Sentence examples for mixtures of LMs from inspiring English sources

Exact(14)

This model specification covers mixtures of LMs as well as mixtures of LAMs.

Mixtures of LAMs with regularized estimation provide a convenient alternative and extension to mixtures of LMs using B-splines.

However, evaluation of the estimated curves on a finer grid shows the overfitting of the mixtures of LMs with unregularized estimation.

The following models are fitted and compared: (i) finite mixtures of LMs are estimated unregularized with an intercept and cubic B-splines for the covariate time.

If the genes are split into more than five components, this is a strong advantage for this model class compared to mixtures of LMs with unregularized estimation.

Hence, different degrees of freedom are possible for the components, while for finite mixtures of LMs with unregularized estimation the selected number of degrees of freedom is the same for all components.

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Pure low-methoxyl (LM) pectin and mixtures of LM and high-methoxyl (HM) pectin in different ratios were used to produce gels with control over the rheological parameter storage modulus (G′).

While the mixture of LAMs with regularized estimation allows to have components with different smoothness, the mixture of LMs with unregularized estimation needs to determine a compromise suiting all components.

The component sizes range from 0.03 to 0.16 for the best mixture of LMs with unregularized estimation and from 0.01 to 0.13 for the best mixture of LAMs with regularized estimation.

The second algorithm, linked mixtures of hidden Markov chains (LMs-HMM), uses a graphical modeling framework to explicitly create the hierarchic dependencies between these marginal subspaces.

It shows that the fluorescence intensity of LM and O157 was not significantly different from the negative control, and the fluorescence intensity of the mixtures of B. melitensis 16M and LM, and B. melitensis 16M and O157 were not fundamentally different from B. melitensis 16M alone.

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