Information Technology Engineering Sem 8 Big Data Analysis Question Paper PDF 2026 - Mumbai University | munotes
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Questions asked in this paper
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Q2 Attempt any three questions from the remaining questions 1 Solve any four out of following 20
- (a) Explain what characteristics of social media makes it suitable for Big Data
- (b) Explain the collaborative filtering based recommendation system
- (c) What are three Vs of Big Data? Give two examples of big data case studies Indicate which Vs are satisfied by these case studies
- (d) Explain CAP theorem and explain how NoSQL systems guarantees BASE 2 (a) Explain the distributed storage system of Hadoop with the help of aneat diagram. 10
- (b) Discuss Matrix-Matrix Multiplication. Perform Matrix Multiplication with 10
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Q3 (a) For the graph given below use Clique percolation and find all communities 10 marks
- (b) Give two applications for counting the number of 1’s in a long stream of binary 10 values. Using a stream of binary digits, illustrate how DGIM will find the number 4 (a) Explain Grouping and Aggregation algorithm using MapReduce. Support your answer with a suitable example. 10
- (b) Explain the types of NoSQL data stores and their typical usage. 10 5 (a) Explain clearly with diagrams the PCY method of finding frequent itemsets (pairs) 10 in a large data set
- (b) Recall HITS algorithm. Generate Hub and Authority score after 2 iterations for the graph 10 6 (a) Suppose a data stream consists of integers 1,3,5,4,6,1,5,9,3,2. Let the hash function 10
- i) h(x)= x+1 mod 16
- ii) h(x)= 2x+3 mod 16 Show how the Flajolet-Martin algorithm will estimate the number of distinct elements in the stream
- (b) Explain CURE algorithm, clearly stating its advantages over traditional clustering 10
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Information Technology Engineering Sem 8 Paper Path
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