BIOENGINEER

Data-aware disk-covering clustering cuts energy costs for federated learning in wireless sensor networks

A new clustering method for federated learning in wireless sensor networks reduces communication overhead by up to 4% and achieves energy savings of up to 45% by using central knowledge to group ...
BIOENGINEER

Three-Layer Granular Balls Give Clustering Algorithms a New Way to See Inside Complex Data

A new clustering algorithm called 3L-GBC models dense, transitional, and sparse regions within clusters using granular balls ...
Visual Studio Magazine

Data Clustering Using a Self-Organizing Map (SOM) with C#

Dr. James McCaffrey of Microsoft Research presents a full-code, step-by-step tutorial on technique for visualizing and clustering data. A self-organizing map (SOM) is a data structure that can be used ...
Visual Studio Magazine

K-Means Data Clustering from Scratch Using C#

K-means is comparatively simple and works well with large datasets, but it assumes clusters are circular/spherical in shape, so it can only find simple cluster geometries. Data clustering is the ...
TechRepublic

Lossless or lossy: If you have big data, know what type of compression to use

The different types of compression can have a huge effect on your big data transfers. Knowing what types to use is important for your business. The world is generating 2.5 quintillion bytes of data ...