A computing system, computer-readable storage medium, and method for individual treatment effect (ITE) estimation under high-order interference in hypergraphs are described herein. The method includes accessing, via a processor, a hypergraph dataset including multi-way interactions among nodes within each hyperedge of a corresponding hypergraph, where the hypergraph dataset corresponds to a treatment assignment for each node. The method includes performing representation learning on the hypergraph dataset to control for confounders corresponding to features of each node and to learn a confounder representation for each node. The method also includes modeling a high-order interference representation for each node by propagating the learned confounder representation and the treatment assignment for each node through a hypergraph neural network. The method further includes estimating the ITE for each node under the treatment assignment based on the learned confounder representation and the modeled high-order interference representation for each node.

Exemplary embodiments of the present disclosure are directed towards a computer implemented method comprising enabling a user to search for at least one keyword available for buying by inputting the at least one keyword. The method includes displaying the at least one keyword available for buying in response to the user inputting the at least one keyword, whereby the at least one keyword available for buying associated with at least one of: pricing raging from a minimum value to a maximum value or a fixed pricing and selecting the at least one keyword available for buying. The method also includes initiating an online payment for buying the at least one keyword.

A method and system operable for: receiving a search query including search terms; using a machine learning module, selecting features of the search terms and mapping an association between the search terms and a domain object, thereby generating a domain object classification; tagging the domain object with the domain object classification; and using the domain object tagged with the domain object classification to conduct a subsequent search. Conducting the subsequent search includes: receiving a subsequent search query including subsequent search terms; tokenizing the subsequent search terms; finding permutations of the tokenized subsequent search terms; matching the subsequent search terms to the domain object tagged with the domain object classification; and displaying subsequent search results via a user interface.

In some embodiments, apparatuses and methods are provided herein useful to automatically recommending an item. In some embodiments, there is provided a system for automatically recommending an item to a customer comprising a plurality of items available for purchase; a portable electronic device configured to obtain identifying data corresponding to a first item collected by a user; and a control circuit configured to receive data associated with the first item; determine a location in the retail store of the first item; identify one or more items previously purchased by the user that are located within a threshold proximity to the location; determine a most frequently bought item of the identified one or more items; and cause a portable electronic device to display a suggestion for the user to collect the most frequently bought item and add the most frequently bought item to an electronic shopping list of items to purchase.

The present disclosure includes a method of providing a virtual bottle service from an establishment to a user. The virtual bottle service is accessible by the user via an app on a smartphone of a user. The method comprises receiving, via the app on the smartphone of a user, a purchase request for a virtual bottle from an establishment, and after the receiving, allocating the user with a predetermined number of drinks of a particular liquor from the establishment. The method further includes, in response to a drink order from the virtual bottle by the user, decrementing the number of drinks from the virtual bottle that remain available to the user. The method may also include communicating, to the user, the remaining number of drinks via the app on the smartphone. A corresponding system that incorporates and/or uses such a method is also provided.

A system, method and computer readable medium for dynamically determining location-based rules affecting item sales at POS registers for a particular location and for distributing the location-based rules to the POS registers is discussed. A location-based ruleset of rules regulating sales of items at an individual store is created and transmitted to the store along with a rule group to item map file that maps rules and warnings to individual store items. A rules engine at the store provides updated item sale rules and warnings to POS registers based on the location-based ruleset and rule group to item map file. Embodiments thus provide an improved system for updating POS registers at different store locations with location-based rules specific to the store location.

A system allows a user to create new designs for apparel and preview these designs before manufacture. Software and lasers are used in finishing apparel to produce a desired wear pattern or other design. The system swaps garments in a digital asset to garments that are designed using the system. The wear pattern is created by a laser using a laser input file. Generating the preview image comprises combining first and second contributions to obtain a combined value for a pixel at the pixel location of the preview image.

A mobile computer system accesses a data base of products. On the display screen of the mobile computer system, a central image of a product is presented in a central position of the display. A first image of another product is presented on the display to a first side of central position of the display. A second image of another product is presented on the display on the second side of central position of the display. The second side of the display is opposite the first side with respect to the central position. Information is acquired with respect to the user and with respect to the product being presented in the central position.

Systems and methods for assisting in pairing entities in an electronic payments processing network are disclosed herein. For example, systems and methods are disclosed herein for generating a customized user interface for displaying a plurality of potential partners/resellers for pairing with one or more leads. Systems and methods herein may be used to receive the identity of one or more potential partners/resellers having a plurality of attributes, receive the identity of one or more new leads and a plurality of lead attributes, select one or more potential partners/resellers having attributes that are compatible with the plurality of lead attributes, and display the one or more potential partners/resellers on a graphical user interface.

Various embodiments described herein assist in identifying one or more product items of interest (e.g., high demand product items) based on surge activity, such as user buying surges, user selling surges, and user product listing (e.g., electronic or online listing) surges on an online marketplace system, and can further notify one or more users of selling opportunities of the identified products items of interest.