Abstract: Techniques described herein include techniques for communicating information about the social behavior of users and transactions performed by users on a computer network. In one example, this disclosure describes a method that includes receiving information about identity disclosure activities performed by each of a plurality of users on the network; determining that the information about identity disclosure activities includes information consistent with a prior identity disclosure activity performed by a first user having a first user status on the network; increasing the first user status; determining that the information about identity disclosure activities includes information that is not consistent with a prior identity disclosure activity performed by a second user having a second user status on the network; and decreasing the second user status.

Abstract: There are provided systems and methods for the location-based secured transfer of a service associated with a loyalty point between mobile devices. A first mobile device submits a services request to a central system, the request identifying a service and inclusive of the position (geographical location) of the first mobile device. The central system identifies service providers capable of fulfilling the request and account owners having sufficient loyalty points to fulfill the request that are in proximity to the first mobile device. Secure communications between the first mobile device and a second mobile device enable negotiations. The central system guides the first mobile device and the second mobile device to a predetermined location to enable secure communication of transaction information, payment information, personal information (needed to procure services), etc. The central system verifies the transaction, ensuring both the first and second mobile devices fulfill the agreed upon terms.

Abstract: Methods, systems, and computer readable media can be operable to facilitate real-time advertisement verification. Advertisement media may be tagged with one or more tag identifiers. One or more remote probes may retrieve tag identifier(s) from advertisement media and output tag information to a centralized verification system. The centralized verification system may compare tag information retrieved from remote probes to expected advertisement placement parameters. The centralized verification system may verify that appropriate advertisement media has been spliced into expected channels or streams. When a splicing error has been detected, the centralized verification system may initiate changes to correct the splicing error.

Abstract: Personalized search results are provided to a user by sending to the user a direct marketing email having associated therewith one or more opt-out elements. Information related to the user's interaction with the one or more opt-out elements is maintained in a database. When a search request is thereafter submitted to a search engine by the user, the information related to the user's interaction with the one or more opt-out elements is used to inhibit inclusion within the search results of one or more items. In addition or alternatively, when the user accesses a search interface having a plurality of search options selectable to provide a search request to the search engine, the information related to the user's interaction with the one or more opt-out elements is used to inhibit inclusion within the search interface of one or more of the plurality of user selectable search options.

Abstract: Methods and systems of providing alternative advert (AA) query items for an AA system are disclosed. A request is received to generate an AA query. In response to the request, it is determined whether a percentage of scoreable AA query items for which a viewer has a known or derived preference exceeds a threshold value. Each scoreable AA query item has an assigned equity score and an assigned viewer-item affinity score. In response to determining that the percentage of scoreable AA query items exceeds the threshold value, one or more first AA query types are determined to create for the viewer. The requested AA query is sent. A response to the sent AA query is received. Equity scores and viewer-item affinity scores of total scoreable AA query items are updated based on the response.

Abstract: Application developers can request to have their applications registered for use with a content delivery platform. The operator of the content delivery platform establishes perimeters defining geographic areas, and maintains records reserving particular areas for delivery of content associated with particular sponsors. Registered applications running on mobile devices can request content from the content delivery platform. Based at least in part on the request, the content delivery platform can identify a target location, which may be the location of the mobile device, or some other location indicated in the request. A mobile device can be provided content based on the relationship of the target location to the geographic areas, so that a registered application running on a mobile device with a target location contained within a geographic area assigned to a particular sponsor will receive content related to that sponsor.

Abstract: A system, method and apparatus for detecting the presence of a portable computing device (a smart phone device) in an area of proximity to a vendor to determine relevant pertinent information. A beacon device at a retail location establishes communication with a user's smart phone device which detection is then send to a remotely located server. The remotely located server determines if the detected portable computing device is associated with a predefined category of user. Contingent upon the category of user determination, a determination is made regarding information pertinent to the user. The pertinent information is then caused to be sent to the user's smart phone device.

Abstract: Techniques described herein provide for a live advertising processing engine service to act as an intermediary between client applications and advertising networks. The live advertising processing engine service can provide an interface with which the client can interact, via an application programming interface (API) or directly through the use of a standardized language, thereby allowing client applications to receive advertisement data without the need to be customized to communicate with specific advertising networks. The live advertising processing engine service can further track where, in playback the live content, a client currently is, to indicate to the client—or other application—when advertisement breaks are and/or provide supplemental advertisement information to enable the client to provide a rich user experience.

