Hub
  • Software
  • Blog
  • Forum
  • Events
  • Documentation
  • About KNIME
  • KNIME Hub
  • maarit
  • Spaces
  • Public
  • Demos
  • Synthetic Data Generator Example on Titanic Data
WorkflowWorkflow

Synthetic Data Generator Example on Titanic Data

Data generation Synthetic data

Last edited: 

Drag & drop
Like
Download workflow
Copy short link
Workflow preview
This workflows generates synthetic numeric and nominal columns based on the distribution and statistics of the original columns and optionally the relationships between columns in the original data. It either replaces the original data with synthetic values (Example 1), or augments the original data by repeatedly generating synthetic data from it. Furthermore, it evaluates the quality of the data generation by performing an ANOVA test on the synthetic vs. original data.

Used extensions & nodes

Created with KNIME Analytics Platform version 4.4.2
  • Go to item
    KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Versions 4.4.1, 4.4.2

  • Go to item
    KNIME Data Generation Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • Go to item
    KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.2

  • Go to item
    KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • Go to item
    KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.2

  • Go to item
    KNIME Statistics Nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  1. Go to item
  2. Go to item
  3. Go to item
  4. Go to item
  5. Go to item
  6. Go to item

Legal

By using or downloading the workflow, you agree to our terms and conditions.

Discussion
Discussions are currently not available, please try again later.

KNIME
Open for Innovation

KNIME AG
Hardturmstrasse 66
8005 Zurich, Switzerland
  • Software
  • Getting started
  • Documentation
  • E-Learning course
  • Solutions
  • KNIME Hub
  • KNIME Forum
  • Blog
  • Events
  • Partner
  • Developers
  • KNIME Home
  • KNIME Open Source Story
  • Careers
  • Contact us
Download KNIME Analytics Platform Read more on KNIME Server
© 2022 KNIME AG. All rights reserved.
  • Trademarks
  • Imprint
  • Privacy
  • Terms & Conditions
  • Credits