Sentence examples for missing patterns from inspiring English sources

Our study, which employs empirical traffic speed data from radar detectors and vehicle probes, demonstrates that the overall predictions of the kriging-based imputation approach are accurate and reliable for all combinations of missing patterns and missing rates investigated.

We conduct simulation studies to assess the performance of the proposed sample size formula under various correlation structures from a damped exponential family, random and monotone missing patterns, and different observation probabilities.

An array of testing scenarios were designed to test these methods under different missing rates (10 40% data loss) and different missing patterns (random in time and location, random only in location, and non-random blocks of missing data).

The POR model allows complex missing patterns in data structure.

The model accommodates complex missing patterns, and accounts for correlated results [ 10].

Imputation errors for each algorithm with different missing patterns are summarized in Supp.

For each background variable, the polyserial correlation of the missing pattern with the true person proficiencies was −.10 or −.40.

MNAR This mechanism, on the other hand, implies that the missing pattern relies on the unobserved variables; that is, the observed part of the data cannot explain the missing values.

The monotone missing pattern method was specified and logistic regression was used with 40 iterations.

In each stratum, the missing pattern seems random and is not confined to special places or attributes.

Data were imputed according to the Markov Chain Monte Carlo method, because no monotone missing pattern was found.