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Ensemble clustering: A practical tutorial
2024
Cluster analysis is an explorative analytical method, serving as a critical tool in psychology, psychiatry and related fields to map heterogeneous data into meaningful subgroups. Despite their extensive historical use, traditional clustering techniques suffer…
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Algorithm

Sequence of operations for a task

In mathematics and computer science, an algorithm ( ) is a finite sequence of mathematically rigorous instructions, typically used to solve a class of specific problems or to perform a computation. Algorithms are used as specifications for performing calculations and data processing. More advanced algorithms can use conditionals to divert the code execution through various routes (referred to as automated decision-making) and deduce valid inferences (referred to as automated reasoning).

In contrast, a heuristic is an approach to solving problems without well- defined correct or optimal results. For example, although social media recommender systems are commonly called "algorithms", they actually rely on heuristics as there is no truly "correct" recommendation.

Exploring foci of:
Ensemble clustering: A practical tutorial
2024
Cluster analysis is an explorative analytical method, serving as a critical tool in psychology, psychiatry and related fields to map heterogeneous data into meaningful subgroups. Despite their extensive historical use, traditional clustering techniques suffer from a lack of stability, robustness, and generalisability. These issues stem from the inherent difficulties of the clustering optimization problem as well as the stochastic nature of algorithm optimizers. To address these challenges, we demonstrate the use o…
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Machine Learning
Cluster Analysis
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