Multivariate Analysis and Its Applications by K. C. Bhuyan. (NCBA)

Name: Multivariate Analysis and Its Applications by K. C. Bhuyan. (NCBA) - Booksbp.com
SKU: 9788173814778
Price: 280.00 INR
Availability: InStock

Original price was: ₹350.00.Current price is: ₹280.00.

SKU: 9788173814778

Core Topic Details Covered in the Book:-

The textbook is divided systematically into core areas of multivariate statistics, balancing theoretical frameworks with real-world applications:

Foundational Random Vector Theory: Explores basic properties, Cumulative Distribution Functions (CDF), Probability Density Functions (PDF) of random vectors, and multivariate normal distribution theory.

Inter-dependence Techniques (Data Reduction & Clustering):
- Principal Component Analysis (PCA): Reducing data complexity by transforming a large set of variables into smaller, uncorrelated principal components.
- Factor Analysis: Identifying underlying latent constructs or factors that explain correlation structures.
- Cluster Analysis: Grouping individual objects based on shared characteristics.

Dependence Techniques (Prediction & Classification):
- Discriminant Analysis: Classification methods to predict group membership for distinct profiles.
- Multivariate Regression: Assessing linear relationships where multiple independent variables predict multiple dependent outcomes.
- Multivariate Analysis of Variance (MANOVA): Evaluating population mean vectors across multiple groups concurrently.
- Canonical Correlation Analysis: Investigating the degree of linear association between two distinct sets of variables.