This node performs a principal component analysis (PCA) on the given data. The input data is projected from its original feature space into a space of (possibly) lower dimension with a minimum of information loss.
Options
Popular Predecessors
- Normalizer8 %
- Loop End3 %
- k-Means3 %
- Color Manager3 %
- CSV Reader3 %
File Reader2 %- Column Filter2 %
Excel Reader (XLS)2 %Rank Correlation2 %- Missing Value2 %
- Excel Reader2 %
- Expand Bit Vector1 %
Cell Replacer1 %Row Filter (deprecated)1 %Excel Reader (XLS)1 %- RDKit Descriptor Calculation1 %
- String Replacer1 %
Linear Correlation1 %- Concatenate< 1 %
- Category to Number< 1 %
Column Rename< 1 %- One to Many< 1 %
- GroupBy< 1 %
- Denormalizer< 1 %
- PCA Compute< 1 %
- PCA< 1 %
- HiLite Row Splitter< 1 %
- Low Variance Filter< 1 %
- RowID< 1 %
- ROC Curve (legacy)< 1 %
- Hierarchical Cluster Assigner (local)< 1 %
- MultiLayerPerceptron Predictor< 1 %
- PCA Inversion< 1 %
- Row Sampling< 1 %
- Data Explorer< 1 %
- DB Reader< 1 %
- Column Expressions (legacy)< 1 %
- Math Formula< 1 %
- Scorer< 1 %
- Python Script (legacy)< 1 %
- String to Number< 1 %
- Column Splitter< 1 %
- String Manipulation< 1 %
- Math Formula (Multi Column)< 1 %
- Indigo Fingerprint< 1 %
- Rank Correlation< 1 %
- DBSCAN< 1 %
- Duplicate Row Filter< 1 %
- Constant Value Column Filter< 1 %
- Silhouette Coefficient< 1 %
- Decision Tree Predictor< 1 %
- Rule Engine Variable< 1 %
- Color Appender< 1 %
- ARFF Reader< 1 %
- Table Creator< 1 %
- Hierarchical Clustering< 1 %
- Distance Matrix Pair Extractor< 1 %
- Domain Calculator< 1 %
- Document Vector Hashing< 1 %
- Scatter Plot (JavaScript)< 1 %
- RDKit Fingerprint< 1 %
- Auto-Binner< 1 %
- Cell Splitter< 1 %
- Column Appender< 1 %
- Column Aggregator< 1 %
- Value Lookup< 1 %
- Fingerprints Expander< 1 %
- Split Collection Column< 1 %
CSV Reader< 1 %- Cluster Assigner< 1 %
- Fuzzy c-Means< 1 %
- Logistic Regression Learner< 1 %
- Logistic Regression Predictor< 1 %
- Numeric Scorer< 1 %
- PCA Apply< 1 %
- Number to String< 1 %
- Column Resorter< 1 %
- Linear Correlation< 1 %
- Correlation Filter< 1 %
- Missing Value Column Filter< 1 %
Row Splitter (deprecated)< 1 %Joiner< 1 %- Normalizer (Apply)< 1 %
- Partitioning< 1 %
- Pivot< 1 %
- Missing Value (Apply)< 1 %
- Normalizer (PMML)< 1 %
- Sorter< 1 %
- Table Transposer< 1 %
- Rule-based Row Filter< 1 %
- Rule Engine< 1 %
- Numeric Outliers< 1 %
- Statistics< 1 %
- Shape Manager< 1 %
- k-Medoids< 1 %
- Document Vector< 1 %
- Weka Cluster Assigner (3.7)< 1 %
- Parameter Optimization Loop Start< 1 %
Python Script (1⇒2)< 1 %- Molecular Properties< 1 %
- Benchmark Start< 1 %
- File Reader< 1 %
- Table Reader< 1 %
- X-Partitioner< 1 %
- Joiner< 1 %
Color Appender< 1 %- Table View (JavaScript)< 1 %
- Ertl Scaffold Keys< 1 %
- Random Forest Learner< 1 %
- XGBoost Predictor< 1 %
- Heatmap (JavaScript)< 1 %
- Column Rename (Regex)< 1 %
- Fingerprint Similarity< 1 %
- Parameter Optimization Loop Start (Table)< 1 %
- Table Manipulator< 1 %
- Feature Selection Filter< 1 %
- SMOTE< 1 %
- Numeric Binner< 1 %
- Constant Value Column< 1 %
- Reference Column Filter< 1 %
- Size Manager< 1 %
- Radar Plot Appender< 1 %
- ROC Curve (JavaScript)< 1 %
- Moving Aggregator< 1 %
- Normalize Plates (Z-Score)< 1 %
- Column Auto Type Cast< 1 %
- Category to Number (Apply)< 1 %
- Double to Integer< 1 %
- String to Number (PMML)< 1 %
- Rule-based Row Splitter< 1 %
- Math Formula (Variable)< 1 %
