JNTUH B.Tech R18 Data Mining Study Material, Important Questions

Rahul

Moderator
JNTUH B.Tech R18 Data Mining Study Material / Notes - Set 1

Unit -1 : Data Mining

Unit -2 : Association Rule Mining

Unit -3 : Classification

Unit -4 : Clustering and Applications

Unit -5 : Advanced Concepts

JNTUH B.Tech R18 Data Mining Study Material / Notes - Set 2
Download Here

JNTUH B.Tech R18 Data Mining Short and Long Important Questions and Objective Bits - Unit Wise

JNTUH B.Tech R18 Data Mining Syllabus :

Unit 1 :
Data Mining: Data–Types of Data–, Data Mining Functionalities– Interestingness Patterns Classification of Data Mining systems– Data mining Task primitives –Integration of Data mining system with a Data warehouse–Major issues in Data Mining–Data Preprocessing.

Unit 2 :
Association Rule Mining: Mining Frequent Patterns–Associations and correlations – Mining Methods– Mining Various kinds of Association Rules– Correlation Analysis– Constraint based Association mining. Graph Pattern Mining, SPM.

Unit 3 :
Classification: Classification and Prediction – Basic concepts–Decision tree induction–Bayesian classification, Rule–based classification, Lazy learner.

Unit 4 :
Clustering and Applications: Cluster analysis–Types of Data in Cluster Analysis–Categorization of Major Clustering Methods– Partitioning Methods, Hierarchical Methods– Density–Based Methods, Grid–Based Methods, Outlier Analysis.

Unit 5 :
Advanced Concepts: Basic concepts in Mining data streams–Mining Time–series data––Mining sequence patterns in Transactional databases– Mining Object– Spatial– Multimedia–Text and Web data – Spatial Data mining– Multimedia Data mining–Text Mining– Mining the World Wide Web.
 

Attachments

Last edited:
Back
Top