bayesia logo
BayesiaLab
Edit Temporal Indices

Temporal Indices

Context

  • In BayesiaLab, you can assign Temporal Indices to nodes. This allows defining a temporal order between nodes, which is taken into account by the learning algorithms when a network is learned.
  • For instance, a learning algorithm would not discover that node A is a parent or ancestor of node B if the Temporal Index of node A is greater than the Temporal Index of node B.
  • Temporal Indices can take on any real values equal to or greater than 0.
  • A Temporal Index of 0 would refer to the nodes associated with the oldest possible point on a timeline, while higher values indicate that nodes are associated with more recent points on that same timeline.
  • However, there is no meaning associated with the interval between individual Temporal Indices. For learning purposes, in the case of two nodes, the Temporal Indices of 0 and 1, respectively, convey exactly the same temporal ordering as the values of 0.2 and 0.3, for example.
  • By default, there are no Temporal Indices assigned to nodes.

Usage

  • There are several ways to edit Temporal Indices:
    • Select Node Context Menu > Properties > Temporal Index and specify a value.
    • Select Graph Panel Context Menu > Edit Temporal Indices to open the Temporal Indices Editor.
    • Click on the Temporal Index indicator in the [Status Bar](/Users/stefanconrady/Library/CloudStorage/OneDrive-BayesiaUSA/ClickHelp Backup/project-backup_bayesialab_2024-06-07_08-24-26/HTML/graph-windows-status-bar.html) to bring up the Temporal Indices Editor.

Example & Workflow Animation

  • For illustration purposes, we use the well-known Visit Asia example. Here, we assign a temporal ordering based on domain knowledge, i.e., demographic variables preexist prior to risk factors, which precede conditions, which come before symptoms.
  • Furthermore, we use the Associate Color function in the Temporal Indices Editor and sort the table in ascending order.

Import/Export Temporal Indices

  • The Import and Export buttons in the Temporal Indices Editor allow you to manage Temporal Indices using Dictionaries.

Copyright © 2024 Bayesia S.A.S., Bayesia USA, LLC, and Bayesia Singapore Pte. Ltd. All Rights Reserved.