Gujarat Technological UniversitySummer 2025 examination

GTU 3160714 Data Mining Summer 2025 Question Paper & PDF

B.E. · Computer Engineering · Semester 6 · Subject code 3160714
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Total
70 marks
To pass
23 marks (33%)
Duration
2.5 Hours 10:30 AM – 1:00 PM
Questions
5 with internal choice
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10 of 25 questions on this paper were also asked in other years. Each is marked below with the years it appeared.See all 27 repeated 3160714 questions, most asked first

Q.1

14 Marks
(a)
3 marks
What is the difference between discrimination and classification?
(b)
4 marksAsked in 7 of 7 papers

Describe the steps involved in data mining when viewed as a process of knowledge discovery.

Also asked in Summer 2026 Q1c, Winter 2025 Q2c, Winter 2024 Q1c, Summer 2024 Q1b, Winter 2023 Q1c, Summer 2023 Q1c

(c)
7 marks
Draw and explain the data mining architecture.

Q.2

14 Marks
(a)
3 marks
Discuss issues to consider during data integration.
(b)
4 marksAsked in 4 of 7 papers
Describe various methods for handling the missing values in the dataset.

Also asked in Winter 2024 Q2a, Summer 2024 Q2c, Summer 2023 Q1b

(c)
7 marks
Use the methods below to normalize the following group of data:

200, 300, 400, 600, 1000

amin-max normalization by setting min = 0 and max = 1
bCalculate z-score normalization
cz-score normalization using the mean absolute deviation instead of standard deviation
dnormalization by decimal scaling
(c)
7 marks

For the following data (in increasing order) for the attribute age: 13, 15, 16, 16, 19, 20, 20, 21, 22, 22, 25, 25, 25, 25, 30, 33, 33, 35, 35, 35, 35, 36, 40, 45, 46, 52, 70.

aUse smoothing by bin means to smooth these data, using a bin depth of
3Illustrate your steps. Comment on the effect of this technique for the given data.
bHow might you determine outliers in the data?
cWhat other methods are there for data smoothing?

Q.3

14 Marks
(a)
3 marks
What is meant by association rule?
(b)
4 marksAsked in 2 of 7 papers
Write a short note on: Web content mining.

Also asked in Summer 2024 Q4c OR

(c)
7 marksAsked in 4 of 7 papers

Explain about the Apriori algorithm for finding frequent item sets with an example.

Also asked in Summer 2026 Q4c, Winter 2025 Q1c, Summer 2024 Q3c OR

(a)
3 marks
What is meant by Maximal Frequent Item Set?
(b)
4 marks
Write a short note on: Web usage mining.
(c)
7 marks

Which patterns are interesting? Explain based on Pattern Evaluation Methods.

Q.4

14 Marks
(a)
3 marksAsked in 3 of 7 papers
What is the difference between “supervised” and unsupervised” learning?

Also asked in Summer 2024 Q4a, Winter 2023 Q3a OR

(b)
4 marksAsked in 2 of 7 papers
What are the attribute selection measures? Explain any one in details.

Also asked in Winter 2023 Q4b

(c)
7 marksAsked in 5 of 7 papers
Discuss about Decision tree induction algorithm with an example.

Also asked in Winter 2025 Q3c, Winter 2024 Q3c, Summer 2024 Q4c, Winter 2023 Q3c

(a)
3 marks
What do you meant by Bayesian Classification?
(b)
4 marks
Describe the issues regarding classification and prediction.
(c)
7 marks
Discuss about Neural Network-Based Algorithms.

Q.5

14 Marks
(a)
3 marksAsked in 4 of 7 papers
What are the requirements of clustering?

Also asked in Summer 2024 Q5c OR, Winter 2023 Q4c OR, Summer 2023 Q5b OR

(b)
4 marksAsked in 4 of 7 papers
Discuss about Outlier Detection.

Also asked in Winter 2025 Q5a, Winter 2024 Q4b OR, Summer 2023 Q3a OR

(c)
7 marks
Discuss about k-nearest neighbor classification algorithm with an example?
(a)
3 marks
State the categories of clustering methods?
(b)
4 marksAsked in 2 of 7 papers
Explain the concept hierarchy.

Also asked in Summer 2026 Q2a

(c)
7 marks
Explain in detail about partitioned Clustering method.

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About this paper

Official Gujarat Technological University (GTU) examination paper for Data Mining (Summer 2025, B.E. · Computer Engineering, Sem 6). Features complete 70-mark regular & remedial examination pattern, official marking distribution across all 5 questions, and direct 1-click official PDF download.

Transcribed for student exam preparation from Gujarat Technological University official examination archives. Questions, syllabus guidelines, and curriculum marking schemes remain the intellectual property of Gujarat Technological University.

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