US 12,137,006 B1
Apparatuses and methods involving data-communications room predictions
Justin Driemeyer, Campbell, CA (US); Manu Mukerji, Campbell, CA (US); Vijai Gandikota, Campbell, CA (US); Soumyadeb Mitra, Campbell, CA (US); and Solomon Fung, Campbell, CA (US)
Assigned to 8x8, Inc., Campbell, CA (US)
Filed by 8x8, Inc., Campbell, CA (US)
Filed on Dec. 21, 2022, as Appl. No. 18/086,486.
Application 18/086,486 is a continuation of application No. 16/822,684, filed on Mar. 18, 2020, granted, now 11,539,541, issued on Dec. 27, 2022.
Claims priority of provisional application 62/820,149, filed on Mar. 18, 2019.
Int. Cl. H04L 12/18 (2006.01); G06F 16/2457 (2019.01); G06F 16/9535 (2019.01); G06F 40/279 (2020.01); G06F 40/30 (2020.01); G06N 3/047 (2023.01); G06N 20/00 (2019.01)
CPC H04L 12/1831 (2013.01) [G06F 16/24578 (2019.01); G06F 16/9535 (2019.01); G06F 40/279 (2020.01); G06F 40/30 (2020.01); G06N 20/00 (2019.01); G06N 3/047 (2023.01)] 19 Claims
OG exemplary drawing
 
1. An apparatus to provide data-communications room recommendations, the apparatus comprising:
a data-communications server to interface with each of a plurality of client entities that are respectively associated with client-specific endpoint devices and to:
provide user-data-communications sessions each involving a client-specific endpoint device and another participating endpoint device;
retrieve data communications messages between the client-specific endpoint device and the other participating endpoint device during a first time period;
for each of a plurality of data-communications rooms, batch ones of the data communications messages together to create a room document, filter out certain data-communications from the room document which do not have a set of one or more content-related characteristics in common, and adjust the set of one or more content-related characteristics over time towards ensuring that room characteristics are current;
identify a particular data-communications room among the plurality of data-communications rooms, based on a comparison of the room document for the particular data-communications room and a request from a particular user; and
create a long-term room content classifier block for each data-communications room among the plurality of data-communications rooms using a similarity criteria and a query vector.