AIMC Topic: Breeding

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Predicting genetic merit in Harnali sheep using machine learning techniques.

Tropical animal health and production Jun 3, 2025
Machine learning techniques offer promising avenues for enhancing animal breeding programs by leveraging genomic and phenotypic data to predict valuable traits accurately. In this study, we evaluated seven machine learning algorithms viz., K-nearest ...
Pedigree Sheep, Domestic Phenotype Female Animals Male Bayes Theorem Breeding Machine Learning Algorithms
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Fidelity to territory and mate and the causes and consequences of breeding dispersal in American goshawk (Astur atricapillus).

PloS one May 22, 2025
Using mark-resight data, we investigated fidelity to territory and mate as well as breeding dispersal rates and the causes and consequences of breeding dispersal in a 20-year study of American goshawks (Astur atricapillus) in Arizona, USA. Generalize...
Animals Male Arizona Female Animal Distribution Reproduction Nesting Behavior Breeding Territoriality Sexual Behavior, Animal
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Genomic selection in pig breeding: comparative analysis of machine learning algorithms.

Genetics, selection, evolution : GSE Mar 10, 2025
BACKGROUND: The effectiveness of genomic prediction (GP) significantly influences breeding progress, and employing SNP markers to predict phenotypic values is a pivotal aspect of pig breeding. Machine learning (ML) methods are usually used to predict...
Machine Learning Swine Genomics Polymorphism, Single Nucleotide Algorithms Phenotype Animals Selection, Genetic Models, Genetic Breeding
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Standardizing canine breed data in veterinary records is challenging, but computer vision offers an alternative perspective on breed assignment.

American journal of veterinary research Feb 21, 2025
Dog breed is fundamental health information, especially in the context of breed-linked diseases. The standardization of breed terminology across health records is necessary to leverage the big data revolution for veterinary research. Breed can also i...
Breeding Veterinary Medicine Animals Dogs Artificial Intelligence
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Sex identification in rainbow trout using genomic information and machine learning.

Genetics, selection, evolution : GSE Dec 30, 2024
Sex identification in farmed fish is important for the management of fish stocks and breeding programs, but identification based on visual characteristics is typically difficult or impossible in juvenile or premature fish. The amount of genomic data ...
Aquaculture Genetic Markers Breeding Sex Determination Analysis Oncorhynchus mykiss Male Genomics Genotype Female Animals Machine Learning
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An investigation of machine learning methods applied to genomic prediction in yellow-feathered broilers.

Poultry science Nov 1, 2024
Machine learning (ML) methods have rapidly developed in various theoretical and practical research areas, including predicting genomic breeding values for large livestock animals. However, few studies have investigated the application of ML in broile...
Genomics Female Machine Learning Genome Chickens Feathers Animals Breeding Animal Husbandry
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Machine Learning-Aided Ultra-Low-Density Single Nucleotide Polymorphism Panel Helps to Identify the Tharparkar Cattle Breed: Lessons for Digital Transformation in Livestock Genomics.

Omics : a journal of integrative biology Sep 20, 2024
Cattle breed identification is crucial for livestock research and sustainable food systems, and advances in genomics and artificial intelligence present new opportunities to address these challenges. This study investigates the identification of the ...
Genomics Polymorphism, Single Nucleotide Breeding Genome-Wide Association Study Cattle Machine Learning Animals Livestock
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Machine learning-based early prediction of growth and morphological traits at yearling age in pure and hybrid goat offspring.

Tropical animal health and production Sep 19, 2024
The purpose of this study was to evaluate the performance of various prediction models in estimating the growth and morphological traits of pure Hair, Alpine × Hair F (AHF), and Saanen × Hair F (SHF) hybrid offspring at yearling age by employing earl...
Neural Networks, Computer Machine Learning Female Animals Male Goats Breeding
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Chemometrics methods, sensory evaluation and intelligent sensory technologies combined with GAN-based integrated deep-learning framework to discriminate salted goose breeds.

Food chemistry Aug 22, 2024
The authenticity of salted goose products is concerning for consumers. This study describes an integrated deep-learning framework based on a generative adversarial network and combines it with data from headspace solid phase microextraction/gas chrom...
Volatile Organic Compounds Humans Geese Gas Chromatography-Mass Spectrometry Solid Phase Microextraction Electronic Nose Animals Taste Breeding Chemometrics Deep Learning
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Attention module incorporated transfer learning empowered deep learning-based models for classification of phenotypically similar tropical cattle breeds (Bos indicus).

Tropical animal health and production Jul 2, 2024
Accurate breed identification in dairy cattle is essential for optimizing herd management and improving genetic standards. A smart method for correctly identifying phenotypically similar breeds can empower farmers to enhance herd productivity. A conv...
Cattle Breeding Dairying Neural Networks, Computer Female Phenotype Animals Deep Learning
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