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Using all gene pairs we obtain the integrated correlation score, an overall measurement of agreement between the two studies.
Integrated correlation analysis was introduced in [ 19].
The logarithm of the integrated correlation score showed the best template recognition ability and had the highest correlation with the true template modeling (TM -score of TM -scoret structures.
To test whether the IgM network might influence the IgG network, we analyzed the integrated correlation matrices of IgM and IgG datasets for the mothers and cords (see Supporting Information S5, Figure S4 for additional details).
The target factors have further been mapped with the expression levels of their corresponding miRNAs within BASCs which shows their integrated correlation contributing towards each developmental stage of BASCs in a healthy individual (Figure 2).
The integrated correlation, defined as: quantified the coherence between studies.
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Non-probabilistic methods, developed in the field of robust optimization were shown to have advantages over classical stochastic methods in several aspects such as: tractability, non-necessity of full probabilistic information, and the ability to integrate correlation of uncertain variables without adding complexity.
Pournara and Wernisch (2008) [ 6] extend the Bayesian factor analysis approach for reconstructing TFAs and connections by integrating correlation between time points.
The requirements for the event correlation raise two challenges: to seamlessly integrate event correlation services with other services and applications; and to provide reliable event management with minimal delay.
GDL integrates the correlation structures among genetic markers and traits simultaneously.
We modelled the E. coli datasets by using the ensemble approach integrating both correlation and ratio procedures as described above.
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