Abstract: Systems and methods are described for presenting supplemental information to a user that is related to an advertisement consumed by the user that the user found interesting. It may be determined that a user is interested in receiving supplemental information based on the user starting to use a device within a threshold time period from consuming the advertisement on a different device. The threshold time period may be determined based on historical amounts of time users have taken to access supplemental information after consuming the advertisement (e.g., if users access a webpage associated with the advertisement five minutes after the conclusion of the advertisement, the threshold time period may be five minutes). In response to determining that the user started using the first device within the threshold period of time from the end of the advertisement, supplemental information associated with the advertisement may be presented.

Abstract: Embodiments of the present disclosure provide methods, systems, apparatuses, and computer program products for adaptively generating an electronic bid value for a tail digital content object.

Abstract: Described is a system for the placement of digital content items on a digital content item space for a point of care (POC) facility by identifying a display interface for a point of care (POC) facility, the display interface including a digital content item space to display a digital content item, identifying one or more digital content item providers for the digital content item space; accessing a selection of the one or more digital content item providers, and identifying a set of digital content item providers for the digital content item space based on the selection. The system then causes display of the digital content item on the display interface based on the identified set of digital content item providers.

Abstract: The disclosure herein provides systems and methods for linking database entries of a network platform. The network platform provides a plurality of pages each dedicated to an item and including details of the item. A user-uploaded content can be linked to two or more of such pages or items provided on the network platform such that a navigable path is created among such pages or items. The linked pages or items may include an intermediary page or content that is linked to each of such pages or items.

Abstract: The specification discloses image and data processing methods and apparatuses. The method includes: obtaining a source pose and texture information according to a source image; obtaining a first synthetic image according to the source image, a target pose, and the source pose; obtaining a residual map according to the texture information and the first synthetic image; and obtaining a second synthetic image according to the first synthetic image and the residual map. The specification resolves the technical problem of lacking a sense of reality in a synthetic image due to loss of texture details in feature extraction during character action transfer in the existing technologies.

Abstract: A method, computer system, and a computer program product for cultivation feedback is provided. The present invention may include performing one or more parameter readings of one or more consumer products and storing the one or more parameter readings on a blockchain. The present invention may include determining a correlation between the one or more parameter readings and the one or more properties of the one or more consumer products. The present invention may include receiving feedback on the one or more consumer products from one or more users. The present invention may include providing one or more recommendations based on the feedback received.

Abstract: A data processing system for machine-learning driven data analysis and reminders implements obtaining an electronic copy of demographic information and an electronic copy of insurance and benefits information associated with a user; providing the demographic information and the insurance and benefits information to a first machine learning model; analyzing the demographic information and the insurance and benefits information with the first machine learning model to output a first benefits utilization prediction that the one or more benefits are available to the user; providing the first benefits utilization prediction as an input to a recommendation engine; generating, using the recommendation engine, a benefits usage summary recommendation report that presents the information regarding the one or more benefits available to the user based on the first benefits utilization prediction; and causing a user interface of a display of a computing device to present the benefits usage summary recommendation report.

Abstract: An electronic invoicing system performs a method of processing electronic invoices. A portal is provided by the system. The portal has respective views for a supplier submitting electronic invoices and an administrator of an enterprise submitting and/or reviewing electronic invoices. An administrator of the enterprise can create and maintain supplier groups in the portal, assign security permissions to the supplier groups in the portal; and assign users to the supplier groups in said portal. The users thereby receive security permission assigned to the supplier group to which they are assigned. The processing of electronic invoices by users is controlled in accordance with the assignments of security permissions to the supplier groups.

Abstract: A method for providing information based on e-commerce according to an embodiment of the present disclosure is performed on a computing device including one or more processors and a memory that stores one or more programs executed by the one or more processors, and includes collecting product sales information of each seller registered on a platform, collecting purchase activity information of a purchaser who accesses an online shopping mall of each seller, generating a product sales-related report for each supplier supplying a product to the platform based on the product sales information and the purchase activity information, and providing the product sales-related report to a corresponding supplier terminal.

Abstract: Methods and apparatus are disclosed regarding an e-commerce system having social networking aspects. The e-commerce system leverages such social networking aspects to help promote the sale of products.

