Abstract: Solving for output variable(s) of a model that includes multiple analytically related model variables. The identity of the output model variables and the analytical relationships between the model variables are separately designated. Regardless of the identity of the output variable(s), a solver framework interprets the analytical relationships and solves for the designated output variable(s). The output model variable(s) may be designated separately than the analytical relationships themselves. By simply changing the designation of the output model variable(s), the analytical relationships are reevaluated, and the output variable(s) are solved for. The solver framework itself stays the same regardless of the identity of the output model variable(s).

Abstract: Visual items may each be constructed and placed in position using logic defined by a view component corresponding to each visual item, where that logic may depend on one or more values populated into parameter(s) of the view component. Some of those parameter values may correspond to known model parameter values. Others, however, may have been solved for using a model that defines analytical relationships between the model parameters. In one embodiment, which of the model parameters are known, and which are unknown, may not be predetermined. Accordingly, a solver might be prepared for multiple solve operation paths even using a single model. The view composition process may be entirely data-driven, with the solve and/or the visual items implemented using spreadsheets.

Abstract: Visual map items may each be constructed and placed in position using logic defined by a map view component corresponding to each visual item, where that logic may depend on one or more values populated into parameter(s) of the map view component. Some of those parameter values may correspond to known map model parameter values. Others, however, may have been solved for using a model that defines analytical relationships between the map model parameters. In one embodiment, which of the map model parameters are input variable, and which are output model variables, may not be predetermined. Accordingly, a solver might be prepared for multiple solve operation paths even using a single model. The map view composition process may be entirely data-driven, and may include a mechanism for canonicalizing input data, and binding canonicalized input data to the model parameters.

Abstract: A data search and retrieval system that, in response to a search query, applies a model to search results to generate information to be returned to a user. The model may define characteristics of a persona such that the application of the model generates information consistent with the persona. A persona may be an individual person or a group of people having shared characteristics. A user may be presented with a list of identifiers of available models of personae. When the user selects a model of a particular persona to be applied, the information generated in return to the user may be consistent with the characteristics associated with the selected persona.

Abstract: A business intelligence document provides functionality for testing a hypothesis on aggregated data in a business intelligence document (e.g., a spreadsheet-like document), wherein one or more of the input data values and transformation properties are designated as constrained (e.g., invariant or constrained within a range, set, enumeration, or domain). The hypothesis, which is articulated as a data mining assertion, is input through the user interface of the business intelligence document (e.g., via an expression interface or properties of a row, column, or cell) and solved over the aggregated data. The solution is then presented through the user interface of the spreadsheet-like document, such as in a table, graph, histogram, etc.

Abstract: An interactive recommendation system generates one or more recommendations (e.g., recommended products, travel destinations, etc.) for a user based on a recommendation model. The recommendation model includes one or more criteria that are used to analyze a datastore of user characteristics (e.g., a user's age, location, past online behavior, etc.) and generate one or more recommendations based thereon. The interactive recommendation system further presents a user interface that allows the user to interactively modify the criteria of the recommendation model and to apply the modified recommendation model to the datastore in order to generate one or more modified recommendations. In this manner, for example, the user can customize the recommendations he or she receives by interacting with the recommendation system to modify the recommendation model used to generate such recommendations.

Abstract: An insight that a user desires to obtain from graphically presenting and manipulating a data set may be identified. A graphical object may be selected for representation and analysis of the data set based on whether the graphical object is capable of revealing the desired insight. The selection may be made based visual characteristic(s) of the graphical object and parameters, such as a type, of data in the data set. Different graphical objects may be selected to gain different insights about the data set. For example, a bar chart may be selected to gain an insight such as a trend in the data. The selected graphical object may be provided as a suggestion on a user interface for potentially using the graphical object to represent the data. A graphical object may include visually interactive components for use within a graphical user interface.

Abstract: Techniques for representing and publishing an interactive document useful for analyzing data. The document may be represented as a directed acyclic graph of entities interconnected by edges. The entities may be of multiple types. Yet, a broad range of interactive documents may be represented by a limited number of types of entities and the capabilities to interconnect entities of different types and to share a data schema across entities of different types. A tool may enable a user to author such documents. The tool may also facilitate publishing of the document. For publishing, the document may be converted to an executable form. Prior to such a conversion, the graph may be modified for more efficient processing. The graph may also be partitioned such that portions of the graph, when distributed across tiers of a computing system, such as a cloud-based platform, execute on computing devices that provide efficient operation.

Abstract: A computerized tool to visually display data using a graphical object. Visual display components may be identified that can represent a portion of the data and may be proposed to a user, based on visual characteristics of each of the visual display components and parameter(s) of the data. A visual display component selected from these components based on user input may be linked to the portion of the data set so that the visual display component will modify the appearance of the graphical object in a way that represents the portion of the data. Different visual display components may be identified and suggested for a user's selection to represent other portions of the data using the graphical object. The graphical object may thus be incrementally refined to ultimately result in the visual representation of the data.

Abstract: One or more techniques and/or systems are disclosed for creating a saga from signal-rich digital memories. User-related content, such as media elements and/or other signals, are captured and used to generate a digital memory graph, comprising the captured user-related content and associated metadata. An interactive saga of digital media elements is created using the digital memory graph by combining at least a portion of a plurality of digital media elements, from the captured user-related content, based on one or more user interactions.

