Microsoft Technology Licensing, LLC

Donghao Ren

Bongshin Lee

Matthew Michael Brehmer

Jason D Williams

Saleema Amin Amershi

Jina Suh

A chart creation tool is provided that operatively, specifies chart layouts interactively in lieu of programmatically specifying data transformations. Operatively, the herein described systems and methods can convert user-specified layouts into mathematical constraints, and a constraint solver is employed to draw the resulting chart. An illustrative user interface is provided that can allow a user to input data representative of one or more chart layouts through the interaction with one or more illustrative controls of the user interface. Responsive to such interactions (i.e., data input), one or more mathematical constraints can be calculated/generated from the inputted user-specified one or more chart layout input data. Illustratively, the chart layout can comprise a reusable layout.

Interactive layout-aware construction of bespoke charts

Methods, computer systems, computer-storage media, and graphical user interfaces are provided for improving performance of a multi-class classifier. An interactive graphical user interface includes an item representation display area that displays a plurality of item representations corresponding to a plurality of items processed by a multi-class classifier. The classifier's performance can be visualized using bidirectional bar graphs displaying true positives, false positives, and false negatives for each class.

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Goleta, CA, United States of America

Donghao Ren