835eca38fa3bb01bedb8ff869c2a0d37  froplasci_a2020m2v11p25.pdf
63539a03a7e5d239fee1f776b17e419e245ef799  froplasci_a2020m2v11p25.pdf
e8379ec67edaac567159fd19d3586342f112e76707fd772c9428bb8250b0062a  froplasci_a2020m2v11p25.pdf

Title:           Exploring Deep Learning for Complex Trait Genomic Prediction in Polyploid Outcrossing Species
Subject:         Genomic prediction (GP) is the procedure whereby the genetic merits of untested candidates are predicted using genome wide marker information
Keywords:        genomic prediction, genomic selection, polyploid species, deep learning, epistasis, complex traits, strawberry, blueberry
Author:          Laura M. Zingaretti
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      Title: Exploring Deep Learning for Complex Trait Genomic Prediction in Polyploid Outcrossing Species
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        Title: Introduction
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       Item: 
        Title: Materials and Methods
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        Children: 
         Item: 
          Title: Plant Material and Genotypes
          Destination: s2_1
         Item: 
          Title: Genetic Structure and Heritability Inference
          Destination: s2_2
         Item: 
          Title: Penalized Linear Methods
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         Item: 
          Title: Deep Learning (Convolutional Neural Networks)
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         Item: 
          Title: Hyperparameter Optimization
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         Item: 
          Title: Simulation
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       Item: 
        Title: Results
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        Children: 
         Item: 
          Title: Population Structure and Genetic Parameters
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         Item: 
          Title: Hyperparameter Importance
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         Item: 
          Title: Comparing Deep Learning With Bayesian Penalized Linear Models
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          Title: Simulation Study
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        Title: Discussion
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       Item: 
        Title: Data Availability Statement
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       Item: 
        Title: Author Contributions
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       Item: 
        Title: Funding
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        Title: Acknowledgments
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       Item: 
        Title: Supplementary Material
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        Title: References
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    Title: Exploring Deep Learning for Complex Trait Genomic Prediction in Polyploid Outcrossing Species
    Author: Laura M. Zingaretti
    Subject: Genomic prediction (GP) is the procedure whereby the genetic merits of untested candidates are predicted using genome wide marker information
    Keywords: genomic prediction, genomic selection, polyploid species, deep learning, epistasis, complex traits, strawberry, blueberry
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   Type: CRC32
  Checksum: 835eca38fa3bb01bedb8ff869c2a0d37
   Type: MD5
  Checksum: 63539a03a7e5d239fee1f776b17e419e245ef799
   Type: SHA-1
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   Type: SHA-256