Sentence examples for modality analysis results from inspiring English sources
Specifically, an integrated Bayesian Network is introduced for simultaneously performing information fusion of the individual modality analysis results and exploitation of temporal context, contrary to the usual practice of performing each task separately.
The proposed analysis architecture employs state-of-the-art methods for the analysis of each individual modality (visual, audio, text) separately and proposes a novel fusion technique based on the particular characteristics of news-related content for the combination of the individual modality analysis results.
The latter essentially corresponds to the generation of the respective single-modality analysis results.
A BN structure is initially defined for performing the fusion of the computed single-modality analysis results.
Modality fusion aims at exploiting the correlations between data coming from different modalities to improve single-modality analysis results [6].
In Figure 5, the results for TW = 1, 2 and 3 are reported in detail, in terms of the difference in classification accuracy compared to the best single-modality analysis result for each domain.
In all sub-figures, the vertical bars indicate the difference in classification accuracy compared to the best single-modality analysis result for each domain; the latter are given in parentheses.
Considering the corresponding SVM results (experiment 2), it is shown in Figure 5 that a significant increase (up to 9.91% in the tennis domain) in the overall classification accuracy can also be obtained for TW = 1 compared to the best single-modality analysis result, when a SVM-based classifier is used instead of the developed BN for all domains.
Although we consider this to be a limitation of this meta-analysis, it is a reflection of the currently available evidence as data on which imaging modality results in the best resection outcome are currently lacking in the neoadjuvant setting.
In an updated analysis, the results showed an excess of late relapses and deaths due to lymphoma in the combined-modality treatment.
