Sentence examples similar to multi dimensional datasets from inspiring English sources

For large multi-dimensional datasets, CA allows a reduction in the dimensionality of the data so that efficient visualization that captures most of the variation can occur [ 39].

Flow cytometry produces large multi-dimensional datasets of the physical and molecular characteristics of individual cells.

The imitation process is modeled as a hierarchical optimization system, which minimizes the discrepancy between two multi-dimensional datasets.

These multi-dimensional datasets provide a blueprint for delineating molecular mechanisms underlying functional differentiation of CD8+ T cells.

This paper presents a compendium of frameworks and methods we have developed to support efficient execution of subsetting and aggregation operations in applications that query and manipulate large, multi-dimensional datasets in parallel and distributed computing environments.

These systems provide the ability of large scale data storage and effective data operations based on primary keys, but they do not efficiently support the range and k-Nearest Neighbor (kNN) queries on multi-dimensional datasets.

In multi-dimensional datasets, feature selection methods mainly use filter based approach to obtain an optimal feature subspace and wrapper methods to search for an optimal feature subset within this space.

This paper explores the capability of interactive star coordinate visualization technique to identify clusters correlation between selected attributes using interactive star coordinate for multi-dimensional datasets An interactive Star coordinates is designed consists of four stages that includes Information Objects Transformation; Dimension Mapping; Interactive Features design and Coloring.

The advent of multi-dimensional datasets derived from dynamic experiments on complex biological systems has resulted in a deluge of data, but this massive increase in data has not necessarily translated to enhanced mechanistic understanding [1].

The Cancer Genome Atlas (TCGA) generated large-scale multi-dimensional datasets to catalogue cancer alterations [ 4].

Multi-dimensional datasets provide unprecedented opportunities to discover connections between the different layers of GE regulation.