A time series model of daily milk yields and its possible use for detection of a disease (ketosis)

Citation
Rm. Lark et al., A time series model of daily milk yields and its possible use for detection of a disease (ketosis), ANIM SCI, 69, 1999, pp. 573-582
Citations number
25
Categorie Soggetti
Animal Sciences
Journal title
ANIMAL SCIENCE
ISSN journal
13577298 → ACNP
Volume
69
Year of publication
1999
Part
3
Pages
573 - 582
Database
ISI
SICI code
1357-7298(199912)69:<573:ATSMOD>2.0.ZU;2-T
Abstract
A time series model was used to describe the daily milk yield of healthy co tes in the first 48 days of lactation. A moving average (MA) model of order I on the first-order differences of the data was selected - the same chose n in a previous study by Deluyker et al. (1990). When the model was used to generate predicted daily yields in a second data set, for cows in which cl inical ketosis had been diagnosed, it was found that significant deviations of actual yield below the daily forecast occurred from 3 days before the d ay of diagnosis. The model appeared to be transportable to healthy cows fro m another herd. Threshold values were defined to identify ailing animals by their deviation from predicted yield. However, the thresholds were not ver y sensitive, and required that a fairly high level of false positives be ac cepted (25% of a healthy herd over a 5-day period).