AKTU MCA Data Warehousing & Data Mining (KCA012) Question Paper 2022-23
| University | Dr. A.P.J. Abdul Kalam Technical University (AKTU), Lucknow |
|---|---|
| Course | MCA, Semester III |
| Subject | Data Warehousing & Data Mining (KCA012) |
| Exam | Theory Examination 2022-23 (odd semester) |
| Time · Marks | 3 hours · 100 marks |
| Source | AKTU question paper, from the ABESIT question paper bank |
Note: Attempt all Sections. If require any missing data; then choose suitably.
Section A
Q1. Attempt all questions in brief · 2 × 10 = 20 marks
- Write down the components of data warehouse.
- What is meta data?
- What is SMP?
- What do you mean by workload matrix?
- What are the steps involved in data transformation?
- What is binning technique?
- Briefly describe genetic algorithm.
- Explain market basket analysis.
- What is MOLAP?
- Define web mining.
Section B
Q2. Attempt any three of the following · 10 × 3 = 30 marks
- Define data warehouse. What are the key features of data warehouse?
- What is data warehouse planning? Explain its activities.
- Describe the steps involved in data mining when viewed as a process of knowledge discovery.
- Describe classification. Also discuss Naive Bayesian classification.
- Describe various OLAP operations in multidimensional data model.
Section C
Q3
Attempt any one part of the following · 10 × 1 = 10 marks
- Write short note on : (i) Shared-disk architecture (ii) Distributed memory architecture
- Differentiate between OLAP and OLTP.
Q4
Attempt any one part of the following · 10 × 1 = 10 marks
- Discuss master slave processing with the help of diagram.
- Explain two primary categories of parallel hardware used for data warehousing.
Q5
Attempt any one part of the following · 10 × 1 = 10 marks
- What do you mean by cleaning of the data? Explain the important types of data cleaning.
- What is decision tree? Explain the classification by decision tree induction.
Q6
Attempt any one part of the following · 10 × 1 = 10 marks
- What is clustering? Briefly explain k-means clustering algorithm.
- Describe neural network. How the neural network is useful in classification.
Q7
Attempt any one part of the following · 10 × 1 = 10 marks
- Write a short note on the following: (i) Tuning the data warehouse (ii) Testing the data warehouse
- List various algorithms used in web mining. Briefly discuss any one of them.
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