Abstract: A method for the on-line “off the rack” and/or customization, purchasing and delivery of uniquely designed clothing and accessories is provided. An integrated system allows for sizing, selection, visualization, procurement, manufacturing and delivery of apparel and fashion items uses an online system that interfaces with customers, designers and suppliers. A digitized virtual replica of a customer's unique body is graphically displayed with specific styles and design of apparel or fashion accessories. Images of the specific apparel are visualized, modified and compared electronically prior to final selection and procurement. Selection allows comparison of existing inventory with custom manufacturing of a customized and custom sized item, thereby optimizing the supply chain while minimizing returned purchase.

Abstract: Various embodiments improve existing technologies by generating one or more user interface elements or personalized pages based on determining that a set of inventory items are within a geographical vicinity (e.g., a threshold distance) of a user. In response to a determination that a particular item is within a geographical vicinity of a user, some embodiments cause display of a page (e.g., a personalized page) that identifies item and/or other information, such as an identity and address of the local retailers that offer the item for sale. Such functionality can be integrated with additional functionality, such as electronic marketplace searches and item listings, and local delivery service requests, among other things.

Abstract: Various embodiments relate generally to data science and data analysis, computer software and systems, and digital messaging and control systems to determine at an adaptive distribution platform using a distribution predictor a point of time associated with a scheduled delivery of an item coinciding substantially with a zone of time associated with a predicted distribution date of the item, to transmit to a device an electronic message having data associated with an item characteristic and other data associated with a control user input configured to adapt the scheduled delivery, to receive a response to the electronic message indicating one or more actions to manage an order associated with the item, to determine whether a replenishment adjustment of the item is requested, and to transmit a control signal to a merchant computing system to perform one or more data operations associated with the order.

Abstract: A visual tracking system for tracking and identifying persons within a monitored location, comprising a plurality of cameras and a visual processing unit, each camera produces a sequence of video frames depicting one or more of the persons, the visual processing unit is adapted to maintain a coherent track identity for each person across the plurality of cameras using a combination of motion data and visual featurization data, and further determine demographic data and sentiment data using the visual featurization data, the visual tracking system further having a recommendation module adapted to identify a customer need for each person using the sentiment data of the person in addition to context data, and generate an action recommendation for addressing the customer need, the visual tracking system is operably connected to a customer-oriented device configured to perform a customer-oriented action in accordance with the action recommendation.

Abstract: A system functions to recommend equipment expansions, additions and/or substitutions; interconnections; supplemental capabilities; features; etc. based upon a knowledge of a consumer's existing audio and/or visual system configuration.

Abstract: An autonomous retail system (ARS) can provide a convenient way for a manufacturer or vendor to sell products or services, and an equally convenient way for a customer to find and purchase the same. Users of an ARS may make concurrent orders via a user device for concurrent transaction processing by the ARS. An ARS may determine whether another ARS may be better suited to transact an order if the other ARS has fewer users waiting to place orders. In some embodiments, a map to the better-suited ARS may be presented by the ARS or provided for the user device to present. The map may include an indication of the better-suited ARS(es) and paths to them.

Abstract: Systems and apparatuses for capturing an image of a vehicle for which roadside assistance is being requested are provided. The image may be captured by a mobile device and the mobile device may geotag location information to the image. The image and associated geotag location information may then be processed to determine a location of the vehicle and a roadside assistance issue for which service is being requested. The image may be further analyzed to determine a context including, a make, model and/or year of the vehicle, whether special equipment is needed to service the vehicle, whether the vehicle is located in a particular situation (e.g., within a structure, in a ditch, or the like). The information obtained from the image may be used to determine a type of service to provide to the vehicle and to identify one or more service providers to dispatch to the vehicle.

Abstract: A system for automatically identifying situations to withhold planogram incompliance notifications in a retail store is disclosed. The system has a processor that receives image data depicting products displayed on a store shelf from image sensors mounted in the retail store. The processor identifies a product type associated with the displayed products and determines a placement of products of that product type on the shelf. The processor accesses a planogram describing a desired placement of products and identifies, based on the planogram, a discrepancy between the determined placement of products and the desired placement of product. The processor determines whether a notice-override condition exists. If a notice-override condition exists, the processor, withholds issuance of a user-notification associated with the identified discrepancy. If a notice-override condition does not exist, the processor issues the user-notification associated with the identified discrepancy.

