ANOMALY DETECTION OF SOFTWARE PROGRAM RUNTIME BEHAVIOR BASED ON PRINCIPLE COMPONENT ANALYSIS

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Arabi Naree s.; TAHERIAN N.

مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources

Seminar Paper

Paper Information

Seminar: ANNUAL IRANIAN MATHEMATICS CONFERENCE
Year:2016 | Issue:47

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Title

ANOMALY DETECTION OF SOFTWARE PROGRAM RUNTIME BEHAVIOR BASED ON PRINCIPLE COMPONENT ANALYSIS

Author(s)

Arabi Naree s. | TAHERIAN N. | Issue Writer Certificate

Keywords

ANOMALY DETECTION

PROGRAM BEHAVIOR

PRINCIPLE COMPONENT ANALYSIS

EIGENVALUE

Abstract

THIS PAPER PROPOSES A NOVEL MODEL THAT USES PRINCIPAL COMPONENT ANALYSIS IN ANOMALY DETECTION OF SOFTWARE PROGRAM EXECUTIONS. ANOMALOUS EXECUTIONS OF PROGRAMS CAN BE DETECTED BY A PREDICTIVE MODEL WHICH IS CONSTRUCTED FROM THE MAJOR PRINCIPAL COMPONENTS OF THE NORMAL PROGRAM EXECUTIONS. THE DISTANCE OF AN ANOMALOUS EXECUTION FROM THE NORMAL EXECUTIONS IS MEASURED IN THE PRINCIPAL COMPONENT SPACE. THE EXPERIMENTS WITH SIEMENS AND SPEC2000 TEST SUITES DEMONSTRATE THAT THE PROPOSED METHOD CAN DETECT NORMAL AND ABNORMAL PROGRAM BEHAVIOR PRECISELY AND EFFECTIVELY.

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APA: Copy

Arabi Naree, s., & TAHERIAN, N.. (2016). ANOMALY DETECTION OF SOFTWARE PROGRAM RUNTIME BEHAVIOR BASED ON PRINCIPLE COMPONENT ANALYSIS. ANNUAL IRANIAN MATHEMATICS CONFERENCE. SID. https://sid.ir/paper/947082/en

Vancouver: Copy

Arabi Naree s., TAHERIAN N.. ANOMALY DETECTION OF SOFTWARE PROGRAM RUNTIME BEHAVIOR BASED ON PRINCIPLE COMPONENT ANALYSIS. 2016. Available from: https://sid.ir/paper/947082/en

IEEE: Copy

s. Arabi Naree, and N. TAHERIAN, “ANOMALY DETECTION OF SOFTWARE PROGRAM RUNTIME BEHAVIOR BASED ON PRINCIPLE COMPONENT ANALYSIS,” presented at the ANNUAL IRANIAN MATHEMATICS CONFERENCE. 2016, [Online]. Available: https://sid.ir/paper/947082/en

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