Abstract: Embodiments described herein provide a privacy mechanism to protect user data when transmitting the data to a server that estimates a frequency of such data amongst a set of client devices. In one embodiment, a differential privacy mechanism is implemented using a count-mean-sketch technique that can reduce resource requirements required to enable privacy while providing provable guarantees regarding privacy and utility. For instance, the mechanism can provide the ability to tailor utility (e.g. accuracy of estimations) against the resource requirements (e.g. transmission bandwidth and computation complexity).

Abstract: Embodiments described herein provide a privacy mechanism to protect user data when transmitting the data to a server that estimates a frequency of such data amongst a set of client devices. In one embodiment, a differential privacy mechanism is implemented using a count-mean-sketch technique that can reduce resource requirements required to enable privacy while providing provable guarantees regarding privacy and utility. For instance, the mechanism can provide the ability to tailor utility (e.g. accuracy of estimations) against the resource requirements (e.g. transmission bandwidth and computation complexity).

Abstract: Embodiments described herein provide a privacy mechanism to protect user data when transmitting the data to a server that estimates a frequency of such data amongst a set of client devices. One embodiment uses a differential privacy mechanism to enhance a user experience by inferring potential user preferences from analyzing crowdsourced user interaction data. Based on a statistical analysis of user interactions in relation to various features or events, development efforts with respect to application behavior may be refined or enhanced. For example, user interactions in relation to the presentation of content such as content from online sources may be analyzed. Accordingly, presentation settings or preferences may be defined based on the crowdsourced user interaction data.

Abstract: Embodiments described herein provide a privacy mechanism to protect user data when transmitting the data to a server that estimates a frequency of such data amongst a set of client devices. In one embodiment, a differential privacy mechanism is implemented using a count-mean-sketch technique that can reduce resource requirements required to enable privacy while providing provable guarantees regarding privacy and utility. For instance, the mechanism can provide the ability to tailor utility (e.g. accuracy of estimations) against the resource requirements (e.g. transmission bandwidth and computation complexity).

Abstract: Embodiments described herein provide a privacy mechanism to protect user data when transmitting the data to a server that estimates a frequency of such data amongst a set of client devices. One embodiment uses a differential privacy mechanism to enhance a user experience by inferring potential user preferences from analyzing crowdsourced user interaction data. Based on a statistical analysis of user interactions in relation to various features or events, development efforts with respect to application behavior may be refined or enhanced. For example, user interactions in relation to the presentation of content such as content from online sources may be analyzed. Accordingly, presentation settings or preferences may be defined based on the crowdsourced user interaction data.

Abstract: Systems and methods for disabling one or more plugins associated with a browser application are provided. In one exemplary method, a plugin is installed on an electronic device, and the device receives data from a data source, where that data is associated with the installed plugin. Whether the installed plugin meets a disabling criteria is determined. In accordance with a determination that that the installed plugin meets a disabling criteria: performance of a function with the installed plugin is foregone; and it is reported to the data source that the installed plugin is not installed on the electronic device. In accordance with a determination that the installed plugin does not meet the disabling criteria, the function is performed with the installed plugin.

Abstract: Systems and methods for disabling one or more plugins associated with a browser application are provided. In one exemplary method, a plugin is installed on an electronic device, and the device receives data from a data source, where that data is associated with the installed plugin. Whether the installed plugin meets a disabling criteria is determined. In accordance with a determination that that the installed plugin meets a disabling criteria: performance of a function with the installed plugin is foregone; and it is reported to the data source that the installed plugin is not installed on the electronic device. In accordance with a determination that the installed plugin does not meet the disabling criteria, the function is performed with the installed plugin.

Abstract: A content application includes one or more content list panels. The content application provides mechanisms that allow the user to easily manage article representations included in the content lists such as adding article representations a content list and editing the items directly in menus associated with the content lists.

Abstract: A content application includes one or more content list panels. The content application provides mechanisms that allow the user to easily manage article representations included in the content lists such as adding article representations a content list and editing the items directly in menus associated with the content lists.