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Model tab > Time-Series - Multi

Intended audience: end-users developers

AO Platform: 4.3

Time-Series - Multi

The Model tab generally includes one or more of the following sections:

  • Data Fields - these are the data field configuration properties mandatory for the model to execute.

  • Model Specific Configurations - configuration properties in this section will vary depending on the selected model. If the model does not require additional configuration, the section(s) will not be shown.


Data Fields

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Properties

Label

UI

Default

Description

Data Fields




  • Time Series Field

Dropdown w/Expression


Select a Date Field for the time series model.

  • Show Series Data in Row

ON/OFF Toggle

OFF


  • Value Fields

Dropdown w/Expression


The Value Fields are shown when Show Series Data in Row is OFF.

  • Series Type Field

Dropdown w/Expression


The Series Type Field is shown when Show Series Data in Row is ON.

  • Series Field

Dropdown w/Expression


The Series Field is shown when Show Series Data in Row is ON.

  • Sort by Field

Dropdown w/Expression


The Sort By Field is shown when Show Series Data in Row is ON.

  • Sort Direction

Dropdown


The Sort Direction is shown when Show Series Data in Row is ON.

Select value from dropdown, including:

  • None

  • Ascending

  • Descending

  • Group By Fields Limit

Number Field

10

The Group By Field Limit is shown when Show Series Data in Row is ON.

  • Preview Model Data

Button


Opens a dialog to view the data that will be used by the model. See Model > Model tab.

Quick Insight Model Parameters




  • Configure Model Parameters

Button


Opens a dialog to select child models for the current parent model. See Model > Model tab.


Configure Model Parameters

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Common Properties

Label

UI

Default

Description

Select Series

Tags field w/dropdown


Dropdown with multi-select - The user can select two or more Value Fields as input to the Quick Insight models.

Model Size

Dropdown

Default (2500)

Manage the model’s size. Larger models provide reliable interpretations at the cost of longer insight run times. Smaller models produce quicker results but lack the inclusiveness of larger counterparts.

  • Default - Samples: 2500

  • Custom - enter a value in the Number of Trials field below.

Number of Trials

Number Field

2500

Enter a number for the number of Trial Samples. This field is only visible if the user has selected Custom in the Model Size field above.

Type of Data

Dropdown

Data is Normal

Select the Type of Data from either of the following options:

  • Data is Normal - data is expected to have a normal value distribution.

  • Data has Outliers - data is expected to have a distribution with some outliers.

Analyze By

Dropdown

Day

Time durations for which the data will be analyzed. Multi-select (tags) for one or more time duration values, including:

  • Hour

  • Day

  • Week

  • Month

  • Quarter

  • Year

Show Analysis for Periodic Estimation

ON/OFF Toggles


One or more On/Off Toggles will show depending on the selection for Analyze By above.

Special Day Insight

ON/OFF Toggle

ON

Will generate additional insights relating specifically to configured Special Days for the Ontology. This toggle is only available if Day is selected for Analyze By above.

Number of Candidate Change Points

Number field

5

Defines how many key trend shifts the system considers when analyzing business data.

  • A higher number captures more variations, but may lead to unnecessary complexity. Example: Tracking daily fluctuations in stock prices.

  • A lower number keeps insights simpler, focusing only on major changes. Example: Identifying major sales peaks in a quarterly revenue report.

How to Handle Missing Values

Dropdown

Replace with previous value

Select how the Insight model shall handle records with no values

  • Replace with predicted value

  • Replace with average value

  • Replace with previous value

  • Replace with zero


Model Configuration - Outliers

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Properties

Label

UI

Default

Description

Sensitivity

Number field

 0.95

Controls how much the distribution of change point slopes can overlap to be considered individual change points.

  • Greater than or equal to 0

  • Less than or equal to 1.0

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons


This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.


Model Configuration - Change Points

image-20250721-123129.png

Properties

Label

UI

Default

Description

Sensitivity

Number field

 0.95

Controls how much the distribution of change point slopes can overlap to be considered individual change points.

  • Greater than or equal to 0

  • Less than or equal to 1.0

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons


This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.


Model Configuration - Trend Line and Periodic Estimation

image-20250721-123202.png

Properties

Label

UI

Default

Description

Significance Value

Number field

0.01

Controls how much the distribution of change point slopes can overlap to be considered individual change points

  • Greater than or equal to 0

  • Less than or equal to 100

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons


This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.


Model Configuration - Correlation

image-20250721-123230.png

Properties

Label

UI

Default

Description

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons


This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.






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