OPTICS
OPTICS, which stands for Ordering Points To Identify the Clustering Structure, is a density-based unsupervised learning algorithm designed for identifying clusters in data. Developed by the same research group that created DBSCAN, OPTICS addresses the limitations of DBSCAN, particularly its struggle with varying density clusters. Unlike DBSCAN, which relies on a fixed distance parameter, OPTICS evaluates the local density of points, allowing it to adaptively identify clusters of different shapes and sizes. This flexibility makes OPTICS particularly useful in complex datasets where traditional clustering methods may fail to accurately capture the underlying structure.
Understanding OPTICS and Implementation with Python
OPTICS stands for Ordering points to identify the clustering structure. It is a density-based unsupervised learning algorithm, which was developed by the same research group that developed DBSCAN. As…...
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Demo of OPTICS clustering algorithm
Demo of OPTICS clustering algorithm Finds core samples of high density and expands clusters from them. This example uses data that is generated so that the clusters have different densities. The OPTIC...
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Detecting Retina Damage from OCT-Retinal Images
Optical coherence tomography (OCT) is an imaging technique that uses coherent light to capture high resolution images of biological tissues. OCT is heavily used by ophthalmologists to obtain high…
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Deep Learning, Computer Vision, and Automated Optical Inspection
Automated Optical Inspection is commonly used in electronics industry and manufacturing industry to detect defects in products or components during production. Conceptually, common practices in deep…
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Operators
Introduction Operators in Java programming language are special symbols that perform specific operations on one, two, or three operands, and then return a result. Remarks An operator is a symbol (or s...
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Opacity
Opacity correlates to transparency or the amount of light that passes through an object. An object with high opacity has low transparency, meaning little or no light can pass through. If an object is ...
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