Question

. Recommend appropriate data analytic techniques for security prevention at IMC.

Answer 1

APPROPRIATE DATA ANALYTIC TECHNIQUES FOR THE SECURITY PREVENTION AT IMC ARE:

1.TECHNIQUES BASED ON MATHEMATICS AND STATISTICS

• DESCRIPTIVE ANALYSIS : TAKE PAST DATA AND KEY PERFORMANCE TO DESCRIBE THE PERFORMANCE OF THE SYSTEM . DESCRIPTIVE ANALYSIS TAKES INTO ACCOUNT THE PAST DATA OR TRENDS AND SEE HOW THEY MIGHT INFLUENCE THE FUTURE DATA.ANY BREACH CAN BE IDENTIFIED BY RECOLLECTING DATA .
• DISPERSION ANALYSIS: THERE ARE VARIABLE FACTORS ACCOUNTED IN THE PROBLEM. THEREFORE THEY DETERMINE THE VARIABILITY OF THE FACTORS UNDER STUDY .THEREBY ACQUIRING DETAILED SEARCHING IN EVERY VARIABLE POSSIBLE .
• REGRESSION ANALYSIS : THIS MODEL DETERMINES THE RELATIONSHIP BETWEEN DEPENDENT AND INDEPENDENT VARIABLES . VARIOUS REGRESSSION MODELS CAN BE LINEAR , MULTIPLE ,LOGISTIC, RIDGE, NON LINEAR ,LIFE DATA AND MORE WHICH SOLVES ANY ISSUE UNDER SECURITY BREACH
• FACTOR ANALYSIS : THIS DETERMINES THE RELATIONSHIP AMONG VARIABLES BASED ON SOME FACTOR. IT HELPS IN CLUSTERING AND CLASSFICATION PROCEDURES.
• DISCRIMINANT ANALYSIS :IT DETERMINES THE DIFFERENCE BETWEEN TWO GROUPS AND HELPS DIFFERENTIATE THE GROUPS .THEREFORE NEW ITEMS ARE IDENTIFIED .

2. TECHINIQUES BASED ON ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING .

• ARTIFICIAL NEURAL NETWORK HAS ANN THAT CAN ACCEPT NOISY DATA AND ARE HIGHLY ACCURATE WHICH ARE HELPFUL IN BOTH VUSINESS AND FORECASTING.
• FUZZY LOGIC IS BASED ON PROBABLITY WHICH HELPS IN HANDLING THE UNCERTAINITIES IN DATA MINING TECHNIQUES.