Abstract: Techniques that facilitate machine learning optimization are provided. In one example, a system includes a computational resource component, a batch interval component, and a machine learning component. The computational resource component collects computational resource data associated with a group of computing devices that performs a machine learning process. The batch interval component determines, based on the computational resource data, batch interval data indicative of a time interval to collect data for the machine learning process. The machine learning component provides the batch interval data to the group of computing devices to facilitate execution of the machine learning process based on the batch interval data.

Abstract: A positron emission tomography (PET) technique that can enhance the image resolution and system sensitivity of a clinical PET/CT scanner for imaging a whole body or a target region of a subject is provided. The system includes a detector array and a detector panel. The detector array includes an array of gamma ray detectors defining a field of view of a scanner and configured to detect at least one coincidence event. The detector panel includes an array of gamma ray detectors having a higher intrinsic spatial resolution than the detector array and positioned in closer proximity to a patient table than the detector array. The detector panel is positioned outside the field of view defined by the detector array during at least a portion of scanning by the PET system. The detector panel is configured to detect at least one coincidence event in cooperation with the detector array.

Abstract: A system and method to facilitate word-of-mouth advertising and sales support associated with displayed media objects on distributed networks is described. The system provides one or more advocates to a network user accessing advertising of a brand, product, or service. One or more of the advocates may be socially related to the user. User interactions with the advocates are facilitated through a real-time communication network, follow-on commercial activity is tracked, and the value of word-of-mouth advocacy is captured and distributed.

Abstract: A search continuation device and its operations include, for example, performing a first electronic search based on first search criteria. The first electronic search generates first search results. The operations can further include electronically storing search data associated with the first electronic search (e.g., in a user account). The operations can further include performing a second electronic search with second search criteria substantially similar to the first search criteria. The second electronic search generates second search results. The operations can further include, retrieving the search data (e.g., from the user account), and providing, based on the search data, one or more indicators for presentation with the second search results. The one or more indicators specify continued search information, such as a degree to which content contained within an item of the first search results was previously accessed or a difference between the first search results and the second search results.

Abstract: A positron emission tomography (PET) technique that can enhance the image resolution and system sensitivity of a clinical PET/CT scanner for imaging a whole body or a target region of a subject is provided. The system includes a detector array and a detector panel. The detector array includes an array of gamma ray detectors defining a field of view of a scanner and configured to detect at least one coincidence event. The detector panel includes an array of gamma ray detectors having a higher intrinsic spatial resolution than the detector array and positioned in closer proximity to a patient table than the detector array. The detector panel is positioned outside the field of view defined by the detector array during at least a portion of scanning by the PET system. The detector panel is configured to detect at least one coincidence event in cooperation with the detector array.

Abstract: Functionality can be implemented in email applications to allow sent messages to be updated, even if the sent messages have been read. When a request to update a sent message is received, a message update unit can update information in the message according to the notification. The message update unit can notify a recipient that the message was updated, and can indicate changed information in the sent message. The message update unit can also determine if the sent message has been forwarded, and forward the update notification to other recipients.

Abstract: A system for monetization of content includes a storage device for storage and retrieval of data, and a library of content and advertisements stored within the storage device. The library comprises an organizational structure for facilitating the storage and retrieval. The system also includes a monetization engine for identifying within the library a first content item having a first monetizable feature. The system is configured for selecting a second content item from several content items within the library, and associating the second content item to the first content item by using the first monetizable feature for presentation of the second content item in conjunction with the first content item. Further embodiments include various additional systems, methods, and computer readable media for implementation of the foregoing.

Abstract: A positron emission tomography (PET) technique that can enhance the image resolution and system sensitivity of a clinical PET/CT scanner for imaging a whole body or a target region of a subject is provided. The system includes a detector array and a detector panel. The detector array includes an array of gamma ray detectors defining a field of view of a scanner and configured to detect at least one coincidence event. The detector panel includes an array of gamma ray detectors having a higher intrinsic spatial resolution than the detector array and positioned in closer proximity to a patient table than the detector array. The detector panel is positioned outside the field of view defined by the detector array during at least a portion of scanning by the PET system. The detector panel is configured to detect at least one coincidence event in cooperation with the detector array.

Abstract: A search continuation device and its operations include, for example, performing a first electronic search based on first search criteria. The first electronic search generates first search results. The operations can further include electronically storing search data associated with the first electronic search (e.g., in a user account). The operations can further include performing a second electronic search with second search criteria substantially similar to the first search criteria. The second electronic search generates second search results. The operations can further include, retrieving the search data (e.g., from the user account), and providing, based on the search data, one or more indicators for presentation with the second search results. The one or more indicators specify continued search information, such as a degree to which content contained within an item of the first search results was previously accessed or a difference between the first search results and the second search results.

