Self-Organizing Maps (SOM): Unlocking the Topological Structure and Clustering Analysis of High-Dimensional Data

Self-Organizing Maps (SOM): Unlocking the Topological Structure and Clustering Analysis of High-Dimensional Data

1 Algorithm Introduction Self-Organizing Map (SOM) is an algorithm that implements unsupervised learning based on the self-organizing properties of neural networks. Its initial design inspiration comes from the way the human brain processes visual information, aiming to simulate the response of neural cells to signals and the self-organizing process in the brain.The core feature of … Read more

SOM Clustering Analysis of Stock Prices Using Python

SOM Clustering Analysis of Stock Prices Using Python

A clustering analysis is performed on a vector composed of the closing prices of stocks and several important moving average prices, attempting to identify trend characteristic classifications, which can serve as a basis for position management. The following code has been debugged using Spyder, but the classification results are not ideal, and different parameters need … Read more

Power System Clustering Strategy Considering Building Layout

Power System Clustering Strategy Considering Building Layout

Click the blue text above to follow us Gift for readers 👨💻 Doing research involves a profound system of thought, requiring researchers to be logical and meticulous, but effort alone is not enough; often leveraging resources is more crucial. One must also have innovative points and inspirations. When a philosophy teacher asks you what science … Read more

The Easiest Way to Set Up a Zookeeper Server

The Easiest Way to Set Up a Zookeeper Server

The Path of a Programmer Internet/Programmer/Technology/Resource Sharing Follow It takes about 11 minutes to read this article. Source:Programmer Without Learning Countless, Link: jianshu.com/p/6d349acf48aa What is ZooKeeper ZooKeeper is an Apache top-level project that provides efficient and highly available distributed coordination services for distributed applications. It offers basic distributed services such as data publishing/subscription, load balancing, … Read more