Data Analytics (KCA034) - AKTU Question Paper 2024-25
MCA · Semester 4 · Free PDF Download
This is the official AKTU Data Analytics Previous Year Question Paper for MCA Semester 4, academic session 2024-25. Published by Dr. A.P.J. Abdul Kalam Technical University (AKTU/UPTU), Lucknow. Free PDF download — no login required.
Course:MCA
Semester:Semester 4
Session:2024-25
University:AKTU / UPTU
Rate this paper
Questions Asked in 2024-25
Data Analytics (KCA034) — extracted question text · 100 marks · 3 Hours
Section AAttempt all questions in brief. 2 x 10 = 20
- aExplain various applicati ons of data analytics
- bDifferentiate between Analysis and Reporting
- cDefine Bayesian inference
- dExplain the stochastic search method
- eHow is stream processing differe nt from traditional data processing?
- fDescribe data streaming
- gExplain the significance of support and confidence in the cont ext of frequent itemsets
- hExplain the method of mining frequent itemsets. 4 K2 i. Explain R tool's graphical user interface 5 K2 j. List two Data Visualization Tool
Section BAttempt any three of the following: 10 x 3 = 30
- aExplain all phases of the d ata analytics lifecycle
- bDescribe the concept of extra cting fuzzy models from data
- cDiscuss the stock marke t prediction case study
- dDifferentiate between CLIQU E and ProCLUS clustering
- eDescribe Hadoop and its architecture
Section CAttempt any one part of the following: 10 x 1 = 10
- aHow the data analytics is im portant for various industries? Explain with an example
- bDiscuss Bigdata, its characteristics and sources of data
- aExplain the concept of Princ ipal Component Analysis (PCA)
- bExplain how support vector mach ines (SVMs) utilize kernel fu nctions to handle non-linearly separable data
- aIllustrate the Real time analytics platform. Explain it with “Real time sentiment analysis” case study
- bIllustrate the benefits and limitations of Filtering stream technique
- aExplain hierarchical clustering with a suitable example
- bDescribe market-based modelling with a suitable example
- aExplain MapReduce, Hive, Pig and HBase in Data Analytics
- bCompare and contrast NoSQL d atabases with traditional SQL databases. List four main types of NoSQL databases
Question text is extracted from the official AKTU question paper PDF above. Check the original PDF for equations, diagrams and complete wording. Extracted: 2026-08-23.
Data Analytics — Other Year Papers
AKTU Data Analytics PYQs from other sessions
More MCA Semester 4 (2024-25) Papers
Other subjects from same semester and session
Pattern Recognition2024-25Distributed Database Systems2024-25Neural Network2024-25Soft Computing2024-25Machine Learning2024-25Modern Application Development2024-25Blockchain Architecture2024-25Software Quality Engineering2024-25
View all MCA Semester 4 2024-25 papers →