Abstract: An apparatus comprising at least a processor, and a memory associated with the processor having computer coded instructions therein, wherein the computer coded instructions are configured to, when executed by the processor, cause the apparatus to perform acts comprising: receiving a first messaging communication associated with a communication platform; causing the first messaging communication to be rendered within a messaging pane in a communication interface of the communication platform; receiving a thread request to create a subsidiary thread communication; in response to receiving the thread request, generating and transmitting for display a thread summary indicator renderable within the messaging pane proximate the first messaging communication, wherein the thread summary indicator is configured to be selectable by a user with access to the first messaging communication; receiving an indication of an input indicating a selection of the thread summary indicator; and causing, based at least in part on re

Abstract: An apparatus comprising at least a processor, and a memory associated with the processor having computer coded instructions therein, wherein the computer coded instructions are configured to, when executed by the processor, cause the apparatus to perform acts comprising: receiving a first messaging communication associated with a communication platform; causing the first messaging communication to be rendered within a messaging pane in a communication interface of the communication platform; receiving a thread request to create a subsidiary thread communication; in response to receiving the thread request, generating and transmitting for display a thread summary indicator renderable within the messaging pane proximate the first messaging communication, wherein the thread summary indicator is configured to be selectable by a user with access to the first messaging communication; receiving an indication of an input indicating a selection of the thread summary indicator; and causing, based at least in part on re

Abstract: The invention uses pair-wise relations such as dissimilarity, similarity or correlation to identify related items by translating the relations into a set of points in a geometric space, where each point in the set of points represents an item, and where the distance between any two points directly corresponds to the dissimilarity value of the two items represented by the two points. A family of graphs is computed from the Voronoï diagram for the set of points. This family of graphs may be used for a variety of applications, including recommendation systems. For some applications, clustering may be used to assist in visualizing and identifying relations among items. In the case of recommendation systems, graphs reflecting customer preferences are clustered to identify customers with similar tastes.