Visual data mining in intrinsic hierarchical complex biodata: Novel approaches for analyzing gene expression data in biomedicine,Used

Visual data mining in intrinsic hierarchical complex biodata: Novel approaches for analyzing gene expression data in biomedicine,Used

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Complex biological data is characterized by a high dimensionality, multimodality, missing values and noisiness, making its analysis a challenging task. Complex data consists of primary data the core data produced by a modern highthroughput technology, and secondary data, a collection of all kinds of respective supplementary data and background knowledge. Furthermore, biological data often has an intrinsic hierarchical structure, e.g. species in the Tree of Life. In this book, novel visual data mining approaches for the analysis of gene expression data in biomedicine and for sequence data in metagenomics are presented. To support the analysis of gene expression data, a Tree Index is developed for external validation of hierarchical clustering results and for correlation analysis between clustered primary data and external labels. To support visual inspection of the data, the REEFSOM a metaphoric data display is adapted to integrate clustered gene expression data, clinical data and categorical data in one display. In the domain of metagenomics, a SelfOrganizing Map classifier is developed in hyperbolic space to classify small variablelength DNA fragments.

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We ship your order within 2–3 business days for USA deliveries and 5–8 business days for international shipments. Once your package has been dispatched from our warehouse, you'll receive an email confirmation with a tracking number, allowing you to track the status of your delivery.

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To facilitate a smooth return process, a Return Authorization (RA) Number is required for all returns. Returns without a valid RA number will be declined and may incur additional fees. You can request an RA number within 15 days of the original delivery date. For more details, please refer to our Return & Refund Policy page.

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Warranty

We provide a 2-year limited warranty, from the date of purchase for all our products.

If you believe you have received a defective product, or are experiencing any problems with your product, please contact us.

This warranty strictly does not cover damages that arose from negligence, misuse, wear and tear, or not in accordance with product instructions (dropping the product, etc.).

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