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Naive Bayes Predictor
StreamableDeprecatedKNIME Base Nodes version 4.1.0.v201912041211 by KNIME AG, Zurich, Switzerland
Predicts the class per row based on the learned model. The class
probability is the product of the probability per attribute and the
probability of the class attribute itself.
The probability for nominal values is the number of occurrences of the class value with the given value divided by the number of total occurrences of the class value. The probability of numerical values is calculated by assuming a normal distribution per attribute.
Options
- Change prediction column name
- When set, you can change the name of the prediction column.(The
default is:
Prediction (trainingColumn).) - Append columns with normalized class distribution
- If selected a column is appended for each class instance with the normalized probability of this row being member of this class.
- Suffix for probability columns
- Suffix for the normalized distribution columns. Their names are like:
P (trainingColumn=value).
Input Ports
Output Ports
- The input table with one column added containing the classification and the probabilities depending on the options.
Best Friends (Incoming)
Naive Bayes Learner(67 %) Deprecated- Partitioning (14 %)
- X-Partitioner (3 %)
- File Reader (3 %) Streamable
- Column Filter (1 %) Streamable
- CSV Reader (< 1 %)
- Decision Tree Learner (< 1 %)
Number To String(< 1 %) DeprecatedExcel Reader (XLS)(< 1 %) StreamableDeprecated- PMML Reader (< 1 %)
- Row Filter (< 1 %) Streamable
- Normalizer (Apply) (< 1 %) Streamable
- Missing Value (< 1 %)
- Model Reader (< 1 %)
- Scorer (< 1 %)
- Normalizer (< 1 %)
- Color Manager (< 1 %)
Naive Bayes Predictor(< 1 %) StreamableDeprecated- Decision Tree Predictor (< 1 %)
- Rule Engine (< 1 %) Streamable
- Color Appender (< 1 %)
- Database Reader (legacy) (< 1 %)
- Table Creator (< 1 %)
- k-Means (< 1 %)
- SVM Learner (< 1 %)
- Reference Column Filter (< 1 %) Streamable
- Row Splitter (< 1 %) Streamable
- Joiner (< 1 %)
- Column Rename (< 1 %) Streamable
XLS Reader(< 1 %) DeprecatedExcel Reader (XLS)(< 1 %) StreamableDeprecated- ARFF Reader (< 1 %)
PMML Reader(< 1 %) Deprecated- Table Reader (< 1 %) Streamable
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- Logistic Regression Learner (< 1 %)
- Concatenate (< 1 %) Streamable
- Auto-Binner (< 1 %)
String To Number(< 1 %) StreamableDeprecated- Column Appender (< 1 %) Streamable
- Column Resorter (< 1 %) Streamable
- Constant Value Column (< 1 %) Streamable
- Missing Value Column Filter (< 1 %)
- Reference Row Filter (< 1 %)
- GroupBy (< 1 %)
- Rule-based Row Filter (< 1 %) Streamable
- Boosting Predictor Loop Start (< 1 %)
- Random Sample (< 1 %)
- Fingerprints Expander (< 1 %)
- Split Collection Column (< 1 %)
- Fixed Width File Reader (< 1 %)
- PMML Writer (< 1 %)
- Java Snippet (< 1 %) Streamable
- Feature Selection Filter (< 1 %)
- Feature Selection Loop Start (1:1) (< 1 %)
- Feature Selection Loop Start (2:2) (< 1 %)
- X-Aggregator (< 1 %)
- PNN Learner (DDA) (< 1 %)
- Fuzzy c-Means (< 1 %)
PCA Apply(< 1 %) DeprecatedPCA(< 1 %) DeprecatedLogistic Regression Learner(< 1 %) Deprecated- Logistic Regression Predictor (< 1 %)
- SMOTE (< 1 %)
- Simple Regression Tree Predictor (< 1 %) Streamable
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- Auto-Binner (Apply) (< 1 %) Streamable
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- Category To Number (< 1 %) Streamable
- Column Aggregator (< 1 %) Streamable
Linear Correlation(< 1 %) Deprecated- Correlation Filter (< 1 %)
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- Nominal Value Row Filter (< 1 %) Streamable
- Denormalizer (< 1 %) Streamable
- Missing Value (Apply) (< 1 %)
- Normalizer (PMML) (< 1 %)
Number To String (PMML)(< 1 %) Deprecated- Round Double (< 1 %) Streamable
- RowID (< 1 %) Streamable
- Row Sampling (< 1 %)
- Sorter (< 1 %)
