selected publications
-
article
- Application of machine learning and genomics for orphan crop improvement. Nature Communications. 2025
- Correction: Zandberg et al. The Global Assessment of Oilseed Brassica Crop Species Yield, Yield Stability and the Underlying Genetics. Plants 2022, 11, 2740. Plants (Basel, Switzerland). 2025
- Exploring genomic feature selection: A comparative analysis of GWAS and machine learning algorithms in a large‐scale soybean dataset. The Plant Genome. 2025
- Global genotype by environment prediction competition reveals that diverse modeling strategies can deliver satisfactory maize yield estimates. Genetics. 2025
- Image‐based crop disease detection using machine learning. Plant Pathology. 2025
- Plant disease epidemiology in the age of artificial intelligence and machine learning. Agriculture Communications. 2025
- Understanding plant phenotypes in crop breeding through explainable AI. Plant Biotechnology Journal. 2025
- Focus on the Crop Not the Weed: Canola Identification for Precision Weed Management Using Deep Learning. Remote Sensing. 2024
- Genomics‐based plant disease resistance prediction using machine learning. Plant Pathology. 2024
- Local haplotyping reveals insights into the genetic control of flowering time variation in wild and domesticated soybean. The Plant Genome. 2024
- Multimodal Deep Learning Integration of Image, Weather, and Phenotypic Data Under Temporal Effects for Early Prediction of Maize Yield. Remote Sensing. 2024
- DNABERT-based explainable lncRNA identification in plant genome assemblies. Computational and structural biotechnology journal. 2023
- Segmentation of Sandplain Lupin Weeds from Morphologically Similar Narrow-Leafed Lupins in the Field. Remote Sensing. 2023
- Expanding Gene-Editing Potential in Crop Improvement with Pangenomes. International Journal of Molecular Sciences. 2022
- Genetic and Genomic Resources for Soybean Breeding Research. Plants (Basel, Switzerland). 2022
- Pangenomes as a Resource to Accelerate Breeding of Under-Utilised Crop Species. International Journal of Molecular Sciences. 2022
- Plant Genotype to Phenotype Prediction Using Machine Learning. Frontiers in Genetics. 2022
- The Global Assessment of Oilseed Brassica Crop Species Yield, Yield Stability and the Underlying Genetics. Plants (Basel, Switzerland). 2022
- Maize yield prediction at an early developmental stage using multispectral images and genotype data for preliminary hybrid selection. Remote Sensing. 2021
- Resources for image-based high-throughput phenotyping in crops and data sharing challenges. Plant Physiology. 2021
- The application of pangenomics and machine learning in genomic selection in plants. The Plant Genome. 2021
- Plant pangenomics: approaches, applications and advancements. Current Opinion in Plant Biology. 2020
-
chapter
- Producing High-Quality Single Nucleotide Polymorphism Data for Genome-Wide Association Studies. Methods in Molecular Biology. 2022
- Application of pangenomics for wheat molecular breeding. Molecular Breeding in Wheat, Maize and Sorghum. 2021
- High-Throughput Genotyping Technologies in Plant Taxonomy. Molecular Plant Taxonomy. 2021
- Bioinformatics and plant breeding. Quantitative genetics, genomics and plant breeding. 2020
-
document