Abstract: A distributed, online machine learning system is presented. Contemplated systems include many private data servers, each having local private data. Researchers can request that relevant private data servers train implementations of machine learning algorithms on their local private data without requiring de-identification of the private data or without exposing the private data to unauthorized computing systems. The private data servers also generate synthetic or proxy data according to the data distributions of the actual data. The servers then use the proxy data to train proxy models. When the proxy models are sufficiently similar to the trained actual models, the proxy data, proxy model parameters, or other learned knowledge can be transmitted to one or more non-private computing devices. The learned knowledge from many private data servers can then be aggregated into one or more trained global models without exposing private data.

Abstract: A device includes software instructions for a circular plot analysis agent and at least one circular plot definition. The circular plot analysis agent obtains a digital image of a circular plot, detects a perimeter of the circular plot within the digital image, detects a plurality of edges within the perimeter, identifies a set of endpoints on the perimeter as a function of the plurality of edges, generates a plot descriptor from the set of endpoints, and initiates a transaction with a second device as a function of the plot descriptor.

Abstract: A digital content production center and method are described. An illustrative method includes receiving object information from a plurality of different sensors, where a first sensor in the plurality of sensors provides first sensor data to describe the object information and where a second sensor in the plurality of sensors provides second sensor data to describe the object information. The method further includes determining that the first sensor data and not the second sensor data, thereby differentiating sensor data information, is to be used in connection with building an image of an object described by the object information, generating a set of prioritized data streams that include digital representations of the first sensor data and not necessarily the second sensor data, and transmitting the data streams across a communication network, according to a prioritization.

Abstract: Carbon-neutral fuels are produced from aragonite in a solar thermal decomposition process in which the carbon dioxide generated from the aragonite is catalytically converted to methane, ethanol, or Fischer-Tropsch liquids. Advantageously, heat from the aragonite production can be recovered and used in downstream processes to thereby minimize the carbon footprint of the fuel production.

Abstract: Systems and methods of delegating media capturing functionality from one device to another are presented. A first device configured with an object recognition engine captures a media representation of an environment and identifies an object within that environment. Then based on matched object traits from a database, the engine selects a delegation rules set, and delegates certain media capturing functionality to a second device according to the selected delegation rules set.

Abstract: Compositions and methods in which aragonite, and especially oolitic aragonite particles are used as infill material in an artificial turf structure or as sub-growth substrate for natural grass. Advantageously, oolitic aragonite particles provide a superior microporous surface for effective water saturation to impart thermal control and environmental compatibility, ammonia neutralization of urine by reducing urea hydrolysis with the free calcium presented in the aragonite particles, aragonite particle uniformity allowing for reduced compaction and desirable water draining, and the microporous oolitic aragonite particles have an evaporative cooling surface.

Abstract: Contemplated systems and methods use high-accuracy in silico HLA analysis of omics data of donor tissue samples to so establish a transplant match database suitable for transplantation, and particularly stem cell and solid organ transplant, including identification of a donor tissue sample as being compatible with a recipient having a matching HLA type.

Abstract: Methods and systems of managing location-based virtual goods are disclosed. At least a location attribute related to a virtual good is derived from a digital representation of a real-world scene captured at least in part by a mobile device. The location attribute is associated with a recognition signature. A reconciliation matrix related to the virtual good is identified based on the recognition signature between at least one provider account and at least one user account from among a plurality of user accounts. An augmented reality overlay including the virtual good is displayed on the mobile device screen, and a transaction with respect to the at least one provider account and the at least one user account is enabled via interaction with the augmented reality overlay.

Abstract: A system and method are described. An illustrative method includes receiving content associated with a digital original work from a user device, where the associated content includes an object contained therein; determining an attribute-value pair for the content or the object contained within the content; linking the attribute-value pair to the associated content or the object contained within; determining that a second user is interested in the associated content; and causing the associated content to be transmitted to a second user device.

Abstract: Methods, systems, and articles of manufacture to improve image recognition searching are disclosed. In some embodiments, a first document image of a known object is used to generate one or more other document images of the same object by applying one or more techniques for synthetically generating images. The synthetically generated images correspond to different variations in conditions under which a potential query image might be captured. Extracted features from an initial image of a known object and features extracted from the one or more synthetically generated images are stored, along with their locations, as part of a common model of the known object. In other embodiments, image recognition search effectiveness is improved by transforming the location of features of multiple images of a same known object into a common coordinate system. This can enhance the accuracy of certain aspects of existing image search/recognition techniques including, for example, geometric verification.