Abstract: In various example embodiments, a system and method for enhancing a user's on-line experience by utilizing a computer-implemented on-line session trace system is provided. The on-line session trace system is provided in connection with an on-line trading platform. The on-line session trace system records and stores a state of an on-line session associated with a user identification and permits a user associated with the user identification to commence a further on-line session from a state corresponding to the saved state of a previous on-line session.

Abstract: Items are identified from one or more catalogues and images of the items are obtained. A dynamically rendered Virtual Reality (VR) store is constructed from the images and from images of objects/structures associated with a store. The item images that populate the VR store can be customized to a given customer and/or a given store. A VR session is established with a customer within the VR store, the item images can be selected, examined, and purchased during the session by the customer as the customer navigates through the VR store. Specialized rooms during the VR session allow the customer to interact in real time with other customers shopping via other VR sessions. The customer and other customers are rendered as avatars within the specialized room. A designated avatar or automated chatbot provides automated and real time assistance to the customer during the VR session.

Abstract: The present embodiments relate to augmented reality (AR) device managed object selection and acquisition processing. The client, via a client AR device, can view objects in an environment. The system can process sensor data depicting the environment to identify objects in the environment and determine whether the client has selected a detected object. The system can authenticate an identity of the client (e.g., via iris scanning) and initiate an acquisition process for one or more selected objects. The client can select objects, authenticate the client as an authenticated user, and/or initiate the acquisition process on the AR device directly.

Abstract: Method of generating customizable avatar outfits and accessories starts with a processor receiving a first identification information associated with a first article of clothing for sale on a first third-party server. The processor generates an outfit update interface comprising an avatar associated with a user of a client device and a first selectable item corresponding to the first article of clothing. The processor receives a selection from the client device of the first selectable item. The processor modifies the avatar to generate a modified avatar that is wearing an avatar outfit that comprises a first item that resembles the first article of clothing. The processor then causes the modified avatar to be displayed on a display screen of the client device. Other embodiments are disclosed.

Abstract: A method for operating a measurement device using a blockchain. A blockchain system comprises a lease platform node or lease platform node device, a lessor client, and a lessee client. Existing state information about the measurement device is stored in the blockchain. The method can include receiving a lease order for the measurement device that is sent by a lessee client, sending a lease notification based on the measurement device to the lessor client to notify the lessor to send the measurement device to the lessee, receiving, after the lessee receives the measurement device sent by the lessor, a device state detection request sent by the lessee client or the measurement device, wherein the device state detection request comprises first current state information about the measurement device, and detecting whether the first current state information matches the existing state information, and if yes, creating a lease contract for the measurement device.

Abstract: Provided, in an aspect, is a system for managing transactions from a financial services computer network. The system has a scalable architecture, and includes a database, one or more processors, a plurality of experience matchers, and a transaction hub. Each experience matcher is associated with a different experience set type, and can receive a transaction list and return an identified experience set. The transaction hub can communicate with multiple experience matchers, and can receive experience sets from the matchers after sending them a list of transactions.

Abstract: The present disclosure is directed to systems and methods for enriching data. Specifically, the systems and methods disclosed enable the enrichment of data via matching, identifying composite data records, and utilizing Reference Source datasets. In one example aspect, Customer data is tokenized and then subsequently transmitted to a third-party Consolidation Platform. The Customer tokens may comprise multiple token records, wherein the multiple token records are displayed in the form of a bitmap. The bitmap may indicate which attributes in a Customer record may be present or absent. The composited Customer token records may then be matched to a Reference Source token set, wherein the matching analysis identifies missing data attributes in the Customer token set that the Customer may or may not already possess. The missing data attributes may be populated and/or updated in a Customer environment based on the Reference Source token set.

Abstract: A distributed system includes a user device that is configured to identify a service provided by a service device; determine a specific amount of funds associated with the service; send, to a lending device, a real-time loan request associated with a loan, where the real-time loan request specifies at least an identifier of the user device and the specific amount of funds for the loan; receive, from the lending device, a digital token that specifies usage restrictions that are associated with (i) an approved amount of funds, (ii) a duration of the loan, and (iii) a payee associated with the service device; and send, to the service device, a real-time transaction request for the service provided by the service device, where the real-time transaction request includes the digital token that is redeemable by the payee associated with the service device for the approved amount of funds for the loan.

