be required to detect it correctly. Deep learning (DL), a powerful tool in the fight against malware, accurately classifies and automates feature extraction. However, the black-box nature of DL models prevents them from being used in security-critical applications since they are difficult to understand and trust. Explainable AI (XAI) techniques enhance transparency and clarity in model decision-making, fostering a deeper understanding and building trust among cybersecurity professionals. This work introduces a new approach to identifying the behavior of modern malware through the integration of Deep learning combined with heuristics approaches and Explainable AI (XAI), precisely Shapley Additive explanations (SHAP),and Local Interpretable Model-agnostic Explanations (LIME). A synthetic dataset obtained from Kaggle served to train several models, including CNN, DNN, Random Forest, and Decision Trees. The experimental results clearly indicated that the Random Forest model achieved the highest accuracy at 69. 3%, whereas the CNN and DNN models delivered similar performances, with accuracy rates of 59. 5% and 59. 2%, respectively. Further analysis using SHAP and LIME unveiled critical features that influenced the models' decisions, thereby enhancing our understanding of AI-driven security solutions. This study effectively bridges the gap between performance and interpretability in the field of malware detection.

Keywords

Malware detection, Deep learning, Explainable AI, Cybersecurity, Model interpretability, Artificial intelligence

Abstract URL: http://aircconline.com/abstract/ijnsa/v17n2/17225ijnsa01.html

Original Source URL: https://aircconline.com/ijnsa/V17N2/17225ijnsa01.pdf

Volume URL: https://airccse.org/journal/jnsa25_current.html

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

#networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan ...