Abstract: There is a need for more effective and efficient predictive data analysis. This need can be addressed by, for example, solutions for performing/executing demographic-aware federated machine learning. In one example, a method includes receiving local machine learning model data objects from model data object provider agents; for each inference-profile pair that is associated with a corresponding inference identifier and a corresponding model profile, generating a global machine learning model data object based at least in part on a related local model subset of the local machine learning model data objects for the inference-profile pair; and providing, based at least in part on each global machine learning model data object, a demographic-aware predictive data analysis application programming interface (API), wherein the demographic-aware predictive data analysis API is accessible by the model data object provider agents.

Abstract: A communications management system (CMS) and related method receive registration information related to a plurality of participant systems (PSs) that communicate audio information between themselves. The CMS transmits a unique signal to each of the plurality of PSs that causes each of the plurality of PSs to produce a unique audio signal and detects an undesirable sound (US) in a PS of the plurality of PSs responsive to the transmission of the unique signal. Then, responsive to the detection of the US, the CMS applies a remedial action to the PS to initiate a reduction in a likelihood that the PS will produce a future US. Finally, the CMS repeats the operations of transmitting, detecting, and applying according to a predefined testing criteria.

Abstract: A trusted device responsible for evaluating trustworthiness of unknown devices is provided. Trust evaluation rules usable to determine whether to authorize unknown devices to access a resource are received. A request to access the resource and device evaluation attributes are received from an unknown device. The trustworthiness of the unknown device is evaluated based upon the device evaluation attributes using the trust evaluation rules. In response to determining that the unknown device is trustworthy, a credential for accessing the resource is provided to the unknown device, and the device evaluation attributes of the unknown device and an identification of the unknown device are sent to a registrar for the resource.

Abstract: A computer implemented navigation method that provides a safest route by considering manual driver risk. The method may include providing at least two sets of directions from a user start location to a final user location based on a user navigation system and user permission for data access; and ranking said at least two sets of directions by a baseline safety value. The method may also include determining in real time travelers that are present on passageways for the at least two sets of directions; and ranking the travelers according to travel risk behavior. Finally, the method may assign an aggregate risk score to each passageway for the at least two sets of directions for each passageway specific grouping of the travels having the ranked travel risk behavior to provide a safety ranked set of the at least two sets directions to the final user location.

Abstract: A method. A power and frequency regulation meter, to which AC power is supplied through an AC power line, includes: an AC frequency meter that receives AC power from an AC power line and measures a current AC frequency on the AC power line; an AC power consumption meter that receives AC power from the AC power line and measures a current power consumption on the AC power line over a period of time; an AC power consumption display that receives AC power from the AC power line and displays power consumption; a frequency regulation credits display that displays a frequency regulation credit. A power consumption moving average of a last N power current power consumptions measured by the AC power consumption meter is calculated. A credits or debit is calculated based on a current power consumption, the current AC frequency and the power consumption moving average.

Abstract: A method includes: predicting, by a computer device, a time a user will start driving a vehicle; determining, by the computer device, freezing conditions; determining, by the computer device, a time to start a deicing system of the vehicle based on the predicted time and the determined freezing conditions; and generating, by the computer device, an output to start the deicing system at the determined time. A system includes: a windshield wiper that is selectively driven by a windshield wiper motor; a wiper sensor configured to detect an amount of deflection of the windshield wiper from a baseline position; and a computer operatively connected to the windshield wiper motor and the wiper sensor, the computer being configured to: actuate the windshield wiper motor; receive data from the wiper sensor while the windshield wiper motor is actuated; and determine a thickness of ice on a windshield based on the received data.

Abstract: In an approach to adjusting user permissions based on mental acuity, one or more computer processors determine whether an individual is within a threshold proximity to a monitored location. In response to determining that an individual is within a threshold proximity to the monitored location, the one or more computer processors identify a required mental acuity for the monitored location. The one or more computer processors determine a current mental acuity for the individual. The one or more computer processors compare the determined mental acuity for the individual with the required mental acuity for the monitored location.

Abstract: A computer-implemented method may include obtaining a predicted idle-state duration of a first device. The computer-implemented method may further include obtaining a value corresponding to an available processing capacity of the first device. The computer-implemented method may further include making a first determination that the predicted idle-state duration of the first device exceeds a time required to perform a security scan of the first device using the available processing capacity of the first device. The computer-implemented method may further include making a second determination to perform a security scan of the first device in response to the first determination.

Abstract: A method includes providing a medication delivery vehicle comprising a reservoir with a seal formed thereon and a cantilevered beam micro-machined from a layer of material and coupled to the reservoir, the cantilevered beam comprising a tip for puncturing the seal, applying an electric field to the cantilevered beam that impels the tip forward and causes the tip to break through the seal of the reservoir, and changing the electric field to impel the micro-machined tip backward and thereby release a medication from the reservoir. A computer program product and computer system corresponding to the method are also disclosed.

