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A novel behavioral model of the pasture-based dairy cow from GPS data using data mining and machine learning techniques

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-540-89378-3_24openalex-snapshot
Practical Bias Variance Decomposition
inferredcites →https://doi.org/10.1007/978-3-642-23184-1_14openalex-snapshot
High Classification Rates for Continuous Cow Activity Recognition Using Low-Cost GPS Positioning Sensors and Standard Machine Learning Techniques
inferredcites →https://doi.org/10.1007/s10994-009-5119-5openalex-snapshot
Measuring classifier performance: a coherent alternative to the area under the ROC curve
inferredcites →https://doi.org/10.1016/b978-1-55860-377-6.50023-2openalex-snapshot
Fast Effective Rule Induction
inferredcites →https://doi.org/10.1016/j.applanim.2009.01.003openalex-snapshot
Behavioural patterns of heifers under intensive and extensive continuous grazing on species-rich pasture in the Czech Republic
inferredcites →https://doi.org/10.1016/j.applanim.2010.08.004openalex-snapshot
Quantifying walking and standing behaviour of dairy cows using a moving average based on output from an accelerometer
inferredcites →https://doi.org/10.1016/j.applanim.2011.12.002openalex-snapshot
In pursuit of “normal”: A review of the behaviour of cattle at pasture
inferredcites →https://doi.org/10.1016/j.applanim.2011.12.008openalex-snapshot
Lying patterns of high producing healthy dairy cows after calving in commercial herds as affected by age, environmental conditions and production
inferredcites →https://doi.org/10.1016/j.applanim.2013.09.001openalex-snapshot
Automatic registration of grazing behaviour in dairy cows using 3D activity loggers
inferredcites →https://doi.org/10.1016/j.applanim.2015.02.011openalex-snapshot
Can automated measures of lying time help assess lameness and leg lesions on tie-stall dairy farms?
inferredcites →https://doi.org/10.1016/j.asr.2013.02.019openalex-snapshot
An analysis on combined GPS/COMPASS data quality and its effect on single point positioning accuracy under different observing conditions
inferredcites →https://doi.org/10.1016/j.compag.2009.03.002openalex-snapshot
Evaluation of three-dimensional accelerometers to monitor and classify behavior patterns in cattle
inferredcites →https://doi.org/10.1016/j.compag.2013.11.005openalex-snapshot
Comparison of a three-dimensional and two-dimensional camera system for automated measurement of back posture in dairy cows
inferredcites →https://doi.org/10.1016/j.compag.2014.12.002openalex-snapshot
Dynamic cattle behavioural classification using supervised ensemble classifiers
inferredcites →https://doi.org/10.1016/j.ecolmodel.2007.10.027openalex-snapshot
Using high fix rate GPS data to determine the relationships between fix rate, prediction errors and patch selection
inferredcites →https://doi.org/10.1016/j.engappai.2007.09.009openalex-snapshot
About the relationship between ROC curves and Cohen's kappa
inferredcites →https://doi.org/10.1016/j.livsci.2014.01.006openalex-snapshot
Comparison of energy expenditure, eating pattern and physical activity of grazing and zero-grazing dairy cows at different time points during lactation
inferredcites →https://doi.org/10.1016/j.livsci.2015.04.008openalex-snapshot
Variables of gait inconsistency outperform basic gait variables in detecting mildly lame cows
inferredcites →https://doi.org/10.1016/j.patrec.2005.10.010openalex-snapshot
An introduction to ROC analysis
inferredcites →https://doi.org/10.1016/j.theriogenology.2005.04.004openalex-snapshot
Pedometer readings for estrous detection and as predictor for time of ovulation in dairy cattle
inferredcites →https://doi.org/10.1016/j.theriogenology.2014.12.029openalex-snapshot
Automated and visual measurements of estrous behavior and their sources of variation in Holstein heifers. I: Walking activity and behavior frequency
inferredcites →https://doi.org/10.1016/s0167-5877(02)00018-1openalex-snapshot
Prevalence and interrelationships of hoof lesions and lameness in Swedish dairy cows
inferredcites →https://doi.org/10.1017/s0021859600045287openalex-snapshot
Studies of grazing behaviour in relation to grassland management I. Variations in grazing habits of dairy cattle
inferredcites →https://doi.org/10.1023/a:1010933404324openalex-snapshot
Random Forests
inferredcites →https://doi.org/10.1111/j.1365-2664.2007.01286.xopenalex-snapshot
Effects of habitat on GPS collar performance: using data screening to reduce location error
inferredcites →https://doi.org/10.1136/vr.153.7.197openalex-snapshot