Abstract: A hosted web-accessible system, computer program and methods are provided for generating comprehensive vehicle trim and detailed equipment information for clients, including providing comparative estimation based on underlying information regarding a particular vehicle. Comprehensive original vehicle data is obtained from vehicle manufacturers via a vehicle source interface, the data including a unique vehicle identifier for each of one or more vehicles associated with the respective source. A vehicle information request with a vehicle identifier is received from a client, and comprehensive original vehicle data is identified based on the unique identifier and the identifier from the client request. A client response interface displays vehicle data from the identified set of comprehensive original vehicle data. Vehicle valuation may be obtained from third party evaluators according to the vehicle request and based on the original vehicle data.

Abstract: Disclosed are systems and methods that utilize multiple single asset types and blockchain-based ledgers utilized by a custodian to issue a digital representation of assets held by the custodian. Trading entities place, with the custodian, respective assets that are represented on the ledgers. Genesis blocks on each blockchain-based ledger are signed by the exchange network which provides the initial trust and acts as a barricade against a rogue node from entering the network. Trading entities use the exchange network to agree on a price and enter into trades. The trades can include one asset type for another asset type. An atomic exchange is performed, and a trade is complete. Changes to token ownership are recorded on respective custodian ledgers automatically and redemption occurs upon request by a trading entity such that the ledger can be updated in actual currency and moved from the custodian to a trading entity account.

Abstract: Systems and method are disclosed for distributed data processing across multiple compute resources. For example, the system may comprise a ticker plant configured to receive streaming financial market data events from a plurality of feeds, the events comprising financial market data pertaining to financial instruments. The ticker plant may comprise a processor, an FPGA, and a shared memory, wherein the shared memory is shared between the processor and the FPGA, wherein the processor is configured to execute software to manage a flow of financial market data derived from the streaming events between the processor and the FPGA via DMA transfers of the financial market data between the processor and the FPGA via the shared memory, and wherein the FPGA comprises reconfigurable hardware that is configured to perform processing operations on the financial market data to generate processed financial market data for delivery to data consumers.

Abstract: The present disclosure relates to an account management method and a related product. The method includes: receiving, by the server, a business instruction transmitted by a client, wherein the business instruction carries an identification identifier; determining, by the server, a set of account identifiers associated with the identification identifier based on an identification and account association table, wherein the set of account identifiers includes at least two different account identifiers; performing, by the server, a business operation corresponding to the business instruction on accounts in the set of account identifiers to obtain a business operation result; and returning, by the server, the business operation result to the client.

Abstract: Systems and methods for controlling use of a credit pool in connection with electronic trading in a plurality of product groups via a set of match engines are described. Credit data indicative of a current magnitude of the credit pool is obtained. A plurality of allocations of the credit pool are determined, based on the credit pool, across the plurality of product groups. For each allocation of the plurality of allocations, allocation data indicative of the allocation is provided to a respective credit controller of a set of credit controllers. The respective credit controller is disposed at a respective match engine to which a respective product group of the plurality of product groups is assigned. The use of the credit pool for an incoming order in a respective product group is thus limited in accordance with the allocation data provided to the credit controller at the respective match engine.

Abstract: An investment manager engine automatically manages an investment fund. During an accumulation phase, the investment manager receives messages that include contributions to the investment fund. For each contribution, the investment manager determines an allocation of the contribution among securities and guaranteed income assets. The investment manager allocates at least a portion of the contribution to guaranteed income assets, according to the determined allocation. The guaranteed income assets provide a guaranteed annual income stream upon a predetermined date.

Abstract: A method and apparatus for performing automated underwriting based on document images are described. The method may include receiving a document image corresponding to a form and data contained within the form for which an underwriting decision is to be rendered. The method may also include performing a first machine learning based analysis of the document image by extracting one or more keys and one or more values corresponding to the keys from the document image using a first machine learning model trained to digitize the form from the document image. The method may also include performing a second machine learning based analysis using the one or more keys and one or more values corresponding to keys as an input into a second machine learning model trained to make the decision based on key, value pairs.

Abstract: Variants of an application, such as user interface variants and/or logic variants, can be used in a production environment as part of a designed experiment. An experiment manager can cause the application to operate based on different variants for different users and/or instances of input data. Synchronous and/or asynchronous results can be collected that indicate impacts of the variants at the application and/or other downstream systems. Such asynchronous and/or synchronous results can be used to prove or disprove a hypothesis associated with the designed experiment.

