<p>Left columns shows the true class of the sample. Top rows identify used prediction model and how it classifies samples. Both methods achieve near perfect discrimination, LR demonstrating marginally better performance.</p><p>Classification results of bacteria vs sterile samples with LDA and LR.</p
<p>Comparison of LDA (linear discriminant analysis) classification accuracy using different sets of ...
<p>Each panel compares the performance of the training sets (described in <a href="http://www.ploson...
Laser-induced breakdown spectroscopy has been used to obtain spectral fingerprints from live bacteri...
<p>Left-hand colums identify true classification of the samples. Top row shows the discrimination by...
Phylogenetic relationships among significant bacterial biomarkers are indicated in the cladogram (to...
<p>LDA classifying parameter sets according to the strategy with the highest efficacy score. Shaded ...
We analyzed the performance of LDA, Quadratic Discriminant Analysis (QDA), K-Nearest Neighbours (KNN...
a. Diets within fecal sample type, b. Diets within rumen liquor sample type, c. Fecal and rumen liqu...
<p>The bar charts show the average AUCs of within-dataset experiments for five pathway-based methods...
In this paper we show the results of a comparison simulation study for three classification techniqu...
<p>Blue circles are the test samples of the first class; red stars are the test samples of the secon...
<p>Leave-one-out and K-fold cross validation are employed.</p><p>Misclassification rates for classif...
Genera with an LDA score >4.0 (p<0.01) are depicted, based on their scores. Prefixes of the bacteria...
Significant (red and green) and non-significant (yellow) discriminant taxonomic nodes are colored. C...
<p>R Code and the full set of LD coefficients can be found in Table S7 in <a href="http://www.ploson...
<p>Comparison of LDA (linear discriminant analysis) classification accuracy using different sets of ...
<p>Each panel compares the performance of the training sets (described in <a href="http://www.ploson...
Laser-induced breakdown spectroscopy has been used to obtain spectral fingerprints from live bacteri...
<p>Left-hand colums identify true classification of the samples. Top row shows the discrimination by...
Phylogenetic relationships among significant bacterial biomarkers are indicated in the cladogram (to...
<p>LDA classifying parameter sets according to the strategy with the highest efficacy score. Shaded ...
We analyzed the performance of LDA, Quadratic Discriminant Analysis (QDA), K-Nearest Neighbours (KNN...
a. Diets within fecal sample type, b. Diets within rumen liquor sample type, c. Fecal and rumen liqu...
<p>The bar charts show the average AUCs of within-dataset experiments for five pathway-based methods...
In this paper we show the results of a comparison simulation study for three classification techniqu...
<p>Blue circles are the test samples of the first class; red stars are the test samples of the secon...
<p>Leave-one-out and K-fold cross validation are employed.</p><p>Misclassification rates for classif...
Genera with an LDA score >4.0 (p<0.01) are depicted, based on their scores. Prefixes of the bacteria...
Significant (red and green) and non-significant (yellow) discriminant taxonomic nodes are colored. C...
<p>R Code and the full set of LD coefficients can be found in Table S7 in <a href="http://www.ploson...
<p>Comparison of LDA (linear discriminant analysis) classification accuracy using different sets of ...
<p>Each panel compares the performance of the training sets (described in <a href="http://www.ploson...
Laser-induced breakdown spectroscopy has been used to obtain spectral fingerprints from live bacteri...