Abstract: A conference call management method, system, and computer program product include inferring an Internet Protocol (IP) address of a new user requesting to join a call including at least one other user, inferring a codec to stream an emulated network pattern for the call if the new user were to join the call, measuring a call quality perceived by the at least one other user in the call while the emulated codec is run on the call, and measuring an impact on the call quality in a case that the new user joins the call based on the perceived call quality and the network pattern.

Abstract: Dynamically identifying performance anti-patterns in a software system is based on a set of documented symptoms that are evaluated in real-time. The evaluation is based on the observed system behavior and its comparison against the documented symptoms of different types of performance issues.

Abstract: A search continuation device and its operations include, for example, performing a first electronic search based on first search criteria. The first electronic search generates first search results. The operations can further include electronically storing search data associated with the first electronic search (e.g., in a user account). The operations can further include performing a second electronic search with second search criteria substantially similar to the first search criteria. The second electronic search generates second search results. The operations can further include, retrieving the search data (e.g., from the user account), and providing, based on the search data, one or more indicators for presentation with the second search results. The one or more indicators specify continued search information, such as a degree to which content contained within an item of the first search results was previously accessed or a difference between the first search results and the second search results.

Abstract: A data patch for a program already installed in an interactive display computer system is received over a network and stored. There is also received a first set of parameters for controlling the installation of the patch. At the computer, a second set of parameters for controlling optimum installation time periods is predetermined wherein the data patch may be installed. The first and second sets of parameters are correlated to determine a set of optimum time periods during which the data patch may be installed, and this set of time periods are displayed so that a user may interactively select an optimum time period for installation of the data patch.

Abstract: A system for monetization of content includes a storage device for storage and retrieval of data, and a library of content and advertisements stored within the storage device. The library comprises an organizational structure for facilitating the storage and retrieval. The system also includes a monetization engine for identifying within the library a first content item having a first monetizable feature. The system is configured for selecting a second content item from several content items within the library, and associating the second content item to the first content item by using the first monetizable feature for presentation of the second content item in conjunction with the first content item. Further embodiments include various additional systems, methods, and computer readable media for implementation of the foregoing.

Abstract: Techniques that facilitate machine learning optimization are provided. In one example, a system includes a computational resource component, a batch interval component, and a machine learning component. The computational resource component collects computational resource data associated with a group of computing devices that performs a machine learning process. The batch interval component determines, based on the computational resource data, batch interval data indicative of a time interval to collect data for the machine learning process. The machine learning component provides the batch interval data to the group of computing devices to facilitate execution of the machine learning process based on the batch interval data.

Abstract: Functionality can be implemented in email applications to allow sent messages to be updated, even if the sent messages have been read. When a request to update a sent message is received, a message update unit can update information in the message according to the notification. The message update unit can notify a recipient that the message was updated, and can indicate changed information in the sent message. The message update unit can also determine if the sent message has been forwarded, and forward the update notification to other recipients.

Abstract: Performance regression between a first version of an application and a second version of the application are detected using a comparison between transaction response times measured at a plurality of resource levels of a computer system. A first set of transaction response times (for the first version) are used to determine lower and upper limit line graphs. A new line graph determined from second set of transaction response times (for the second version) can be compared with the lower and upper limit line graphs to detect a performance regression.

Abstract: Apparatus, interfaces, and computer instructions are provided for establishing an association between a user and a declared interest, such as a brand or some other subject, and for generating a map to display the interests of one or more users. An association is established between an interest identifier, a user, and target object selected based upon an action of the user. The target object may include a location that may be specified by coordinates. The action may include selection of the at least one location by the user. Selection may include selecting a user interface feature that causes the at least one location to be selected based upon a geographical position of the user. The position may be determined by a Global Positioning System device carried by the user. Techniques are also disclosed for identifying people who are potentially interested in a given interest, or in a second interest related to a first interest, based on previously established interest-location-user associations.

Abstract: Routing information (e.g., routing information displayed in an electronic map or provided as verbal travel directions) is generated and presented to a user in a tailored manner. A request for routing information is received from a user. Spatial data, temporal data, social data, or topical data is retrieved that is related to the user and/or to a location or change of location of the user. Based on the retrieved data and the routing information, information display data is generated, and is provided to an electronic device of the user to generate an information display. An attribute of the information display is configured/modified based on the location information and/or on the spatial data, temporal data, social data, and/or topical data. For example, a display attribute and/or an audio attribute of the information display may be modified.

Abstract: A system for monetization of content includes a storage device for storage and retrieval of data, and a library of content and advertisements stored within the storage device. The library comprises an organizational structure for facilitating the storage and retrieval. The system also includes a monetization engine for identifying within the library a first content item having a first monetizable feature. The system is configured for selecting a second content item from several content items within the library, and associating the second content item to the first content item by using the first monetizable feature for presentation of the second content item in conjunction with the first content item. Further embodiments include various additional systems, methods, and computer readable media for implementation of the foregoing.