Abstract: Systems and methods for computerized loss scenario modeling and data analytics are provided herein. The systems and methods provide customized claim loss analytics to identify questionable insurance claims that require further investigation and include a database for storing claims data related to one or more loss events, a front-end processor configured to generate a user interface with elements configured to allow a user to select one or more business rules and one or more data points for a custom loss scenario rule, and a primary claims analytics processor in communication with the front-end processor that implements the custom loss scenario rule into a production data flow process, thereby impacting the results of data analytics performed by the primary processor.

Abstract: A computer-implemented prediction method, system, and computer program product including detecting an anomaly between at least two images in a social media timeline, analyzing at least one of contextual data and image data associated with the at least two images that cause the anomaly, and predicting an actual time of the at least two images in the social media timeline based on the analyzed at least one of contextual data and image data.

Abstract: Techniques described herein are directed to transacting via social media interactions. In an example, content posted by a first user of a social media service provider and/or response(s) to the content posted by the first user of the social media service can be analyzed by computing system(s) of a payment processing service provider. The response(s) can be associated with second user(s) of the social media service provider. The computing system(s) can determine, based at least in part on the analyzing, an intent of at least the first user or the second user(s) to participate in a transaction for an item depicted in the content and can create a record indicating that item(s) depicted in the content are available for purchase by the second user(s). The record can be created at or near a time that the content is posted by the first user and used for facilitating the transaction.

Abstract: Methods and systems for assembling and monitoring remote students in an online academic environment are provided, the monitoring including an electronic proctor that determines whether meeting criteria are met. The method includes a use of the system to filter a subpopulation from a population stored in a database, the population including students in the self-paced, online environment. The subpopulation can be selected to meet a first set of criteria for a grouping of students for a group interaction. Additional criteria can be added to provide control over the selection of students for the subpopulation and, thus, control over the design of groups to provide a desired group profile for the group interaction. The methods and systems provided can align and group students of the self-paced, online environment for a group interaction, as well as electronically proctor and otherwise monitor and control the interaction.

Abstract: Provided is a method for selecting one of a plurality of convergence paths that may be drilled by a bottom hole assembly (BHA) comprising identifying, by a computer system, a plurality of geometric convergence paths, wherein each of the geometric convergence paths provides a convergence solution from a defined bottom hole assembly (BHA) location to a target drilling path of a well plan. An offset distance is calculated for drilling by the BHA each of the geometric convergence paths connecting the BHA location to the target drilling path. A drill path curvature associated with drilling each of the geometric convergence paths by the BHA is determined by the computer system. A time required for drilling each of the geometric convergence paths by the BHA is determined by the computer system.

Abstract: The confidentiality of data is maintained in a case where analysis of an operation state of a facility is entrusted to the outside. An embodiment of the present invention is configured to chronologically store log data in a first storage medium, and store attribute information indicating a relevance between a type of a failure expected to occur in a facility and each of a plurality of data users; The embodiment is further configured to select, at the occurrence of a failure in the facility, a data user who has a relevance to a type of the failure from among the plurality of data users based on the attribute information, selectively read log data relating to an operation state of the facility in which the failure has occurred, and transmits the read log data to the selected data user.

Abstract: The present invention provides a reception system, a reception method, and a non-transitory computer-readable medium storing a program that are capable of identifying a guest. The reception system (100) includes a face photo information check unit (1), and a reception terminal (2). When the reception terminal (2) receives an input indicating an application for a check-in of a guest (GS1), the face photo information check unit (1) checks passport-face-photo-at-check-in-time information scanned from a passport (P1) at the time of check-in, with face-photo-at-check-in-time information through photographing the guest (GS1) at the time of check-in. When the passport-face-photo-at-check-in-time information and the face-photo-at-check-in-time information indicate a same person as a result of checking by the face photo information check unit (1), the reception terminal (2) displays information on a room reserved by the guest (GS1), and issues a card key for the room reserved by the guest (GS1).

Abstract: A neural network trainer trains neural networks to estimate secondary data at locations throughout a geological formation where secondary data is unknown. The neural networks are trained to estimate secondary data using locations in the geological formation as input. Subsequently, the secondary data is deleted from memory using the trained neural network as a proxy representation to reduce memory footprint and allow for estimation of secondary data at locations where it is unknown.