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[pull] master from TheAlgorithms:master #74

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Merged
merged 3 commits into from
Dec 30, 2024

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jeffreyyancey and others added 3 commits December 30, 2024 20:00
…eigenvalues and corresponding eigenvectors of a graph based on its adjacency list. (#11906)

- Utilized `lanczos_iteration` to construct tridiagonal matrices, optimized for large, sparse matrices.
- Added `multiply_matrix_vector` for efficient matrix-vector multiplication using adjacency lists.
- Included `validate_adjacency_list` for input validation.

- Supports varied graph analysis applications, particularly for analyzing graph centrality.
- Included type hints, comprehensive docstrings, and doctests.
- PEP-8 compliant, with optimized handling of inputs and outputs.

This module provides essential tools for eigenvalue-based graph analysis, ideal for centrality insights and structural assessments.
* Contributes to #9943 by adding tests to monotonic_array.py

Addeded doctest in the if __name__. Checks for negaitves and an array of same integers

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
@pull pull bot added the ⤵️ pull label Dec 30, 2024
@pull pull bot merged commit 5942059 into AlgorithmAndLeetCode:master Dec 30, 2024
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3 participants