MARC details
| 000 -LEADER |
|---|
| fixed length control field |
03156nab|a22004697a|4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
67683 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
MX-TxCIM |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20240919021234.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
20241s2024||||mx |||p|op||||00||0|eng|d |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER |
|---|
| International Standard Serial Number |
1664-462X (Online) |
| 024 8# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
https://doi.org/10.3389/fpls.2024.1349569 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
MX-TxCIM |
| 041 ## - LANGUAGE CODE |
|---|
| Language code of text/sound track or separate title |
eng |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Montesinos-Lopez, O.A. |
| Miscellaneous information |
Genetic Resources Program |
| Field link and sequence number |
I1706800 |
| 9 (RLIN) |
2700 |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Feature engineering of environmental covariates improves plant genomic-enabled prediction |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Name of publisher, distributor, etc. |
Frontiers Media S.A., |
| Date of publication, distribution, etc. |
2024. |
| Place of publication, distribution, etc. |
Switzerland : |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Peer review |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Open Access |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Introduction: Because Genomic selection (GS) is a predictive methodology, it needs to guarantee high-prediction accuracies for practical implementations. However, since many factors affect the prediction performance of this methodology, its practical implementation still needs to be improved in many breeding programs. For this reason, many strategies have been explored to improve the prediction performance of this methodology. Methods: When environmental covariates are incorporated as inputs in the genomic prediction models, this information only sometimes helps increase prediction performance. For this reason, this investigation explores the use of feature engineering on the environmental covariates to enhance the prediction performance of genomic prediction models. Results and discussion: We found that across data sets, feature engineering helps reduce prediction error regarding only the inclusion of the environmental covariates without feature engineering by 761.625% across predictors. These results are very promising regarding the potential of feature engineering to enhance prediction accuracy. However, since a significant gain in prediction accuracy was observed in only some data sets, further research is required to guarantee a robust feature engineering strategy to incorporate the environmental covariates. |
| 546 ## - LANGUAGE NOTE |
|---|
| Language note |
Text in English |
| 591 ## - CATALOGING NOTES |
|---|
| Affiliation |
Montesinos-Lopez, O.A. : No CIMMYT Affiliation |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Engineering |
| Source of heading or term |
AGROVOC |
| 9 (RLIN) |
23223 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Selection |
| Source of heading or term |
AGROVOC |
| 9 (RLIN) |
4749 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Marker-assisted selection |
| Source of heading or term |
AGROVOC |
| 9 (RLIN) |
10737 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Plant breeding |
| Miscellaneous information |
AGROVOC |
| Source of heading or term |
|
| 9 (RLIN) |
1203 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Crespo-Herrera, L.A. |
| Miscellaneous information |
Global Wheat Program |
| Field link and sequence number |
I1706538 |
| 9 (RLIN) |
2608 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Saint Pierre, C. |
| Miscellaneous information |
Global Wheat Program |
| Field link and sequence number |
INT2731 |
| 9 (RLIN) |
855 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Cano-Paez, B. |
| 9 (RLIN) |
29337 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Huerta Prado, G.I. |
| 9 (RLIN) |
33473 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Mosqueda-Gonzalez, B.A. |
| 9 (RLIN) |
19441 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Ramos-Pulido, S. |
| 9 (RLIN) |
31496 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Gerard, G.S. |
| Field link and sequence number |
1713398 |
| Miscellaneous information |
Global Wheat Program |
| 9 (RLIN) |
11490 |
| 700 0# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Khalid Alnowibet |
| 9 (RLIN) |
34425 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Fritsche-Neto, R. |
| 9 (RLIN) |
6507 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Montesinos-Lopez, A. |
| 9 (RLIN) |
2702 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Crossa, J. |
| Miscellaneous information |
Genetic Resources Program |
| Field link and sequence number |
CCJL01 |
| 9 (RLIN) |
59 |
| 773 0# - HOST ITEM ENTRY |
|---|
| Title |
Frontiers in Plant Science |
| Related parts |
v. 15, art. 1349569 |
| Place, publisher, and date of publication |
Switzerland : Frontiers Media S.A., 2024. |
| Record control number |
56875 |
| International Standard Serial Number |
1664-462X |
| 856 4# - ELECTRONIC LOCATION AND ACCESS |
|---|
| Link text |
Open Access through DSpace |
| Uniform Resource Identifier |
https://hdl.handle.net/10883/34616 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Koha item type |
Article |
| Suppress in OPAC |
No |
| Source of classification or shelving scheme |
Dewey Decimal Classification |