Security and Privacy Trends in Cloud Computing and Big Data

Chapter 5 Data mining security for big data

Irum Naz Sodhar

Shaheed Benazir Bhutto University Shaheed Benazirabad

Akhtar Hussain Jalbani, Abdul Hafeez Buller, and Anam Naz Sodhar

Quaid-e-Awam University of Engineering Science & Technology

DOI: 10.1201/9781003107286-5

CONTENTS

• 5.1 Data mining
  • 5.1.1 Data mining process
  • 5.1.2 Data mining methods
    • 5.1.2.1 Association rules
    • 5.1.2.2 Classification
    • 5.1.2.3 Clustering
    • 5.1.2.4 Decision tree
    • 5.1.2.5 Neural network
    • 5.1.2.6 Regression analysis
    • 5.1.2.7 Statistical analysis
    • 5.1.2.8 Visualization
  • 5.1.3 Data mining for malware detection
    • 5.1.3.1 Approaches of mining for malware detection
• 5.2 Big data
  • 5.2.1 Types of big data
    • 5.2.1.1 Organized data
    • 5.2.1.2 Unorganized data
    • 5.2.1.3 Semi-organized data ...