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4 datasets found
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Replication Data for: Spatially differentiated nitrogen supply is key in a gl... N3 | TTL | RDF/XML | JSON-LD
CIMMYT EthiopiaThe necessity for differentiated responses arises due to the significant surge in nitrogen fertilizer prices, posing a serious threat to food security. To sustain the production of staple cereals in agricultural systems with varying levels of fertilization, it becomes imperative to explore integrated management strategies encompassing both organic and...Created January 20, 2025 • Updated January 20, 2025 -
Replication Data for: Sparse multi-trait genomic prediction under incomplete ... N3 | TTL | RDF/XML | JSON-LD
CIMMYT EthiopiaThe efficiency of genomic selection methodologies can be increased by sparse testing where a subset of materials are evaluated in different environments. Seven different multi-environment plant breeding datasets were used to evaluate four different methods for allocating lines to environments in a multi-trait genomic prediction problem. The results of the...Created January 20, 2025 • Updated January 20, 2025 -
Replication Data for: A comparison between three machine learning methods for... N3 | TTL | RDF/XML | JSON-LD
CIMMYT EthiopiaGenomic selection (GS) provides a new way for plant breeders select the best genotype. It draws upon historical phenotypic and genotypic information for training a statistical machine learning model which is used for predicting phenotypic (or breeding) values of new lines for which only genotypic information is available. Many statistical machine learning...Created January 20, 2025 • Updated January 20, 2025 -
Replication Data for: Multi-trait genome prediction of new environments with ... N3 | TTL | RDF/XML | JSON-LD
CIMMYT EthiopiaThe genomic selection (GS) methodology has revolutionized plant breeding. This methodology makes predictions for genotyped candidate lines based on statistical machine learning algorithms that are trained with phenotypic and genotypic data of a reference population. GS can save significant resources in the selection of candidate individuals. However,...Created January 20, 2025 • Updated January 20, 2025
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