Design Data Structure for Sparse Matrices Operations

Quick Overview

This question evaluates a candidate's ability to design efficient data structures and implement algorithms for sparse matrix storage and operations, emphasizing space-efficient representations, matrix arithmetic, and computational complexity reasoning.

Design Data Structure for Sparse Matrices Operations

Company: Pinterest

Role: Data Scientist

Category: Coding & Algorithms

Difficulty: medium

Interview Round: Onsite

##### Scenario Analytics engine stores extremely sparse numeric matrices. ##### Question Design a data structure to store two sparse matrices and implement print(), add(A,B) and multiply(A,B). Discuss complexity for each operation. ##### Hints Use dictionary-of-keys or CSR; pre-index rows and columns to speed multiplication.

Quick Answer: This question evaluates a candidate's ability to design efficient data structures and implement algorithms for sparse matrix storage and operations, emphasizing space-efficient representations, matrix arithmetic, and computational complexity reasoning.

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Jul 12, 2025, 6:59 PM
mediumData ScientistOnsiteCoding & Algorithms
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Scenario

Analytics engine stores extremely sparse numeric matrices.

Question

Design a data structure to store two sparse matrices and implement print(), add(A,B) and multiply(A,B). Discuss complexity for each operation.

Hints

Use dictionary-of-keys or CSR; pre-index rows and columns to speed multiplication.

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