Predicting Ungulate Parturition Using GPS Movement

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Predicting Ungulate Parturition Using GPS Movement

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Predicting Ungulate Parturition. Using GPS Movement Data. Matthew M. Hayes, Ryan Long, Eric Wald, Emma Fuller, Tayler. LaSharr, Katey Huggler, Samantha ...

Predicting Ungulate Parturition Using GPS Movement Data Matthew M. Hayes, Ryan Long, Eric Wald, Emma Fuller, Tayler LaSharr, Katey Huggler, Samantha Dwinnell, Marcus Blum, Kelley Stewart and Kevin Monteith

Current Methods

Limitations

Opportunity

Opportunity

Leveraging Data

WY_Elk: n = 31 OR_Elk: n = 30

AK_Moose: n = 17

NV_BHS: n = 61

W_MD: n = 61 SE_MD: n = 60

Areas

Approach

Recursive Feature Elimination

Model Tuning

Bootstrapped Model Building

Feature Selection & Model Building

External Predictions

Approach

Results

Results

Results

Results

Results

Considerations

Vision & Next Steps

Vision & Next Steps

Questions https://github.com/MovingUngulate/Part

Matthew M. Hayes [email protected]