Data aggregation, integration and analysis system and related devices and methods
AssigneeIDX, Inc.
InventorMichael D. Abramoff
Life of this patent
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Abstract
A system for recording, storing and processing diagnostic information, including: a computer implementing a computer-readable media including digital data and ground truth; a registry constructed and arranged to store and associate transactions or accesses on the data; and a machine learning system that considers each learning step modification a microtransaction for the data used in that step and which is recorded in the transaction registry. Other embodiments of this aspect include corresponding computer systems, apparatus, and computer programs recorded on one or more computer storage devices, each configured to perform the actions of the methods.
Claims20
A system for recording, storing and processing diagnostic information, comprising:
- (a) a computer implementing a computer-readable media comprising digital data and ground truth;
- (b) a registry constructed and arranged to store and associate transactions or accesses on the data;
- and
- (c) a machine learning system that considers every learning step (parameter update) a microtransaction for the data used in that step and which is recorded in the transaction registry.
A method for attribution of data to an algorithm comprising:
- (a) registering a pool of images on a ledger;
- (b) attributing each image of the pool of images with an image-specific truth data set on the ledger;
- (c) training a machine learning algorithm to one or more of the images and registering the training of the machine learning algorithm a plurality of parameters to the one or more images on the ledger;
- (d) registering each modification made to the machine learning algorithm on the ledger and attributing its modification to image that resulted in the modification;
- and
- (e) assessing performance of the machine learning algorithm with each modification on a test data set and attributing any change to the image that resulted in the change.
Dependencies are inferred from the claim text.