Assessment of the welfare of dairy caftle using animal‐based measurements: direct observations and investigation of farm records
inferredcites →https://doi.org/10.1145/1656274.1656278openalex-snapshot
The WEKA data mining software
inferredcites →https://doi.org/10.1186/1746-6148-4-24openalex-snapshot
Use of data mining techniques to investigate disease risk classification as a proxy for compromised biosecurity of cattle herds in Wales
inferredcites →https://doi.org/10.1371/journal.pone.0114522openalex-snapshot
Inferring Behavioral States of Grazing Livestock from High-Frequency Position Data Alone
inferredcites →https://doi.org/10.1371/journal.pone.0129030openalex-snapshot
Deriving Animal Behaviour from High-Frequency GPS: Tracking Cows in Open and Forested Habitat
inferredcites →https://doi.org/10.1371/journal.pone.0129271openalex-snapshot
Performance and Accuracy of Lightweight and Low-Cost GPS Data Loggers According to Antenna Positions, Fix Intervals, Habitats and Animal Movements
inferredcites →https://doi.org/10.1644/ber-022openalex-snapshot
ASSESSING REAL DAILY DISTANCE TRAVELED BY UNGULATES USING DIFFERENTIAL GPS LOCATIONS
inferredcites →https://doi.org/10.3168/jds.2006-807openalex-snapshot
Prepartum Behavior and Dry Matter Intake Identify Dairy Cows at Risk for Metritis
inferredcites →https://doi.org/10.3168/jds.2007-0006openalex-snapshot
Objective Determination of Claw Pain and Its Relationship to Limb Locomotion Score in Dairy Cattle
inferredcites →https://doi.org/10.3168/jds.2007-0076openalex-snapshot
Association Between a Visual and an Automated Locomotion Score in Lactating Holstein Cows
inferredcites →https://doi.org/10.3168/jds.2007-0530openalex-snapshot
Changes in Feeding Behavior as Possible Indicators for the Automatic Monitoring of Health Disorders in Dairy Cows
inferredcites →https://doi.org/10.3168/jds.2011-4415openalex-snapshot
Effect of mobility score on milk yield and activity in dairy cattle
inferredcites →https://doi.org/10.3168/jds.2011-4547openalex-snapshot
Automatic measurement of touch and release angles of the fetlock joint for lameness detection in dairy cattle using vision techniques
inferredcites →https://doi.org/10.3168/jds.2013-6693openalex-snapshot
Prediction of insemination outcomes in Holstein dairy cattle using alternative machine learning algorithms
inferredcites →https://doi.org/10.3168/jds.2014-7932openalex-snapshot
Clinical ketosis and standing behavior in transition cows
inferredcites →https://doi.org/10.3168/jds.2014-8357openalex-snapshot
Lying behavior and postpartum health status in grazing dairy cows
inferredcites →https://doi.org/10.3233/ida-2002-6504openalex-snapshot
The class imbalance problem: A systematic study1
inferredcites →https://doi.org/10.48550/arxiv.1302.4964openalex-snapshot
Estimating Continuous Distributions in Bayesian Classifiers
inferredcites →https://doi.org/10.5281/zenodo.19712698openalex-snapshot
A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A Hierarchical Classification Method Used to Classify Livestock Behaviour from Sensor Data
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Exploring Machine Learning and IoT Technologies for Disease Detection in Cows: A Systematic Review
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Shade-seeking behavior and grazing activity of Pantaneira and Girolando heifers
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Multimodal sensor data fusion for in-situ classification of animal behavior using accelerometry and GNSS data
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Image analysis to refine measurements of dairy cow behaviour from a real-time location system
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Variable segmentation and ensemble classifiers for predicting dairy cow behaviour
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Fixed-time data segmentation and behavior classification of pasture-based cattle: Enhancing performance using a hidden Markov model
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Classification of dairy cow excretory events using a tail-mounted accelerometer
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Navigating the Labyrinth of heat stress assessment in dairy cattle: A comprehensive review of methods and emerging technologies
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Impact of sensor data pre-processing strategies and selection of machine learning algorithm on the prediction of metritis events in dairy cattle
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