Abstract: Systems and methods are configured for maintaining identifying data of a first user in association with a personal device of the first user; maintaining a rolling recording of medical data generated at the personal device of the first user, wherein the rolling recording encompasses data generated during a defined duration of time; receiving a request to access the medical data from a second device, wherein the request comprises authorization credentials associated with the second device; and upon verification that the authorization credentials are associated with an authorized user, providing, to the second device, access to the rolling recording of medical data generated at the personal device of the first user.

Abstract: Various methods and systems for selectively and securely sharing user data to a facility in order to accommodate the specific needs of the user. The methods further correspond to receiving, from a computing entity, geographic location information corresponding to the geographic location of the computing entity which is associated with the user and transmitting a notification to the computing entity of a facility in proximity to the geographic location of the computing entity. The methods further include receiving, from the facility, a request for user data associated with the user of the computing entity that is applicable to the facility, generating a proposed user dataset in response to the request that satisfies the facility-specific user data parameters and transmitting the proposed user dataset that meets the facility-specific user data parameters for sharing with the facility when a relevance score exceeds a relevance threshold value and the sharing eligibility is approved.

Abstract: A system and method for automated gift determination and delivery is provided, which include identifying a contact from an electronic contact list for receiving a gift, detecting from first data related to the contact a change in an emotional state of the contact, validating from second data the change in the emotional state of the contact, and automatically selecting the gift from a plurality of identified gifts that is determined to be commensurate with the change status and a current emotional state of the contact.

Abstract: A search term used in an online search is analyzed to determine a concept corresponding to the search term, the concept being present in an ontology related to a subject-matter domain of the search term. A set of concepts is selected from the ontology, including a related concept related to the concept in the organization of the ontology. A set of subscriber data sources is determined where a subscriber data source in the set subscribes to a concept in the set of concepts. From the set of subscriber data sources, a subset of those subscriber data sources is identified whose data is not participating in a result set corresponding to the search term. A non-participation message is sent to a subscriber data source in the subset of subscriber data sources.

Abstract: A method includes: determining, by a computer device, conditions along a predefined driving route of a vehicle; determining, by the computer device and based on the conditions, risk factors of segments of the driving route; determining, by the computer device, an optimal one of the segments for switching the vehicle from autonomous driving mode to manual driving mode; and outputting, by the computer device, data defining the determined optimal one of the segments.

Abstract: An augmented-reality system interacts with a physical object that has been embossed or otherwise labeled with one or more bar-code identifiers. The system extracts data from each identifier and uses each element of extracted data to select a computer-generated texture or object. When displaying the augmented-reality environment to a user, the system either replaces the physical object with the computer-generated object or applies the computer-generated texture to a region of a rendered surface of the computer-generated object. The application's selection of computer-generated objects or textures may be modified at any time by a user command, a context-sensitive or environmental factor, an occurrence of a certain virtual event within the augmented-reality environment, or a configuration setting.

Abstract: A system and method for disabling a function of a feature of a vehicle based on a validation request to a centralized validation authority, prior to a use of the feature includes determining that a condition is met as part of a startup sequence of the vehicle, transmitting the validation request to the centralized validation authority, in response to determining the condition is met, wherein the validation request is part of the startup sequence of the vehicle, receiving a validation decision from the centralized validation authority, and disabling the feature of the vehicle as a function of the receiving the validation decision.

Abstract: A method, system and computer readable program storage device for facilitating a collaboration experience. In embodiments, the method comprises identifying a group of people for a specified collaboration experience; identifying specified conditions and preferences for the group of people; using the identified specified conditions and preferences for the group of people for determining an environment for the specified collaboration experience and one or more factors for improving the specified collaboration experience; and sending a specified set of information to one or more prospective collaboration entities to determine if any one of the prospective collaboration entities has the determined environment for the specified collaboration experience.

Abstract: Systems and methods for source verification are disclosed. A method includes: receiving, by a computing device, a report from a first source; determining, by the computing device, the first source is listed in a source repository based on receiving the report; selecting, by the computing device, a second source at a location remote from the first source based on the source being listed in the source repository; confirming, by the computing device, the report from the first source based on information received from the second source; repeating, by the computing device, the selecting and the confirming until a value of information in the report from the second source exceeds an information trust level value for the report.

Abstract: Systems and methods for cognitive mobile wallet management are disclosed. In embodiments, a method comprises: obtaining, by a computing device, user contextual data; determining, by the computing device, a potential user purchase and an associated purchase category; and dynamically determining, by the computing device, a flexible spending rule for the purchase category based on one or more stored spending rules and the contextual data, wherein the flexible spending rule changes an amount of currency available to a user through the computing device.

Abstract: A method, system and computer program product are disclosed for sharing a crowd sourced wireless network, wherein a first user uses a first device to access a wireless network, and the first device includes an application to grant automatically access to the wireless network to all of a defined group of people. In an embodiment, the method comprises restricting the automatic grant of access to the wireless network by, when one person of said group of people requests access to the network, a network control obtaining a determined strength of a defined relationship between the first user and that person, and granting the person access to the wireless network only if the determined strength of the defined relationship meets one or more set criteria. In an embodiment, the first device uploads a series of relationship scores to a server, and network control receives these scores from the server.