Abstract: The subject disclosure is directed towards guiding a user through a physical work task. A model comprising, rules, constraints and equations corresponding to the task generates a work plan based upon user input data and work-related data. The model determines a subtask to perform based upon the data and the current state of the task, and outputs data (plan objects) used to generate of visualization that instructs the user as to how to perform the subtask, e.g., what other part to attach a current component to, what tool is needed, advice, risk assessment, alternatives and so forth. The model may base the current state on a scene input to the model that represents the current state of the task and/or historical data that indicates the current state of the task.

Abstract: A data marketplace infrastructure allows a data source company or a third party to associate to a data feed with a customizable preview application having analytic and visual features (e.g., business logic and a user interface). A potential customer can use discovery services of the data marketplace infrastructure to identify one or more data feeds offering sample data in a domain of interest of the potential customer. The data feed can transmit the customizable preview application to allow the potential customer to interact with the data from the data feed before purchasing the data. The potential customer may also customize the preview application so as to change the default application behavior in a manner that improves the potential customer's understanding and appreciation of the data feed.

Abstract: A business intelligence (BI) document preserves references to identities and formats of remote data sources and allows a local computing device to offload analytical operations to remote data sources. The BI document specifies a graph of entities connected by directed edges from the output of one entity to an input of another entity. An entity, for example, can represent without limitation a data structure, an external data source, a control element, an external event source, a visualization, or an update service. The entities of a BI document at a local computing device can reference data at an original data source—rather than extracting data from the original data source to a preferred local datastore. An entity of the BI document can direct a remote data source to execute transformations on the remote data before returning a solution to the local computing device.

Abstract: A data marketplace infrastructure allows a data source company or a third party to automate generation of one or more applications in association a data feed. In contrast to custom, manual development of applications, the data marketplace infrastructure constructs applications that suggest applicability to the data feed. Factors suggesting applicability include without limitation similarity of data structures and similarity of subject matter. Based on an applicability determination, patterns of historical visual usage and patterns of historical business logic usage may be used to identify expressions specifying the visuals and business logic that may be copied to and used in a new application in association with the data feed. Furthermore, previewers can provide feedback to help tune which automatically generated applications are maintained in association with the data feed and which are discarded or altered in some way.

Abstract: Techniques for representing and publishing an interactive document useful for analyzing data. The document may be represented as a directed acyclic graph of entities interconnected by edges. The entities may be of multiple types. Yet, a broad range of interactive documents may be represented by a limited number of types of entities and the capabilities to interconnect entities of different types and to share a data schema across entities of different types. A tool may enable a user to author such documents. The tool may also facilitate publishing of the document. For publishing, the document may be converted to an executable form. Prior to such a conversion, the graph may be modified for more efficient processing. The graph may also be partitioned such that portions of the graph, when distributed across tiers of a computing system, such as a cloud-based platform, execute on computing devices that provide efficient operation.

Abstract: A data marketplace infrastructure provides a crowd sourcing solution to development, discovery and publication of decision applications. Applications can be submitted from a user to a data warehouse in association with a data feed. One or more discovery properties are determined with regard to each application. The applications are made available to other client systems in association with the data feed. A relevant data feed and a relevant application can be identified based on satisfaction of a discovery request by the one or more determined discovery properties of the application. The application can be selected and downloaded to the user for evaluation and customization. The customized application can then be submitted to the data warehouse for publication with the other applications associated with the data feed.

Abstract: The subject disclosure is directed towards a web service or the like that assists users in generating a plan, such as a vacation plan. In one aspect, a user chooses a model that generates a plan, including by selecting content objects (e.g., found by searching) corresponding to plan objects. Selection is based upon user input, along with rules, constraints and/or equations associated with the model. A presentation mechanism produces a presentation (e.g., an audiovisual experience) from the content/plan objects, such as a linear narrative, a timeline, a schedule, a calendar, a gallery, a list, and/or a map. The plan may be annotated with annotation data. The plan may be interacted with to re-plan it, and may be saved and/or provided to another user for viewing and/or re-planning. Plan versions may be compared to see the changes made.

Abstract: The subject disclosure is directed towards automatically synthesizing content found via one or more searches into a linear narrative such as a slideshow and/or other audiovisual presentation, for playback to a user. A model in conjunction with user input parameters may assist in obtaining the search content, comprising content objects. The model applies rules, constraints and/or equations to generate a plan comprising plan objects, and a content synthesizer processes the plan objects into the linear narrative. The user may interact to change the input parameters and/or the set of plan objects, resulting in a modified narrative being re-synthesized for playback.

Abstract: A graphical manipulation tool to create and/or make modifications to a graphical object suitable for visually representing data. The graphical manipulation tool analyzes the graphical object to determine parameters of visual characteristics of the graphical object that can be used to visually represent data. A computing system, through the graphical manipulation tool, may generate metadata that defines a capacity for visual characteristics to represent data. In some cases, a preview is displayed on a user interface indicating to a user how the metadata, if incorporated with the graphical object, may result in the visual characteristics of the graphical object being used to visually represent data. If incorporating the metadata with the graphical object is desirable, the user may provide to include the additional metadata with the graphical object.

Abstract: The subject disclosure is directed towards a web service that maintains a set of models used to generate plans, such as vacation plans, in which the set of models includes models that are authored by crowd contributors via the service. The models include rules, constraints and/or equations, and may be text based and declarative such that any author can edit an existing model or combination of existing models into a new model. Users can access the models to generate a plan according to user parameters, view a presentation of that plan, and interact to provide new parameters to the model and/or with objects in the plan to modify the plan and view a presentation of the modified plan.