US 11,900,384 B2
Radial time schema for event probability classification
Itay Margolin, Pardesiya (IL); Shlomit Plavner, Tel Aviv (IL); and Ofri Raviv, Tel Aviv (IL)
Assigned to PayPal, Inc., San Jose, CA (US)
Filed by PAYPAL, INC., San Jose, CA (US)
Filed on Apr. 26, 2022, as Appl. No. 17/729,303.
Application 17/729,303 is a continuation of application No. 16/455,944, filed on Jun. 28, 2019, granted, now 11,403,641.
Prior Publication US 2022/0253860 A1, Aug. 11, 2022
Int. Cl. G06Q 20/00 (2012.01); G06Q 20/40 (2012.01); G06Q 20/32 (2012.01); G06Q 20/38 (2012.01)
CPC G06Q 20/4016 (2013.01) [G06Q 20/3224 (2013.01); G06Q 20/382 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A system, comprising:
a processor; and
a non-transitory computer-readable medium having stored thereon instructions executable to cause the system to perform operations comprising:
generating a plurality of two-dimensional (2D) time coordinates corresponding to a plurality of positions on a 2D coordinate plane, wherein each of the plurality of 2D time coordinates is based on a respective transaction of a plurality of electronic transactions, wherein the plurality of electronic transactions comprise electronic transactions initiated by one or more particular user accounts of a group of one or more user accounts including a first user account, and wherein generating the plurality of 2D time coordinates comprises mapping a time of day for each of the plurality of electronic transactions to a position on the 2D coordinate plane;
creating a transaction probability distribution map based on the plurality of 2D time coordinates, wherein the transaction probability distribution map is indicative of a likelihood of occurrence of a transaction initiated by one of the group of user accounts for a given time of day;
receiving an indication that an uncategorized electronic transaction has been initiated by a specific user account via a user computing device, wherein the uncategorized electronic transaction was initiated at a particular time of day via the user computing device;
calculating a first position on the 2D coordinate plane by mapping the particular time of day to the 2D coordinate plane;
based on the first position on the 2D coordinate plane, using the transaction probability distribution map to determine a particular likelihood of an authorized user of the specific user account having initiated the uncategorized electronic transaction at the particular time of day;
generating a transaction risk score based on the particular likelihood of the authorized user having initiated the uncategorized electronic transaction at the particular time of day;
determining whether to authorize or deny the uncategorized electronic transaction based on the transaction risk score; and
transmitting an indication of whether the uncategorized electronic transaction is authorized or denied.