English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Zendy Plus

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Zendy Tools

Zendy Open

This paper introduces a novel toolbox named BIDEAL for the generation ofbiclusters, their analysis, visualization, and validation. The objective is tofacilitate researchers to use forefront biclustering algorithms embedded on asingle platform. A single toolbox comprising various biclustering algorithmsplay a vital role to extract meaningful patterns from the data for detectingdiseases, biomarkers, gene-drug association, etc. BIDEAL consists of seventeenbiclustering algorithms, three biclusters visualization techniques, and sixvalidation indices. The toolbox can analyze several types of data, includingbiological data through a graphical user interface. It also facilitates datapreprocessing techniques i.e., binarization, discretization, normalization,elimination of null and missing values. The effectiveness of the developedtoolbox has been presented through testing and validations on Saccharomycescerevisiae cell cycle, Leukemia cancer, Mammary tissue profile, and Ligandscreen in B-cells datasets. The biclusters of these datasets have beengenerated using BIDEAL and evaluated in terms of coherency, differentialco-expression ranking, and similarity measure. The visualization of generatedbiclusters has also been provided through a heat map and gene plot.

BIDEAL: A Toolbox for Bicluster Analysis -- Generation, Visualization and Validation