Abstract: A system capable of determining which recognition algorithms should be applied to regions of interest within digital representations is presented. A preprocessing module utilizes one or more feature identification algorithms to determine regions of interest based on feature density. The preprocessing modules leverages the feature density signature for each region to determine which of a plurality of diverse recognition modules should operate on the region of interest. A specific embodiment that focuses on structured documents is also presented. Further, the disclosed approach can be enhanced by addition of an object classifier that classifies types of objects found in the regions of interest.

Abstract: Techniques including data collection, organization and usage are provided, including in connection with computer-based gaming. Methods and systems are provided for establishing a set of data chronicling at least a portion of a duration of a computer-based gaming event that includes at least one user engaging in gaming using a computer or a computer-based device. Event data is obtained for chronicling chronologically ordered in-game events. Hardware and software related data is obtained that relates to the computer or the computer-based device and is relevant to the chronicling of the portion of the gaming event. Utilizing a distributed ledger technology or blockchain, the event data and the hardware and software related data are recorded in establishing the set of data chronicling at least a portion of the duration of the gaming event.

Abstract: Healthcare object (HCO) discriminator systems and methods are presented. Systems can obtain a digital representation of a scene via a sensor interface. An HCO discriminator platform analyzes the digital representation to discriminate objects within the scene as being associated with a type of HCO or as being unrelated to a type of HCO. Once the HCO recognition platform determines that a type of HCO is relevant, it instantiates an actual HCO. The HCO can be routed to one or more destinations based on routing rules generated from a template or based on the manner in which the objects in the scene were discriminated.

Abstract: Interaction-based ecosystems are presented. Interaction analysis engine analyze media content to derive a set of media features. The engine can then identify one or more interaction objects (e.g., transactions, searches, game play, etc.) based on the set of media features. Relevant interaction objects can then be instantiated as persistent available or active points of interaction readily accessed by a consumer. The consumer need only capture a digital representation of the content via a user device, a smart phone for example. A second set of media features can be derived from the digital representation and the second set of media features can then be used to find the instantiated interactions.

Abstract: Contemplated compositions and methods generate a durable immune synapse and so lead to activated T-cells and memory T-cell formation by use of selected co-stimulatory receptors and their ligands in conjunction with selected neoepitopes. Moreover, immune competent cells are attracted into a tumor microenvironment after activation of the T-cells using hybrid or chimeric binding proteins that comprise a chemokine portion and that target components of necrotic cells.

Abstract: Systems and methods of facilitating transactions related to targeted or customized commercial offerings based on derived sentiment states are provided. The sentiment states are derived from digital representations such as images, videos and sound recordings.

Abstract: Systems and methods associated with distributing an application's network interface over nodes of a networking fabric are presented. Nodes of the fabric can operate as interface modules, each taking on a role or responsibility for a portion of the application's network address including IP address, port assignments, or other portions of the network address. Interface modules of the networking nodes can then spoof or cloak the application to provide security against internal or external threats.

Abstract: Methods and systems are provided to display a real world event on a client device with avatars. Appropriate parameters for the real world event are provided and participants in the real world event are associated to avatars. As the real world event begins, a server is configured to provide information on the real world event to the client device, and the client device displays a representation of a virtual event using the avatars and the information received from the server.

Abstract: Systems and methods for instantiating collaboration interfaces via object recognition are disclosed. An object recognition engine communicatively coupled to a database and an electronic device receives sensor data related to an object and identifies an object characteristic. A component is selected having criteria satisfied by the object characteristic and a collaboration interface is instantiated on the electronic device. This can allow a user to edit content related to an object. A substantially identical collaboration interface can be instantiated on a second electronic device to allow collaboration among user with respect to content related to the object.

Abstract: A number of sets of methods, systems, and apparatuses applicable to transactions are disclosed. One set includes transaction systems configured to reconcile a transaction among multiple provider accounts or user accounts via derived object attributes and reconciliation matrices. Another set includes methods of reconciling payment of a coupon. Another set includes transaction apparatuses configured to derive object attributes from digital representations to identify purchasable items. Still another set includes methods of mitigating risk of transaction fraud.