Applications of Mathematical Modeling, Machine Learning, and Intelligent Computing for Industrial Development

Chapter 12 Stratification based initialization model on partitional clustering for big data mining

Kamlesh Kumar Pandey and Diwakar Shukla

Dr. Hari Singh Gour Vishwavidyalaya, Sagar, India

DOI: 10.1201/9781003386599-14

Contents

1. 12.1 Introduction
2. 12.2 Partitional based clustering approach for big data
3. 12.3 Clustering techniques for big data
   • 12.3.1 Incremental method
   • 12.3.2 Divide and conquer method
   • 12.3.3 Data summarization
   • 12.3.4 Sampling-based methods
   • 12.3.5 Efficient Nearest Neighbor (NN) Search
   • 12.3.6 Dimension reduction-based techniques
   • 12.3.7 Parallel computing methods
   • 12.3.8 Condensation-based methods
   • 12.3.9 Granular computing
4. 12.4 Sampling methods for big data mining
   • 12.4.1 Uniform random sampling
   • 12.4.2 Systematic sampling
   • 12.4.3 ...