Google Inc.

International Business Machines Corporation

Fernanda Bertini Viégas

Martin Miles Wattenberg

Daniel Adam Gundrum

Jesse Holton Kriss

James Wexler

Daniel Smilkov

John Francis Hebert

Lik Mui

Lin Liao

Peng Li

Lucas Pettinati

Zhiting Xu

Fenghui Zhang

Manuel Frank Martinez

Michael Andrew Terry

Andrei Kapishnikov

Jeffrey Heer

Tolga Bolukbasi

Franciscus Jacobus Van Ham

Matthew Mehall McKeon

Doug Fox

Methods, systems, devices, and tangible non-transitory computer readable media for saliency visualization are provided. The disclosed technology can include receiving a data input including a plurality of features. The data input can be segmented into regions. At least one of the regions can include two or more of the features. Attribution scores can be respectively generated for features of the data input. The attribution scores for each feature can be indicative of a respective saliency of such feature. A respective gain value for each region can be determined over one or more iterations based on the respective attribution scores associated with the features included in the region. Further, at each iteration one or more of the regions with the greatest gain values can be added to a saliency mask. Furthermore, at each iteration a saliency visualization can be produced based on the saliency mask.

Attribution and generation of saliency visualizations for machine-learning models

A method for generating a chart suggestion list using data present in a data table includes providing the data table, one or more data types of a plurality of cells of the data table and one or more statistics pertaining to the plurality of cells as input to a machine learning model to obtain one or more outputs indicating one or more chart types for the data table, and creating one or more suggested charts based on the indicated chart types. Each of the one or more suggested charts represents at least a subset of the data in the data table. The method also includes generating a chart suggestion list including at least one of the one or more suggested charts.

Generating charts from data in a data table

A method for generating a chart suggestion list using data present in a data table includes parsing cells of the data table to identify one or more columns and one or more data types of the cells, performing a statistical analysis of the one or more columns to obtain one or more statistics about the one or more columns, and creating one or more suggested charts based on the one or more statistics about the one or more columns and the one or more data types of the cells. Each of the one or more suggested charts represents at least a subset of the data in the data table. The method also includes generating a chart suggestion list including at least one of the one or more suggested charts.

A computer-implemented technique for generating a visual display illustrating the flow of user content in a social network is described. The technique can include determining a user content associated with a plurality of users. The technique can further include generating a visual display that includes a region for each user of the plurality of users. The technique can also include generating arranging the regions in the visual display according to a set of layout rules, and aligning a directional indicator in the visual display. The technique can include providing the visual display to a user via a display.

Techniques for generating and displaying a visual flow of user content through a social network

A method and computer program product for generating a data visualization based, at least in part, upon a data set. A first user is allowed to add an annotation to at least a portion of the data visualization. A determination is made concerning whether the annotation is associatable with any portion of the data set.

System and method for annotation of data visualizations

Systems and methods for generating visualization data representing network traffic flow in or out of one or more nodes, each node representing the network traffic for one or more web pages. The method includes visualizing data configured to connect the one or more nodes with one or more connectors, each connector configured to connect two nodes, the one or more connectors configured to have a dimension that indicates a number of visits between two nodes. The network traffic capable of being highlighted when a user selects the one or more nodes or connectors.

System and method for flow visualization and interaction with network traffic

A system and method for analyzing, searching and viewing demographic data within different geographic regions. A system is provided that includes: a mapping system for displaying a map having a plurality of geographic regions, wherein each geographic region is selectable; a demographic system for displaying demographic statistics for a selected geographic region; a matching system for calculating and displaying a set of similar geographic regions that have demographic statistics that most closely match the selected geographic region; and an adjustment system that allows a user to adjust a target value for the demographic statistics being display, wherein an adjustment to the target causes the matching system to recalculate the set of similar geographic regions.

System and method for visually analyzing geographic data

Growing community of inventors

Cambridge, MA, United States of America

Fernanda Bertini Viégas