Systems and methods disclosed herein provide automatic expense categorization of transactions or expenditures based on a machine learning (ML) model trained using anonymized transactional data for expenditures that are stored in a public blockchain. The anonymized transactional data for the expenditure and the expense category, may be distributed throughout the blockchain network and recorded in the blockchain. In some implementations, an expenditure may be submitted to the blockchain network for expense categorization. The transactional data for the expenditure may be anonymized to remove confidential and personal identifying information (PII) before it is distributed throughout the blockchain network. Each participating node of the blockchain network may utilize the ML model to identify an expense category for the expenditure. The participating nodes may provide a consensus mechanism in order to arrive at a shared understanding of how to categorize the expenditure.

An advertising network includes a first network server containing real world media of consumers from a live event, a second network server containing sample media, virtual world media, and supporting meta data belonging to vendors, merchants, or service providers, a server interface to the first server distributed to consumer and third party computing appliances and a non-transitory medium resident on the first server containing machine-readable code thereon, the code instructing the first server to (a) process the real world media against sample media to identify virtual objects associated with virtual world media and supporting meta data, (b) upon recognition of a virtual object(s), retrieving associated virtual world media and supporting meta data, (c) integrating the retrieved virtual world media and supporting meta data with the real world media producing an augmented reality overlay layer, and transmitting that to a computing appliance operated by the consumer for display and interaction.

A real-time social and emotional mapping system enabling the visualization of state data in a geo-locational context, including goals, intentions, feelings, observations, and physical states, among others, in a-location based context visualized as a digital map. A structured framework may enables users to share state data by selection or guided entry of data or alternatively through some classification of submitted data. In embodiments, an integrated request-response framework is provided through a marketplace centered on geo-locational context.

A method and system for identifying demand in a transportation system. A boarding count model is determined based upon passenger arrival information, and a geographic and time-specific generalized boarding model is determined based upon the boarding count model as well as information related to a plurality of stops on a route in the transportation system. For each of the plurality of stops, an approximated uniform arrival model is determined based upon the generalized arrival model and a time period between arriving vehicles at a specific stop, an instantaneous demand model is determined based upon the uniform arrival model, and a probability of no demand model is determined based upon the uniform arrival model. A report including the instantaneous demand and the probability of no demand determined can be generated. Based upon the report, various operational parameters for the transportation system can be manually or automatically adjusted.

First cost information relating to a first cost of production of a first concrete mixture, and second cost information relating to a second cost of production of a second concrete mixture, are received from a plurality of production facilities that produce concrete mixtures. First quality information relating to a first concrete mixture is received from a first construction site. Second quality information relating to the second concrete mixture is received from a second construction site. A map displaying a region containing the first construction site and the second construction site is displayed on a display device. The first cost information and the first quality information are presented in a graphical format and are overlaid over the map proximate the first construction site, and the second cost information and the second quality information are overlaid over the map proximate the second construction site.

A facility use measuring device includes a processor and a memory storing instructions. The processor is configured to set a plurality of staying areas for determining the presence or absence of stay of users on images, to generate stay information relating to the presence or absence of stay of the users for each of the staying areas based on a change situation, to compare pieces of stay information for every at least two staying areas and determine a group configuration regarding the users who respectively stay in the staying areas based on similarity of the pieces of stay information, to generate use information relating a use situation of a facility according to the group configuration, based on the pieces of stay information for each of the staying areas and a determination result of the group configuration, and to generate display information displaying the use information and output the display information.

An object handling coordination system includes a plurality of transporting vessels arranged as a three-dimensional cluster of transporting vessels. The plurality of transporting vessels is addressable and the cluster has a self-reconfigurable physical topology. A relocatable transporting vessel is configured to be relocatable within the. A motion control system is configured to determine a path from a start location of the relocatable transporting vessel within the cluster to a destination location within the cluster and arranged to execute movement of the relocatable transporting vessel within the cluster using the determined path.

Systems, methods, and non-transitory computer-readable media can receive a first content item uploaded by a first user. Content ownership information can be updated to associate the first content item with the first user. The first user can be provided with content item analytics pertaining to the first content item in a content item analytics interface.

Various partialities (including but not limited to partialities based on values, aspirations, preferences, and/or affinities) for individual persons are represented as corresponding vectors. The length and/or the angle of the vector represents the magnitude of the strength of the individual's belief in the good that comes from that imposed order. Vectors can also be specified to characterize corresponding products and/or services. These vectors for persons and products/services can be leveraged in any of a wide variety of ways. By one approach a particular partiality vector is used to identify a particular customization for a geographic region (i.e., a particular customization to employ with a base product).

Example methods and apparatus for associating media devices with a demographic composition of a geographic area are disclosed. Disclosed example apparatus are to obtain a plurality of Internet Protocol addresses assigned to a media device associated with a panel member. Disclosed example apparatus are also to determine a most used Internet Protocol address from the plurality of Internet Protocol addresses, determine a geographic location corresponding to the most used Internet Protocol address, associate a geographic area with the media device in response to a determination that the geographic location corresponds to a location of an internet service provider, determine a demographic profile associated with the geographic area, and associate the demographic profile with the media device.