- Lag Column< 1 %
- Distance Matrix Calculate< 1 %
- Z-Primes (PC x NC)< 1 %
Variable to Table Row< 1 %- Read Images< 1 %
Loop End< 1 %- Fuzzy Rule Learner< 1 %
- Hierarchical Cluster Assigner< 1 %
- SVM Predictor< 1 %
- Number to String (PMML)< 1 %
- Unpivot< 1 %
- Standardized Cronbach Alpha< 1 %
- TF< 1 %
- Bag Of Words Creator< 1 %
- Strings to Document< 1 %
- Feature Calculator (BETA)< 1 %
Python Script (1⇒1)< 1 %- RDKit Count-Based Fingerprint< 1 %
- Inject Variables (Data)< 1 %
- Entropy Scorer< 1 %
- Column Comparator< 1 %
- Molecule Properties< 1 %
- Principal Moment of Intertia (PMI)-Derived Properties< 1 %
- Fingerprint to Set Bits List< 1 %
- Fingerprint to String< 1 %
- Distance (2-D)< 1 %
- Chemical Fingerprint< 1 %
- Geometrical Descriptors< 1 %
- Maccs Fingerprint< 1 %
- Pharmacophore Fingerprint< 1 %
- MarvinSketch< 1 %
- MolConverter< 1 %
Table Row to Variable< 1 %- Fixed Width File Reader< 1 %
Table Reader< 1 %- Feature Selection Loop Start (1:1)< 1 %
- X-Aggregator< 1 %
- PNN Learner (DDA)< 1 %
- PNN Predictor< 1 %
- MDS (DistMatrix)< 1 %
- Linear Regression Learner< 1 %
Scorer< 1 %- Gradient Boosted Trees Predictor (Regression)< 1 %
Concatenate (Optional in)< 1 %- Bootstrap Sampling< 1 %
- Number to Category (Apply)< 1 %
- Column Renamer (Dictionary)< 1 %
- Equal Size Sampling< 1 %
- Nominal Value Row Filter< 1 %
- Row Filter (Labs)< 1 %
- Reference Row Filter< 1 %
String Replace (Dictionary)< 1 %- Value Counter< 1 %
- Cache< 1 %
- Extract Table Spec< 1 %
- Data Generator< 1 %
- Shape Appender< 1 %
Parquet Reader< 1 %- SDF Reader< 1 %
- DB Query Reader< 1 %
- Beta Distributed Assigner< 1 %
- PMML Predictor< 1 %
- MoSS< 1 %
- Java Edit Variable (simple)< 1 %
- Vocabulary Extractor (legacy)< 1 %
- Topic Extractor (Parallel LDA)< 1 %
- Category to Class< 1 %
- Term Vector< 1 %
- Integer Configuration< 1 %
- Value Filter (legacy)< 1 %
- Integer Input (legacy)< 1 %
- Parameter Optimization Loop End< 1 %
- R Source (Table)< 1 %
- R Snippet< 1 %
- R to Table< 1 %
- String to Date&Time< 1 %
- Time to String (legacy)< 1 %
- Molecule to CDK< 1 %
- RDKit Molecule Fragmenter< 1 %
- RDKit To Molecule< 1 %
- Substructure Matcher< 1 %
- Fingerprint to Binary String< 1 %
Simple File Reader< 1 %- File Reader (Complex Format)< 1 %
- Naive Bayes Learner< 1 %
- K Nearest Neighbor< 1 %
- MDS Projection (DistMatrix)< 1 %
- Association Rule Learner< 1 %
- Tree Ensemble Predictor< 1 %
- Random Forest Predictor< 1 %
- Cross Joiner< 1 %
- Reference Column Splitter< 1 %
- Shuffle< 1 %
- String Manipulation (Multi Column)< 1 %
- Linear Discriminant Analysis Compute< 1 %
- Linear Discriminant Analysis< 1 %
- Capture Workflow Start< 1 %
- Molecule Type Cast< 1 %
- Distance Matrix Reader< 1 %
- Similarity Search< 1 %
- Keras Network Executor< 1 %
- Word Vector Apply (legacy)< 1 %
- Number Filter< 1 %
- Document Data Extractor< 1 %
- Boolean Configuration< 1 %
- Column Filter (legacy)< 1 %
- Column Filter Widget< 1 %
- Python Predictor (legacy)< 1 %
- Create Date&Time Range< 1 %
Extract Date&Time Fields< 1 %- RDKit From Molecule< 1 %
Spacy Vectorizer< 1 %
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Workflows
02_Customer_Segmentation_Use_CaseKNIME Hub- 02_Customer_Segmentation_Use_CaseKNIME Hub
- 02_Customer_Segmentation_Use_CaseKNIME Hub
- 02_Customer_Segmentation_Use_CaseKNIME Hub
- 02_Customer_Segmentation_Use_Case_V2KNIME Hub
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