A graphical user interface for multidimensional strategy filtering of dataset features in computers.

Abstract

1. Name of this design: Graphical User Interface for Multidimensional Strategy Filtering of Dataset Features for Computers. 2. Purpose of this design: This design is used to run programs. 3. The key design features of this product are the graphical user interface displayed on the computer. 4. The image or photograph that best illustrates the design's key points: Design 2 main view. 5. Since computers are existing technology, the rear view, left view, right view, top view, and bottom view of Design 1, Design 2, and Design 3 are omitted. 6. Design 2 is designated as the basic design. 7. Purpose of the graphical user interface: In machine learning modeling platforms, users configure the parameters of feature selection strategies through the interface to reduce the dimensionality of multidimensional feature datasets, thereby ensuring that the feature quality meets the requirements of machine learning modeling. 8. Description of the changing states of the graphical user interface: In Design 1, the main view of Design 1 is the main interface for feature filtering, which is also the initial interface. The core information displayed at the top is "original total number of features in the dataset, cumulative total number of features removed, current total number of features, feature target value information, and target value information". The left side of the main view is the strategy area, which supports user-defined configuration of filtering strategies. The right side of the main view is the feature list area, which displays the complete indicator information of each feature in the current dataset. After clicking the "Use Template" button above the operation area on the left side of the Design 1 main view, you will enter Design 1 Change State Diagram 1. After the user selects a template in Design 1 Change State Diagram 1, you will enter Design 1 Change State Diagram 2. The operations configured in the template will update the feature index data on the right. In Design 2, the main view is the initial interface. After clicking "Statistical Filtering" in the strategy area on the left side of the Design 2 main view, you will enter the Design 2 change state diagram, where you can configure the statistical filtering conditions. In Design 3, the main view is the initial interface. Click on "Automatic Binding" in the strategy area on the left side of the Design 3 main view to enter the Design 3 change state diagram, where you can configure the automated binding strategy.

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