Index
Index of topics covered this week
(A full index to the course appears at the end of Week 1.)
| Topic | Step | |
| Datasets | cpu | 3.13 |
| diabetes | 3.9, 3.12, 3.13 | |
| Functional MRI data | 3.16, 3.17 | |
| glass | 3.13 | |
| Haxby_Subj1_Training | 3.17 | |
| ionosphere | 3.13 | |
| iris | 3.4, 3.5, 3.10, 3.11, 3.13, 3.14, 3.15 | |
| NIFTI_Files | 3.17 | |
| Structural MRI data | 3.16 | |
| Classifiers | J48 | 3.17 |
| LibLINEAR | 3.2 | |
| LibSVM | 3.2, 3.4, 3.5 | |
| Logistic | 3.13 | |
| M5P | 3.13 | |
| MLRClassifier | 3.12, 3.13 | |
| NaiveBayes | 3.4, 3.14, 3.15, 3.17 | |
| OneR | 3.17 | |
| RandomForest | 3.13 | |
| SMO | 3.2, 3.17 | |
| SMOreg | 3.2 | |
| ZeroR | 3.17 | |
| R classifiers | multinom | 3.13 |
| randomForest | 3.13 | |
| regr.earth | 3.13 | |
| regr.mob | 3.13 | |
| rFerns | 3.12 | |
| rpart | 3.12 | |
| Metalearners | ClassificationViaRegression | 3.13 |
| FilteredClassifier | 3.13, 3.17 | |
| GridSearch | 3.2 | |
| OneClassClassifier | 3.4, 3.5 | |
| Filters | Add | 3.4 |
| PartitionMembership | 3.17 | |
| RemoveUseless | 3.17 | |
| ReplaceMissingWithUserConstant | 3.4 | |
| Standardize | 3.13 | |
| Packages | gridSearch | 3.2 |
| LibLINEAR | 3.1, 3.2 | |
| LibSVM | 3.1, 3.2 | |
| niftiLoader | 3.17 | |
| oneClassClassifier | 3.4 | |
| RPlugin | 3.7 | |
| R libraries | analogue | 3.14 |
| fastICA | 3.14 | |
| ggplot2 | 3.10, 3.11 | |
| kernlab | 3.15 | |
| lle | 3.14 | |
| mlbench | 3.12, 3.13 | |
| MLR | 3.12, 3.13 | |
| Generators | LED24 (Weka) | 3.2 |
| MexicanHat | 3.13 | |
| KnowledgeFlow components | ArffLoader | 3.14, 3.15 |
| ClassAssigner | 3.14, 3.15 | |
| ClassifierPerformanceEvaluator | 3.14, 3.15 | |
| CrossValidationFoldMaker | 3.14, 3.15 | |
| RScriptExecutor | 3.14, 3.15 | |
| ScatterPlotMatrix | 3.14 | |
| TextViewer | 3.14, 3.15 | |
| R commands | install.packages | 3.7 |
| boxplot, cor, cov, hist, install_packages, IQR, kurtosis, library, quantile, sapply, sd, skewness, summary, table | 3.9 | |
| aes, dev.off, facet_grid, geom_density, ggplot, install_packages, library, melt, PDF, xlim | 3.10 | |
| aes. C, facet_grid, geom_bin2d, geom_density, geom_density2d, geom_freqpoly, geom_histogram, geom_point, ggplot, install_packages, library, scale_fill_gradient, stat_density2d, stat_smooth, xlim, ylim | 3.11 | |
| cbind, data_frame, fastICA, library, ncol | 3.14 | |
| chind, cmdscale, install_packages, data.frame, fastICA, library, lle, mlbench.2dnormals, ncol, prcurve | 3.15 | |
| Plus | Attention deficit hyperactivity disorder (ADHD) | 3.16 |
| Environment variable | 3.7 | |
| One-class classification | 3.3, 3.4, 3.5 | |
| R (statistical language) | 3.6–3.15 | |
| Radial basis function (RBF) kernel | 3.2 |
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