LDA, CTM and STM
In the last step users need to configure the Topic Extractor (LDA) node or Topic Extractor (STM) component. A node is different from a component in the sense that the component includes a series of nodes within the component. Please see the node and component descriptions for more details. The LDA node offers an additional measure for model fit (Goodness of Fit component).
The workflow is designed to provide a 2 topic solution, but this option can be changed by users so they identify what is the topic solution (K) that results in greatest model fit and interpretability
If you use this workflow, please cite: Villarroel Ordenes, Francisco, Grant Packard, Davide Proserpio, and Jochen Hartmann, “Using Text Analysis in Service Failure and Recovery: Theory, Workflows, and Models”, Journal of Service Research, Forthcoming.
Nodes
- Column Filter112 ×
- Column Rename100 ×
- GroupBy80 ×
- String Manipulation64 ×
- Joiner46 ×
- Table Row to Variable44 ×
- RowID40 ×
- Inject Variables (Data)37 ×
- Math Formula33 ×
- Merge Variables33 ×
- Column Selection Configuration32 ×
- Integer Configuration31 ×
- Row Filter30 ×
- Loop End29 ×
- Sorter29 ×
- CASE Switch Start26 ×
- CASE Switch End24 ×
- Group Loop Start24 ×
- Transpose24 ×
- Column Appender19 ×
- Extract Variables (Data)18 ×
- Cell Splitter17 ×
- Extract Table Dimension17 ×
- Reference Row Filter17 ×
- Joiner16 ×
- Math Formula (Variable)16 ×
- Empty Table Switch15 ×
- Insert Column Header14 ×
- Counter Generation13 ×
- Missing Value13 ×
- Create Collection Column12 ×
- Pivoting12 ×
- Boolean Configuration11 ×
- Cell Replacer11 ×
- Column Renamer11 ×
- Single Selection Configuration11 ×
- Table Creator11 ×
- Term To String11 ×
- Column Rename (Regex)10 ×
- Concatenate10 ×
- Rank10 ×
- Text Output Widget10 ×
- Rule Engine Variable9 ×
- Variable to Table Row9 ×
- Color Appender8 ×
- Extract Column Header8 ×
- Constant Value Column8 ×
- Domain Calculator8 ×
- Extract Table Spec8 ×
- Line Plot (Plotly)8 ×
- Bag Of Words Creator7 ×
- Breakpoint7 ×
- Single Selection Widget7 ×
- Moving Aggregation6 ×
- Rule-based Row Filter6 ×
- String Manipulation (Variable)6 ×
- CSS Editor5 ×
- Chunk Loop Start5 ×
- Column Aggregator5 ×
- Column Splitter5 ×
- Cross Joiner5 ×
- Document Data Extractor5 ×
- Rule Engine5 ×
- Rule-based Row Splitter5 ×
- Top k Row Filter5 ×
- Ungroup5 ×
- Bubble Chart (Plotly)4 ×
- Color Manager4 ×
- Column Resorter4 ×
- Distance Matrix Calculate4 ×
- Distance Matrix Pair Extractor4 ×
- Double Configuration4 ×
- MDS4 ×
- Normalizer4 ×
- R to Table4 ×
- Reference Column Filter4 ×
- String To Term4 ×
- Table Row to Variable4 ×
- Table View (JavaScript)4 ×
- Tile View (JavaScript)4 ×
- Value Lookup4 ×
- DF3 ×
- Dictionary Tagger3 ×
- End IF3 ×
- Loop End (Column Append)3 ×
- Missing Value Column Filter3 ×
- Reference Column Resorter3 ×
- Split Collection Column3 ×
- String To Number3 ×
- Strings To Document3 ×
- Boolean Widget2 ×
- Column Auto Type Cast2 ×
- Column Combiner2 ×
- Create Bit Vector2 ×
- Extract Color2 ×
- Generic JavaScript View2 ×
- Java Snippet2 ×
- Number To String2 ×
- Round Double2 ×
- Row Splitter2 ×
- Statistics2 ×
- String Configuration2 ×
- Table Column to Variable2 ×
- Table Difference Finder2 ×
- Table Manipulator2 ×
- Table Row to Variable Loop Start2 ×
- Table to JSON2 ×
- Tag Cloud (JavaScript)2 ×
- Tagged Document Viewer2 ×
- Vocabulary Extractor2 ×
- Word2Vec Learner2 ×
- Add Table To R1 ×
- Case Converter1 ×
- Column Filter Configuration1 ×
- Column List Loop Start1 ×
- Conda Environment Propagation1 ×
- Constant Value Column Filter1 ×
- Empty Table Creator1 ×
- Excel Reader1 ×
- IDF1 ×
- Multiple Selection Configuration1 ×
- Punctuation Erasure1 ×
- R To R1 ×
- Row Sampling1 ×
- Stop Word Filter1 ×
- TF1 ×
- Table to R1 ×
- Tag Filter1 ×
- Topic Extractor (Parallel LDA)1 ×
Extensions
- FeatureKNIME Base nodes
- FeatureKNIME Conda Integration
- FeatureKNIME Data Generation
- FeatureKNIME Distance Matrix
- FeatureKNIME Excel Support
- Show all 16 modules
Links
- No links available