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Model Perspective
Model Perspective
Jun 16, 2022 · Fundamentals

Solve the Village Water Pipe Layout with NetworkX Minimum Spanning Tree

This guide demonstrates how to model a ten‑village water‑pipe network as a weighted graph, import the distance matrix into pandas, construct the graph with NetworkX, compute its minimum spanning tree to obtain the shortest connecting pipeline, and visualize the result.

Data visualizationGraph AlgorithmPython
0 likes · 9 min read
Solve the Village Water Pipe Layout with NetworkX Minimum Spanning Tree
360 Tech Engineering
360 Tech Engineering
May 30, 2019 · Artificial Intelligence

Louvain Algorithm: Theory, Design, and Implementation

The article explains the Louvain community‑detection algorithm, detailing its modularity‑maximizing objective, two‑step iterative process, efficient graph data structures, practical implementation considerations, and performance results on large‑scale graphs, providing a comprehensive guide for practitioners.

Graph AlgorithmScalabilityc-implementation
0 likes · 7 min read
Louvain Algorithm: Theory, Design, and Implementation
Programmer DD
Programmer DD
Sep 27, 2018 · Fundamentals

Building a Shanghai Metro Transfer Planner with Dijkstra’s Algorithm

This article explains how to fetch Shanghai Metro data, model stations and lines as a graph, apply Dijkstra’s algorithm with a bias for transfers, and implement a practical transfer‑planning tool that outputs realistic routes rather than just shortest‑distance counts.

DijkstraGraph AlgorithmMetro Planning
0 likes · 10 min read
Building a Shanghai Metro Transfer Planner with Dijkstra’s Algorithm