This would be the case in a young animal, where all observed information came from ancestors and parents of this animal.
The model was tested using machine performance data, observed information and information obtained from machine experts.
Sex, age, years of service, number of experienced suicides, suicides personally observed, information on suicides obtained from witnesses and finally either counselling/debriefing (first model) or whether officers had prevented a suicide (second model) were used as predictors.
The associated variance estimates are obtained from the observed information matrix, i.e., the negative of the second derivative matrix of logL(π a1,π a0) evaluated at the estimates of parameters.
Parameters were estimated by maximum likelihood, and their variances were obtained from the observed information matrix.
The remaining eight models are fitted by numerically maximising the log-likelihood (3), where parameter estimates' standard errors are obtained from the observed information matrix, which is also obtained numerically.
This MAR model was then used as a starting value for the numerical maximisation of the full log-likelihood and standard errors can be obtained from the observed information matrix as before.
We analysed data on patients aged 15 years or older with completely observed information on primary-care interval values from 0 to 730 days (Lyratzopoulos et al, 2013b).
From an analysis perspective, Fisher's information is compared to a commonly used information measure derived by ignoring the stage dependencies and to the observed information.
In comparison to Fourier transform infrared spectroscopy, which is also capable to acquire structural information of cell organelles [ 38], Raman microspectroscopy provides the unique capability to observe biochemical information from living cells [ 39– 41].
