Intelligent autofill
First Claim
1. An autofill system comprising:
- a trained machine learning component that uses one or more sets of inputs to facilitate autofilling of web-based forms; and
an autofill component that selectively enters appropriate data into one or more form fields based at least in part upon information generated by the machine learning component.
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Accused Products
Abstract
The present invention provides a unique system and method that can employ machine learning techniques to automatically fill one or more fields across a diverse array of web forms. In particular, one or more instrumented tools can collect input or entries of form fields. Machine learning can be used to learn what data corresponds to which fields or types of fields. The input can be sent to a central repository where other databases can be aggregated as well. This input can be provided to a machine learning system to learn how to predict the desired outputs. Alternatively or in addition, learning can be performed in part by observing entries and then adapting the autofill component accordingly. Furthermore, a number of features of database fields as well as constraints can be employed to facilitate assignments of database entries to form values—particularly when the web form has never been seen before by the autofill system.
139 Citations
45 Claims
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1. An autofill system comprising:
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a trained machine learning component that uses one or more sets of inputs to facilitate autofilling of web-based forms; and
an autofill component that selectively enters appropriate data into one or more form fields based at least in part upon information generated by the machine learning component. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43)
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44. An autofill system, comprising:
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a machine learning component that is trained based at least in part on observations of user entries into one or more form fields of a web-based form;
a data collection component that collects training data from one or more sources, which training data is used to train the machine learning component; and
an autofill component that automatically enters anticipated data into the one or more form fields based at least in part upon information learned from the observations made by the machine learning component.
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45. An autofill system, comprising:
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a trained machine learning component that generates assignments of database entries to one or more form fields of a web-based form; and
an autofill component that automatically enters the database entries into the one or more form fields based at least in part upon learned user preferences observed by the machine learning component.
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Specification