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Yoska393/README.md

๐Ÿ‘‹ Hi, I'm Hayato

๐ŸŽ“ Iโ€™m a postdoc researcher at The University of Tokyo in Biostatistics.
๐Ÿงช I work on statistical & computational methods for life sciences, especially omics.
โœ‰๏ธ Contact: yoshioka [at] biomet [dot] org

  • ๐Ÿ”ญ Current focus: multi-omics integration, plant-microbe interactions
  • ๐Ÿ Languages: R, Python
  • ๐Ÿ“ˆ Stats: Mixed model, Multivariate modeling, Machine Learning

Recent works

  • ๐Ÿš€ Twostep: Nonlinear and mixed models for intermediate omics
  • ๐Ÿ“ rrda: Ridge Redundancy Analysis for high-dimensional omics data
  • ๐ŸŒฟ SoyPlantMicro: Machine Learning for Plant-Microbe Interactions

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  1. rrda rrda Public

    Ridge redundancy analysis (rrda) โ€” An R package for high-dimensional multivariate modeling with ridge penalty and rank restraint, ideal for omics data. Includes model fitting, cross-validation, andโ€ฆ

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  2. Twostep Twostep Public

    The source code for the Simulation and application in the "Integration of Proxy Intermediate Omics traits into a Nonlinear Two-Step model for accurate phenotypic prediction"

    R 1

  3. ShapPlantMicro ShapPlantMicro Public

    Shapley Additive exPlanations (SHAP) for plant-microbe interactions

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  4. ReciprocalBLUP ReciprocalBLUP Public

    Reciprocal BLUP for multi-omics data: integrating genome, metabolome, and microbiome in soybean