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Showing 1 to 3 of 3 for “"Alternative clustering"”.
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Pareto Task Inference Analysis of Single-Cell RNASequencing of Human Placenta Reveals Biological Insightsinto Adverse Pregnancy Outcomes
… methods such as UMAP-based clustering. However, these techniques may generate limited representations of nuanced cellular functions and biological relationships among and within cell clusters. Pareto Task Inference (ParTI), a dimensionality reduction technique that fits data …
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Exploratory Data Analysis using Clusters and Stories
… of data collections using clusters and stories. Clustering brings together similar entities whereas stories connect dissimilar objects. The former helps organize datasets into regions of interest, and the latter explores latent information by connecting the dots between disjoint instances. This …
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Predicting Genetic Interactions Using Functional Interaction Networks
… optimized foundation, I developed a hierarchical clustering method based on partial correlation that captures both direct and conditional dependencies, allowing genes to belong to multiple modules and uncovering pleiotropic or context-specific roles. This approach captures both within- and …