- Column Splitter (< 1 %) Streamable
- String Manipulation (< 1 %) Streamable
- String Replacer (< 1 %) Streamable
- Transpose (< 1 %)
- Rule-based Row Splitter (< 1 %) Streamable
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Linear Discriminant Analysis(< 1 %) Deprecated- Statistics (< 1 %)
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- Extract Table Dimension (< 1 %)
- Data Generator (< 1 %) Streamable
- Lift Chart (local) (< 1 %)
- ROC Curve (local) (< 1 %)
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- Stresser (< 1 %)
- Boosting Learner Loop Start (< 1 %)
PMML Ensemble Predictor(< 1 %) Deprecated- Read Excel Sheet Names (XLS) (< 1 %)
- Topic Extractor (Parallel LDA) (< 1 %)
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- JSON to Table (< 1 %)
- Date Field Extractor (legacy) (< 1 %)
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- XPath (< 1 %) Streamable
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Best Friends (Outgoing)
- Scorer (54 %)
- X-Aggregator (12 %)
- ROC Curve (local) (6 %)
- Joiner (3 %)
- Column Filter (2 %) Streamable
Excel Writer (XLS)(1 %) Deprecated- CSV Writer (1 %) Streamable
- Interactive Table (local) (1 %)
Backward Feature Elimination End(< 1 %) DeprecatedNumeric Scorer(< 1 %) DeprecatedString To Number(< 1 %) StreamableDeprecated- Lift Chart (local) (< 1 %)
- Column Rename (< 1 %) Streamable
Naive Bayes Learner(< 1 %) Deprecated- Scatter Plot (local) (< 1 %)
- Color Manager (< 1 %)
Naive Bayes Predictor(< 1 %) StreamableDeprecated- Entropy Scorer (< 1 %)
- GroupBy (< 1 %)
- Rule Engine (< 1 %) Streamable
- Data to Report (< 1 %)
- Loop End (< 1 %)
- X-Partitioner (< 1 %)
- Decision Tree Predictor (< 1 %)
- Column Appender (< 1 %) Streamable
- Crosstab (local) (< 1 %)
- Line Plot (local) (< 1 %)
- Boosting Learner Loop End (< 1 %)
- Boosting Predictor Loop End (< 1 %)
- Scorer (JavaScript) (< 1 %)
- ROC Curve (< 1 %)
- Scatter Plot (< 1 %)
- Java Snippet (< 1 %) Streamable
- Feature Selection Loop End (< 1 %)
- Decision Tree Learner (< 1 %)
K Nearest Neighbor(< 1 %) StreamableDeprecated- Concatenate (< 1 %) Streamable
Number To String(< 1 %) Deprecated- Column Merger (< 1 %) Streamable
- Constant Value Column (< 1 %) Streamable
- Row Filter (< 1 %) Streamable
- Partitioning (< 1 %)
- Missing Value (< 1 %)
- Column Splitter (< 1 %) Streamable
- Value Counter (< 1 %)
- Rule-based Row Filter (< 1 %) Streamable
- Statistics (< 1 %)
- Interactive Histogram (local) (< 1 %)
- Prediction Fusion (< 1 %) Streamable
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XLS Writer(< 1 %) Deprecated- Java Snippet (simple) (< 1 %)
- ROC Curve (< 1 %)
- Pareto Ranking (< 1 %)
- Breakpoint (< 1 %)
- Table Row To Variable Loop Start (< 1 %)
- Database Writer (legacy) (< 1 %) Streamable
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- Loop End (2 ports) (< 1 %)
- Fuzzy Rule Predictor (< 1 %) Streamable
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Concatenate (Optional in)(< 1 %) StreamableDeprecated- Auto-Binner (< 1 %)
- Column Combiner (< 1 %) Streamable
- Column Comparator (< 1 %) Streamable
- Category To Number (< 1 %) Streamable
- Column Aggregator (< 1 %) Streamable
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- Cross Joiner (< 1 %) Streamable
- Reference Column Filter (< 1 %) Streamable
- Row Splitter (< 1 %) Streamable
- Normalizer (Apply) (< 1 %) Streamable
- Denormalizer (< 1 %) Streamable
- Normalizer (< 1 %)
- Missing Value (Apply) (< 1 %)
- Rank (< 1 %)
- RowID (< 1 %) Streamable
- Sorter (< 1 %)
- String Manipulation (< 1 %) Streamable
- Ungroup (< 1 %) Streamable
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Python Script (1⇒1)(< 1 %) Deprecated- Extract Date&Time Fields (< 1 %) Streamable
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Workflows
Installation
To use this node in KNIME, install KNIME Core from the following update site:
KNIME 4.1
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