Operator ToolboxOperator Toolbox

This extension couples some useful additional operators together.

This extension adds a bunch of new operators to RapidMiner. They range from utility operators to improve the flexibility and usability of the process design, over additional outlier detection algorithm and additional performance criteria to advanced analysis methods like Local Interpretation or the SMOTE algorithm.

Currently the extension provides the following Operators:

  • Blending

    • Calculate Overlaps

    • Collect and Persist

    • Extract Statistics

    • Filter Attributes with Missing Values (new in 1.6.0)

    • Filter Examples with Missing Values (new in 1.6.0)

    • Generate Levenshtein Distance

    • Generate Phonetic Encoding

    •  Generate Session ID 

    • Group Into Collection

    • Merge Attributes

    • Replace Rare Values

    • SMOTE Upsampling

    • t-SNE

    • Weight of Evidence

  • Data Access:

    • Read Excel Sheet Names

    • SFTP Download File

    • SFTP Upload File

  • Data Generator:

    • Create ExampleSet

  • Macros:

    • Extract Last Modifying Operator

    • Set Macros from ExampleSet

    • Set Macro (Real)

  • Models:

    • Check Model Conformance (new in 1.6.0)

    • Get Decision Tree Path

    • Local Interpretation (LIME)

    • Parametric Probability Estimator

    • Random Forest Encoder

  • Outliers:

    • Tukey Test

  • Parameters:

    • Get Parameters

    • Set Parameters from ExampleSet

  • Performance

    • Performance (AUPRC)

  • Text Processing:

    • Apply Model (Documents)

    • Dictionary-Based Sentiment

    • Extract Topics from Document (LDA)

    • Filter Tokens Using ExampleSet

    • Split Document into Collection

    • Stem Tokens Using ExampleSet

Version 1.6.0 (2018-11-12)

  • New operator Check Model Conformance
  • New operator Filter Attributes with Missing Values
  • New operator Filter Examples with Missing Values

Version 1.5.0 (2018-09-14)

  • Improvement of Dictionary-Based Sentiment
    • Added a symmetric negation window option. If selected the negation also look backwards
    • Added the negation token to the result string
    • Fixed a bug in case double (or more negations) occur
  • Improvement of SMOTE Upsampling
    • SMOTE is now throwing a UserError if the wrong label types (Numeric or None) are used.
    • Bugfix for label attributes which contains comparison characters.
  • Local Interpretation (LIME)
    • Renamed operator to Local Interpretation (LIME)
    • Improved Meta Data Handling
  • General:
    • Improved parameter descriptions for several operators
    • Improved expert and mandatory parameters settings and removed unused encoding parameters.
    • Added a progress bar for several operators

Version 1.4.0 (2018-08-27)

  • New operator Calculate Overlaps

Version 1.3.0 (2018-07-27)

  • New operator Set Macro (Real)
  • Additional parameter 'use absolutes' for Generate Session Id
  • Enhancement for meta data of document models
  • Bugfix for Performance (AUPRC)
  • Enhancements of the Extract Topics from Document (LDA) operator
    • LDA model now has a overview over various topic diagnostics measures.
      • Accessible over the LDA model table renderer in the result view.
    • Parameters seed, thinning, burnin and iterations for the LDA model can now be set by the application parameters of the Apply Model operator
    • Added perplexity as a performance measure of LDA.
    • Added an option to get the mallet logging into the RapidMiner log panel
    • Bugfix for meta data when storing a LDA model
    • LDA is now correctly using the token text of a document, not the display text

Version 1.2.0 (2018-06-08)

  • New operator Generate Session ID
  • Bugfix for LDA Model
    • Its now possible to use Generate Prediction Ranking together with LDA models
  • Bugfixes for some original output ports to prevent backward propagation

Version 1.1.0 (2018-05-16)

  • Dictionary-Based Sentiment:
    • Moved operator to text processing folder
    • Reworked operator, so that it now uses the Apply Model (Documents) operator
    • Hence Apply Dictionary-Based Sentiment is now deprecated
  • LDA
    • Bugfix for the calculation of the alpha sum parameter
    • Correct the name of the confidence roles, so that RapidMiner can automatically identify the attributes as confidence attributes.
    • Added the possibility to disable the optimization of the hyperparameters
      • Added a parameter to set the optimization interval for the hyperparameters
  • Refurbishing of the Parametric Probability Estimator operator (forgot in 1.0.0)
    • adaption of parameter names (automatic replacement for older processes)
    • improved documentation/help text

Version 1.0.0 (2018-03-23)

  • New Operator t-sne (t-Distributed Stochastic Neighbor Embedding)
  • New Operator LDA (Latent Dirichlet Allocation)
    • New LDA Model
  • New Operator Apply Model (Documents) - currently only for LDA Model
  • New Operator Create ExampleSet
    • replacing outdated Create ExampleSet from Doc, Generate Univariate Series, Generate Date Series
  • New Tukey Test Model as Preprocessing Model 
  • New Operator SFTP Download File
  • New Operator SFTP Upload File
  • Large refurbishing of the existing Operators
    • adaption of parameter names (and automatic replacement for older processes)
    • improved documentation/help text for most of the operators
    • adaption of operator keys (and automatic replacement for older processes)
    • operators in the operator tree are now ordered alphabetically
    • automatic replacement for Create ExampleSet from Doc, Generate Univariate Series and Generate Date Series to the new Create ExampleSet operator in older processes.
      • parameters are kept (if possible)
    • improved UserError handling and meta data propagation
    • bugfixes in GroupIntoCollection and Merge
    • small improvements for Extract Statistics, Extract Last Modifying Operator and Filter Tokens Using ExampleSet
    • consistent serialization of IOObjects (unfortunately no backward compatibility)

Product Details

Version 1.6.0
File size 11 MB
Downloads 38803 (167 Today)38803 downloads
Vendor RapidMiner Labs
Category Operators
Released 11/12/18
Last Update 11/12/18 3:49 PM
(Changes)
License AGPL
Product web site
Rating 0.0 stars(0)