Each has unique advantages: sketching has been shown to bound error better than sampling [9, 10], while systematic sampling (such as uniform sampling) can provide bounds on the number of samples from specific sections of the original data included in the generated subset. Both sketching and ...
1. Preceded by a quality check and pre-processing of the PCAWG data, the main workflow is composed of three major steps: KDE clustering, graph mining, and motif finding. Figure 1 Workflow applied to identify complex rearrangements in PCAWG genomes. Simple data pre-processing was performed ...
Local climate zone (LCZ) maps that describe the urban surface structure and cover with consistency and comparability across cities are gaining applications in studies of urban heat waves, sustainable urbanization and urban energy balance. Following the standard World Urban Database and Access Portal Too...
A classification scheme in the context of Computer Science refers to a hierarchic system used for organizing documents and/or their records. It is a two-level system that categorizes fields and subfields within the sciences, social sciences, and arts and humanities. The scheme can be applied for...
This paper presents the MapReduce solution for associative classification in respect of vertical data layout. To handle these problems we have proposed two algorithms MR-MCAR-F (MapReduce-Multi Class Associative Classifier-MapReduce fast algorithm) and MR-MCAR-L (MapReduce-Multi Class Associative ...
analysis to find groups in the data. These classified responses of many linguistic atlas maps can be synoptically evaluated and visualised with VDM; this application implements a wide variety of methods known from numerical classification to investigate into basilectal structures hidden in linguistic ...
In particular, this comprises the consideration and handling of new data types as well as the analysis of complex structures such as text data and webfiles. Whereas the discussion of theoretical, statistical, or algorithmic advances in methodology is a major issue (e.g., in classification and ...
The application ofDevKidCCto kidney organoids reproducibly classifies component cellular identity within distinct single-cell datasets. The application of the tool is summarised in an interactive Shiny application, as are examples of the utility of in-built functions for data presentation. This tool wil...
2c). Based on these analyses, we annotated the clusters as nine CAF types and one cluster of pericytes: Fig. 2: Fibroblast heterogeneity in breast cancer. a Heatmap of the top six differentially expressed genes for each cell type in scRNA-seq data of all stromal cells (n = 16,704...
In current in situ X-ray diffraction (XRD) techniques, data generation surpasses human analytical capabilities, potentially leading to the loss of insights. Automated techniques require human intervention, and lack the performance and adaptability requir