Index
Index of topics covered this week
(A full index to the course appears at the end of Week 1.)
| Topic | Step | |
| Datasets | Forest cover type (covtypeNorm) | 2.3, 2.9, 2.12 |
| labelled_tweets | 2.12 | |
| NSW Electricity Market (elecNormNew) | 2.5, 2.12 | |
| Signal peptide cleavage data (sigdata) | 2.13, 2.14 | |
| Classifiers | HoeffdingAdaptiveTree | 2.8, 2.9 |
| HoeffdingOptionTree | 2.5 | |
| HoeffdingTree (Weka) | 2.2, 2.3, 2.5 | |
| HoeffdingTree (MOA) | 2.5, 2.6, 2.7, 2.9, 2.10 | |
| IBk | 2.3 | |
| Incremental | 2.2, 2.3 | |
| J48 | 2.3, 2.13, 2.14 | |
| MajorityClass | 2.9, 2.12 | |
| NaiveBayes | 2.7, 2.9 | |
| NaiveBayesUpdateable | 2.3 | |
| NaiveBayesMultinomial | 2.10, 2.12 | |
| SGD (Stochastic gradient descent) | 2.10 | |
| SGDText | 2.12 | |
| Updateable classifiers | 2.2 | |
| Metalearners | LeveragingBag | 2.8, 2.9 |
| OzaBag | 2.4, 2.5, 2.7, 2.9 | |
| OzaBagAdwin | 2.8, 2.9 | |
| Filters | Resample | 2.5 |
| StringToWordVector | 2.12 | |
| Packages | massiveOnlineAnalysis (MOA) | 2.4, 2.5 |
| Generators | HyperplaneGenerator | 2.5, 2.6 |
| LED24 (Weka) | 2.3 | |
| LEDGenerator (MOA) | 2.4 | |
| RandomRBFGenerator | 2.8, 2.9 | |
| RandomRBFGeneratorDrift | 2.9 | |
| WaveformGenerator | 2.7 | |
| Evaluation | Kappa statistic | 2.7, 2.10, 2.12 |
| Kappa-temporal statistic | 2.12 | |
| Periodic holdout | 2.6, 2.7 | |
| Prequential | 2.6, 2.7, 2.9, 2.10, 2.12 | |
| Plus … | Adaptive sliding window (ADWIN) | 2.8 |
| Bioinformatics | 2.13, 2.14 | |
| Bootstrap sampling | 2.8 | |
| Data stream mining | 2.1–2.12 | |
| MOA system | 2.6–2.12 | |
| Sequence analysis | 2.13, 2.14 | |
| Sentiment analysis | 2.10, 2.11, 2.12 | |
| Signal peptide prediction | 2.13, 2.14 | |
| 2.10, 2.11, 2.12 |
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