Comparison of PyNoetic’s functionality for BCI design with other existing state-of-the-art frameworks. حسب Gursimran Singh (575288)

الموضوعات:

Default cell detection parameters. حسب Adam L. Tyson (10892822)

الموضوعات:

Assignment of signal to individual cell candidates in the third dimension. Saggital sections (i.e. orthogonal to acquisition) shown. حسب Adam L. Tyson (10892822)

الموضوعات:

Total number of cells in each region, per brain, projecting to layer 2/3 neurons in primary visual cortex. حسب Adam L. Tyson (10892822)

الموضوعات:

Architecture of the 3D ResNet. حسب Adam L. Tyson (10892822)

الموضوعات:

Overview of the initial cell candidate detection steps, from raw data to a cuboid of data fed into the classification network. حسب Adam L. Tyson (10892822)

الموضوعات:

Illustration of the cell detection process. حسب Adam L. Tyson (10892822)

الموضوعات:

Architecture of the bottleneck 3D ResNet. حسب Adam L. Tyson (10892822)

الموضوعات:

Simplified schematic diagram of the serial two-photon microscope and data acquisition process. حسب Adam L. Tyson (10892822)

الموضوعات:

Cell classification. حسب Adam L. Tyson (10892822)

الموضوعات:

Running time comparison among tools. حسب Yi-Wen Hsiao (13767916)

الموضوعات:

Ranking machine learning algorithms based on AUC. حسب F. William Townes (3216846)

"…<p>Numeric values indicate the fraction of times the row algorithm has higher classification performance than the column algorithm. pglm: elastic net penalized logistic regression, svm: support vector machine with radial basis function, xgb: gradient boosted trees, nb: naive Bayes, knn: k-nearest neighbors.…"

Average function evaluation times of the three optimization algorithms. حسب Shuhui Yu (1535500)

"…<p>Average function evaluation times of the three optimization algorithms.…"

Distribution of the True Positive Rate, above, and True Negative Rate, below, for the 50 simulations from a model with <i>K</i> = 3 clusters, i.i.d. random error term. حسب Susana Conde (5495675)

الموضوعات:

Line plots with the ARI for the simulations with one replicate against the number of clusters for FRECL and the five alternative methods for simulated data sets. حسب Susana Conde (5495675)

الموضوعات:

Distribution of the adjusted Rand index, above, and Rand index, below, for the 50 simulations from a model with <i>K</i> = 3 clusters, i.i.d. random error term. حسب Susana Conde (5495675)

الموضوعات:

Results of the replicated simulations. حسب Susana Conde (5495675)

الموضوعات:

Fig 7 - حسب Susana Conde (5495675)

الموضوعات:

Observed adjusted Rand index for iteration in FRECL, 100 runs. حسب Susana Conde (5495675)

الموضوعات:

Observed adjusted Rand index for one-replicate simulations (with AR(1), <i>ρ</i> = 0.5, <i>σ</i>² = 0.1) against the number of clusters <i>K</i> = 3, 6, 9, 12 (on the ho... حسب Susana Conde (5495675)

الموضوعات: