Patents
US 12469075 B2: Computing system and method for creating a data science model having reduced bias
- Granted
- 2025-11-11
- Filed
- 2022-08-31 application 17900753
- Type
- Utility · 28 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
A computing platform may be configured to (i) train an initial model object for a data science model using a machine learning process, (ii) determine that the initial model object exhibits a threshold level of bias, and (iii) thereafter produce an updated version of the initial model object having mitigated bias by (a) identifying a subset of the initial model object's set of input variables that are to be replaced by transformations, (b) producing a post-processed model object by replacing each respective input variable in the identified subset with a respective transformation of the respective input variable that has one or more unknown parameters, (c) producing a parameterized family of the post-processed model object, and (d) selecting, from the parameterized family of the post-processed model object, one given version of the post-processed model object to use as the updated version of the initial model object for the data science model.
Source: PVGPATDIS, file of 2026-04-10 (ipg251111.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| Capital One Financial Corporation 141 patents | US company or organization | McLean, VA | CAPITAL ONE FINANCIAL CORP SEC filer FUZZY low confidence: same name (legal endings aside), one of each nationally | PVGPATDIS, file of 2026-04-10 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| Alexey Miroshnikov | Evanston, IL | 6 | PVGPATDIS, file of 2026-04-10 | |
| Konstandinos Kotsiopoulos | Easthampton, MA | 6 | PVGPATDIS, file of 2026-04-10 | |
| Arjun Ravi Kannan | Buffalo Grove, IL | 9 | PVGPATDIS, file of 2026-04-10 | |
| Raghu Kulkarni | Buffalo Grove, IL | 4 | PVGPATDIS, file of 2026-04-10 | |
| Steven Dickerson | Deerfield, IL | 10 | PVGPATDIS, file of 2026-04-10 | |
| Ryan Franks | Deerfield, IL | 4 | PVGPATDIS, file of 2026-04-10 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| G06N | Computing arrangements based on specific computational models | G06N20/00 | PVGPATDIS, file of 2026-04-10 |
| G06Q | Information and communication technology [ict] specially adapted for administrative, commercial, financial, managerial or supervisory purposes; systems or methods specially adapted for administrative, commercial, financial, managerial or supervisory purposes, not otherwise provided for | G06Q40/03 | PVGPATDIS, file of 2026-04-10 |
| G06F | Electric digital data processing | G06F18/214 | PVGPATDIS, file of 2026-04-10 |
| G06V | Image or video recognition or understanding | G06V10/774 | PVGPATDIS, file of 2026-04-10 |
Cooperative Patent Classification, as currently assigned (one row per subclass).
Assignments and security interests
| Recorded | What | From | To | Reel/frame | Source |
|---|---|---|---|---|---|
| 2025-07-02 | Merger Merger | DISCOVER FINANCIAL SERVICES signed 2025-05-16 | CAPITAL ONE FINANCIAL CORPORATION MCLEAN, VA | 71784/903 | PASDL, file of 2026-10-18 |
| 2022-09-30 | Assignment Assignment of assignor's interest | KOTSIOPOULOS, KONSTANDINOS signed 2022-08-24 KULKARNI, RAGHU signed 2022-08-29 DICKERSON, STEVEN signed 2022-08-30 FRANKS, RYAN signed 2022-08-30 KANNAN, ARJUN RAVI signed 2022-08-30 MIROSHNIKOV, ALEXEY signed 2022-08-30 | DISCOVER FINANCIAL SERVICES RIVERWOODS, IL | 61274/319 | ECORSEXC, file of 2026-09-25 |
Documents recorded with the USPTO Assignment Recordation Branch that list this patent. A security interest is a lender’s claim on the patent as collateral; a release ends it.
USPTO bulk data: PatentsView granted patents, disambiguated (PVGPATDIS) for patents, assignees, inventors, places and CPC categories; the USPTO Patent Assignment Dataset (ECORSEXC) for assignments and security interests. Patents filed in the last 20 years. No claims or full text. Links to other records are by name (and state): EXACT means the identical full name and state; FUZZY means a looser name match, with the confidence shown.