SYSTEM AND METHOD FOR ASYNCHRONOUSLY CLUSTERING WORK ITEMS
A clustering system for asynchronously clustering work items is provided. The clustering system comprises a user interface configured to enable a user to define a schedule. The clustering system further includes a clustering module communicatively coupled to the user interface and configured to retrieve a plurality of work items based on the schedule, retrieve a plurality of embeddings corresponding to the plurality of work items and asynchronously generate a first hierarchy of clusters by clustering embeddings based on the defined schedule.
1 . A clustering system for clustering work items, the clustering system comprising:
a user interface configured to enable a user to define a schedule, the user interface generated for the clustering system comprising a computing device having one or more processors;
a clustering module communicatively coupled to the user interface and configured to: retrieve a plurality of work items from a work database based on the schedule; retrieve a plurality of embeddings corresponding to the plurality of work items; generate a first hierarchy of clusters by clustering embeddings based on the defined schedule.
2 . The clustering system of claim 1 , wherein the clustering module is further configured to generate a second hierarchy of clusters from each cluster in the first hierarchy of clusters, wherein the number of work items in the second hierarchy of clusters is less than the number of work items in the first hierarchy of clusters.
3 . The clustering system of claim 2 ; wherein the second hierarchy of clusters are generated based on one or more the schedule.
4 . The clustering system of claim 2 , wherein the clustering module is further configured to iteratively generate a subsequent hierarchy of clusters, wherein the number of work items in each subsequent hierarchy of clusters is less than the number of work items in a preceding hierarchy of clusters.
5 . The clustering system of claim 1 , wherein the schedule is recurring at regular intervals of time and is defined by the user.
6 . The clustering system of claim 4 , further comprising a database configured to store the first hierarchy of clusters, the second hierarchy of clusters and the subsequent hierarchy of clusters.
7 . The clustering system of claim 4 , wherein the database is configured to delete the first hierarchy of clusters, the second hierarchy of clusters and the subsequent hierarchy of clusters upon completion of a subsequent schedule.
8 . The clustering system of claim 1 , wherein the clustering module is further configured to generate a title for each hierarchical cluster.
9 . The clustering system of claim 7 , wherein each hierarchical cluster and the corresponding title is displayed to the one or more users via the user interface.
10 . The clustering system of claim 1 , wherein the user interface is configured to display, for each schedule, a snapshot of the first hierarchy of clusters, the second hierarchy of clusters and the subsequent hierarchy of clusters.
11 . A method for clustering a plurality of work items, the method comprising:
defining a schedule on a user interface configured to enable a user to define the schedule, the user interface generated for a clustering system comprising a computing device having one or more processors;
retrieving a plurality of work items from a work database based on a recurring schedule;
retrieving a plurality of embeddings corresponding to the plurality of work items; and
generating a first hierarchy of clusters by clustering embeddings based on the defined schedule.
12 . The method of claim 11 , further comprising generating a second hierarchy of clusters from each cluster in the first hierarchy of clusters, wherein the number of work items in the second hierarchy of clusters is less than the number of work items in the first hierarchy of clusters.
13 . The method of claim 12 , further comprising iteratively generating a subsequent hierarchy of clusters, wherein the number of work items in each subsequent hierarchy of clusters is less than the number of work items in a preceding hierarchy of clusters.
14 . The method of claim 13 , further comprising storing the first hierarchy of clusters, the second hierarchy of clusters and the subsequent hierarchy of clusters.
15 . The method of claim 13 , further comprising deleting the first hierarchy of clusters, the second hierarchy of clusters and the subsequent hierarchy of clusters upon completion of the schedule.
16 . The method of claim 11 , further comprising generating a title for each hierarchical cluster.
17 . The method of claim 16 , further comprising generating a summary for each hierarchical cluster.
18 . The method of claim 16 , further comprising displaying each hierarchical cluster and the corresponding work group title to the one or more users via the user interface.
19 . The method of claim 18 , further comprising displaying, for each schedule, a snapshot of the first hierarchy of clusters, the second hierarchy of clusters and the subsequent hierarchy of clusters.
20 . The method of claim 11 , wherein the schedule is recurring at regular intervals of time and is defined by the user.