Particularly, the optimum error criterion can be interpreted via the meanings of entropy and KL-divergence. Furthermore, a novel approach is proposed for the choice of p-power error criteria, in which a KL-divergence based cost is minimized. The proposed method is verified by Monte Carlo ...
Animal models of cancer represent a complementary approach to direct analysis of patient tumors, allowing a level of experimental control not possible with human studies. The ability to generate large cohorts under precisely controlled conditions facilitates the interpretation of immensely complex datasets o...
The advent and use of highly sensitive molecular biology techniques to explore the microbiota and microbiome in environmental and tissue samples have detected the presence of contaminating microbial DNA within reagents. These microbial DNA contaminants may distort taxonomic distributions and relative frequencie...
The advent and use of highly sensitive molecular biology techniques to explore the microbiota and microbiome in environmental and tissue samples have detected the presence of contaminating microbial DNA within reagents. These microbial DNA contaminants may distort taxonomic distributions and relative frequencie...
KL divergenceThis paper proposes a deep unsupervised learning based denoising autoencoder model for the restoration of degraded mammogram with visual interpretation of breast lumps or lesion in mammography images (called SSDAE). The proposed model attempts to intensify the underexposed and abnormal ...
Finally, we demonstrated that such a thermodynamic treatment is not applicable to information flow, a measure of causal effect. Keywords: transfer entropy; information transfer; entropy production; irreversibility; Kullback–Leibler divergence; thermodynamic equilibrium; Boltzmann’s principle; causal effect ...
After fine-tuning the hyperparameters, the final loss values, calculated as the sum of similarity loss and KL Divergence, decreased from 71.43 to 13.48 for dataset 1, from 34.97 to 12.65 for dataset 2, and from 53.12 to 9.46 for dataset 3. 4. Results This section provides experimental ...