Malware is an ever-present and dynamic threat to networks and computer systems in cybersecurity,and because of its complexity and evasiveness,it is challenging to identify using traditional signature-based detection a...Malware is an ever-present and dynamic threat to networks and computer systems in cybersecurity,and because of its complexity and evasiveness,it is challenging to identify using traditional signature-based detection approaches.The study article discusses the growing danger to cybersecurity that malware hidden in PDF files poses,highlighting the shortcomings of conventional detection techniques and the difficulties presented by adversarial methodologies.The article presents a new method that improves PDF virus detection by using document analysis and a Logistic Model Tree.Using a dataset from the Canadian Institute for Cybersecurity,a comparative analysis is carried out with well-known machine learning models,such as Credal Decision Tree,Naïve Bayes,Average One Dependency Estimator,Locally Weighted Learning,and Stochastic Gradient Descent.Beyond traditional structural and JavaScript-centric PDF analysis,the research makes a substantial contribution to the area by boosting precision and resilience in malware detection.The use of Logistic Model Tree,a thorough feature selection approach,and increased focus on PDF file attributes all contribute to the efficiency of PDF virus detection.The paper emphasizes Logistic Model Tree’s critical role in tackling increasing cybersecurity threats and proposes a viable answer to practical issues in the sector.The results reveal that the Logistic Model Tree is superior,with improved accuracy of 97.46%when compared to benchmark models,demonstrating its usefulness in addressing the ever-changing threat landscape.展开更多
We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the r...We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the revision stage,will you be requested to put your paper into a'correct format'for acceptance and provide the items required for the publication of your article.展开更多
We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the r...We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the revision stage,will you be requested to put your paper into a'correct format'for acceptance and provide the items required for the publication of your article.展开更多
Submission Manuscripts should be submitted by one of the authors of the manuscript through the online Manuscript Tracking System(MTS)(http://mc03.manuscriptcentral.com/epphy).Regardless of the source of the word-proce...Submission Manuscripts should be submitted by one of the authors of the manuscript through the online Manuscript Tracking System(MTS)(http://mc03.manuscriptcentral.com/epphy).Regardless of the source of the word-processing tool,only electronic PDF(,pdf)or Word(doc,.docx,.rtf)files can be submitted through the MTS.展开更多
We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the r...We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the revision stage,will you be requested to put your paper into a'correct format'for acceptance and provide the items required for the publication of your article.展开更多
Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online ...Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.展开更多
Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online ...Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.展开更多
Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online ...Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.展开更多
Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online ...Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.展开更多
Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online ...Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.展开更多
Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online ...Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.展开更多
基金This research work was funded by Institutional Fund Projects under Grant No.(IFPIP:211-611-1443).
文摘Malware is an ever-present and dynamic threat to networks and computer systems in cybersecurity,and because of its complexity and evasiveness,it is challenging to identify using traditional signature-based detection approaches.The study article discusses the growing danger to cybersecurity that malware hidden in PDF files poses,highlighting the shortcomings of conventional detection techniques and the difficulties presented by adversarial methodologies.The article presents a new method that improves PDF virus detection by using document analysis and a Logistic Model Tree.Using a dataset from the Canadian Institute for Cybersecurity,a comparative analysis is carried out with well-known machine learning models,such as Credal Decision Tree,Naïve Bayes,Average One Dependency Estimator,Locally Weighted Learning,and Stochastic Gradient Descent.Beyond traditional structural and JavaScript-centric PDF analysis,the research makes a substantial contribution to the area by boosting precision and resilience in malware detection.The use of Logistic Model Tree,a thorough feature selection approach,and increased focus on PDF file attributes all contribute to the efficiency of PDF virus detection.The paper emphasizes Logistic Model Tree’s critical role in tackling increasing cybersecurity threats and proposes a viable answer to practical issues in the sector.The results reveal that the Logistic Model Tree is superior,with improved accuracy of 97.46%when compared to benchmark models,demonstrating its usefulness in addressing the ever-changing threat landscape.
文摘We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the revision stage,will you be requested to put your paper into a'correct format'for acceptance and provide the items required for the publication of your article.
文摘We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the revision stage,will you be requested to put your paper into a'correct format'for acceptance and provide the items required for the publication of your article.
文摘Submission Manuscripts should be submitted by one of the authors of the manuscript through the online Manuscript Tracking System(MTS)(http://mc03.manuscriptcentral.com/epphy).Regardless of the source of the word-processing tool,only electronic PDF(,pdf)or Word(doc,.docx,.rtf)files can be submitted through the MTS.
文摘We now differentiate between the requirements for new and revised submissions.You may choose to submit your manuscript as a single Word or PDF file to be used in the refereeing process.Only when your paper is at the revision stage,will you be requested to put your paper into a'correct format'for acceptance and provide the items required for the publication of your article.
文摘Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.
文摘Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.
文摘Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.
文摘Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.
文摘Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.
文摘Submission Manuscripts are accepted for review with the understanding that the same paper has not been published and is not being considered for publication by other journals.Papers should be submitted via the online submission system,Editorial Manager,www.editorialmanager.com/ijb/login.asp.Once a paper is accepted for publication,the author is assumed to have transferred the copyright to World Scientific.The first author of each accepted paper will receive the pdf file of the article.
