Leading indicators and monitor business KPIs and metrics for preemptive action

US11769100B2 · kind B2 · utility

Assignee

• Adobe Inc. · US

Inventors

• Atanu R. Sinha · Bengaluru, IN
• Manoj Kilaru · Chilpur, IN
• Iftikhar Ahamath Burhanuddin · Bengaluru, IN
• Aneesh Shetty · Navi Mumbai, IN
• Titas Chakraborty · Navi Mumbai, IN
• Rachit Bansal · New Delhi, IN
• Tirupati Saketh Chandra · Vemula, IN
• Fan Du · Campbell, US
• Aurghya Maiti · Sherghati, IN
• Saurabh Mahapatra · Sunnyvale, US

Key dates

• Filing date: May 25, 2021
• Grant date: Sep 26, 2023
• Expiry date: Jul 14, 2041

Classification

• Technology area (CPC G): Physics
• CPC primary: G06F18/2321
• WIPO field: Computer technology
• WIPO sector: Electrical engineering

Abstract

Systems and methods for data analytics are described. One or more embodiments of the present disclosure receive target time series data and candidate time series data, where the candidate time series data includes data corresponding to each of a plurality of candidate metrics, train a prediction network to predict the target time series data based on the candidate time series data by setting temporal attention weights corresponding to a plurality of rolling time windows and by setting candidate attention weights corresponding to the plurality of candidate metrics, identify a leading indicator metric for the target time series data from the plurality of candidate metrics based on the temporal attention weights and the candidate attention weights, and signal the leading indicator metric for the target time series data.