Article

An improved feature selection algorithm for cow subclinical mastitis

2023-05-16

Abstract excerpt

<h4>Background: </h4> Features of Dairy Herd Improvement dataset used for diagnosing subclinical mastitis in dairy cows contain important information about whether cows have subclinical mastitis, but they may also contain features that are unrelated or weakly related to the disease. The existence of these irrelevant or weakly correlated feature data increases the prediction time using machine learning models on th...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 09ccf222-6c51-537d-a69c-abd3db145181
DOI: 10.21203/rs.3.rs-2918459/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

An improved feature selection algorithm for cow subclinical mastitisDOI 10.21203/rs.3.rs-2918459/v1Read

Neural network-aided milk somatic cell count gain predictionSemantic proximity Read

Threshold somatic cell count for delineation of subclinical mastitis casesSemantic proximity Read

Simplify the interpretation of alert lists for clinical mastitis in automatic milking systemsSemantic proximity Read

Expanded and Filtered Features based ELM Model for Thyroid Disease ClassificationSemantic proximity Read

A Novel Feature Selection Method Based on Binary Differential Evolution and Feature Subset Correlation for Microarray DataSemantic proximity Read

An improved moth flame optimization algorithm based on rough sets for tomato diseases detectionSemantic proximity Read

Classification of healthy and mastitis Murrah buffaloes by application of neural network models using yield and milk quality parametersSemantic proximity Read

Small target detection algorithm based on attention mechanism and data augmentationSemantic proximity Read

Using sensor data patterns from an automatic milking system to develop predictive variables for classifying clinical mastitis and abnormal milkSemantic proximity Read

Identification of Changes In Rumination Behavior Registered With An Online Sensor System In Cows With Subclinical MastitisSemantic proximity Read

Using the XGBoost algorithm to classify neck and leg activity sensor data using on-farm health recordings for locomotor-associated diseasesSemantic proximity Read

Data considerations for developing deep learning models for dairy applications: A simulation study on mastitis detectionSemantic proximity Read