Behavior-Based Electronic Essay Assessment Fraud Detection

Patent №

US 11,630,896

Granted

2023-04-18

Filed 2020

Owner

EDUCATIONAL TESTING SERVICE

Lab

AI components

2

ml · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16811281

Biometric keystroke measure data derived from a computer-implemented long form examination taken by an examinee is received. Features are the extracted from the biometric keystroke measure data for the examinee. A similarity value is then determined, using one or more of a direct distance approach or a machine learning approach, for the extracted features relative to features extracted from biometric keystroke measure data derived from each of a plurality of other examinees while taking the long form examination. At least one of the determined similarity values is then identified having a value above a pre-defined threshold. The pre-defined threshold indicates a likelihood of the examinee being the same as one of the other examinees. Data can then be provided that characterizes the identification. Related apparatus, systems, techniques and articles are also described.

Machine learningPlanningG06F 21/51G06F 11/3013G06F 11/3438G06N 5/04G06N 20/20G06Q 50/20G06F 2201/81G06F 2221/033+2 more

AI classification

Machine learning0.99
Planning0.52
Knowledge representation0.18
Vision0.15
Natural language0.14
AI hardware0.03
Speech0.01
Evolutionary computation0.00

Ownership

EDUCATIONAL TESTING SERVICE

assignment · 532880440

Assignors

DEANE, PAUL DOUGLAS, CHOI, ICK KYU, HAO, JIANGANG, ZHANG, MO

On an employer assignment, the assignors are typically the inventors.

© 2026 NYSGPT2525 LLC