A method configured to assist a user in the process of submitting a healthcare claim wherein the method of the present invention provides automation thereof. The present invention provides an interface wherein user will engage to register with the service of the present invention. Once registered the service of the present invention will provide monitoring of financial transactions of the individuals banking account information that in order to detect payment to a medical practitioner. Upon detection of payment to a medical practitioner, the operator of the present invention will provide claims submission to the primary insurance provider of the individual. The operator will track the claims submission and provide information thereon to the individual. If necessary, the operator will submit a claim to a secondary insurance provider if a balance remains ensuing payment by the primary insurance provider. Tracking of the individual assists in identifying potential un-submitted claims.

A system and method for supporting a series of processes of searching and selection professionals, contract, project progress, inspection, and payment process are disclosed. In the system and method, homeowners and professionals can contact more counterparties, homeowners can find more suitable professionals and order projects at a reasonable price, and professionals acquire more projects without unnecessary cost and effort. It can reduce the possibility of disputes between homeowners and professionals, and provide evidence that can clearly determine the cause of a dispute.

Systems and methods for determining an optimal delivery location based on delivery address and delivery time are provided. An example method includes receiving an online order from a user application installed on a user device; generating a map comprising a dynamic display of a local service area polygon associated with the online order and transmitting the map to the user application; transmitting to the user application a request for a delivery address; upon receipt of the delivery address, querying the delivery address to determine whether the local service area polygon includes the delivery address; transmitting to the user application a request for a delivery time; upon receipt of the delivery time, automatically recommending an optimal delivery location and time within the local service area polygon based on the delivery address and delivery time; and executing a delivery of the online order based on the optimal delivery location and time.

Predicting infection risk by generating a first temporal graph of a first set of disease progression data, generating a second temporal graph of a second set of disease progression data, combining a first temporal graph node embedding and a second temporal graph node embedding, and generating a predicted infection risk according to the first temporal graph node embedding and the second temporal graph node embedding.

Embodiments are disclosed for a method. The method includes receiving local opportunity index (LOI) indicator values representing multiple categories of development for a geographical community. The method also includes removing noise from the LOI indicator values. Additionally, the method includes generating an LOI score based on the LOI indicator values having the noise removed. Further, the LOI score is based on LOI indicator scores corresponding to types of the LOI indicator values. The method further includes generating a multivariate scenario analysis having a new LOI score based on the LOI indicator values and an alternate LOI indicator value.

Identifying geographical locations suitable for a vertiport. Suitability factors across a geographical area are identified for consideration including, without limitation, noise, zoning, transit stations, fire stations, and hospitals. The suitability factors have suitability values that are based on characteristics, including location-based suitability values (i.e., proximity to mass transit stations), level-based suitability values (i.e., noise levels), and characteristic-based suitability values (i.e., residential zoning). The vertiport assessment system divides the geographical area into subregions, identifies a set of candidate vertiport locations using suitability values, weights for scaling the impact of the suitability factor, and identifies a particular subregion as a candidate location if a composite value exceeds a threshold value. The candidate subregions are shown on a user interface map overlay in a color-coded gradient that reflects the composite values for a subregion. These candidate vertiport locations are refined by establishing feasibility of flight between them.

A method, apparatus, and non-transitory computer readable medium for data analytics are described. Embodiments of the method, apparatus, and non-transitory computer readable medium include monitoring online activity corresponding to a plurality of users; receiving aggregate marketing data for a marketing activity; identifying online activity data for a time period corresponding to the marketing activity based on the monitoring; generating a regression model based on the aggregate marketing data and the online activity data using Bayesian regression, wherein the regression model represents a relationship between the marketing activity and the online activity, comprises a time effect coefficient, and is based on a prior distribution of the time effect coefficient that decays to zero as time increases; and estimating a treatment effect for the marketing activity on the online activity based on the regression model, wherein the treatment effect comprises a rate of effect decay.

Disclosed methodology assesses the existence of disparate impact in internet markets that serve geographically dispersed consumers. Implementations of the method can collect unbiased offering (e.g., pricing and/or other fees and costs) data for a large number of products and geographic areas, so that marketing decisions, such as price, recommendations, and delivery fees can be matched to consumer demographic data from established sources such as censuses and large scale surveys. The combined data can then be used to investigate the presence and nature of disparate impact and can be used by internet platforms and retailers to audit their algorithms for disparate impact without collecting or holding the demographic data of their own users. Thus, a methodology is provided for the collection of data required to study the extent to which algorithms in internet markets may induce disparities across demographic consumer groups and whether disparities can be justified by valid interests.

An integrated system and method for the determination of consumer insights through social media content and analyzing the market trends. The present integrated system is differentiating from conventional platforms in determining consumer insights by combining three different data results derived from three modules: data listening module to predict consumer sentiment towards a brand or company; a survey module allows customization of survey while targeting a group of participants by defining a set of target demographic attributes; and content creation module allowing content creation by the participants which can be text or media content from a target group of participants and also allows monopolization of such media content.

A method for automatically generating, in real-time, for display on a display, a simplified network layout from an initial network layout including one or more lines each connecting a plurality of nodes. Graph information is provided indicating vertices representing geographic positions of the nodes and edges representing connections between the nodes. The nodes are repositioned to optimize an objective function based on readability of the simplified network layout. Nodes and edges are discretized using interpolation to align a plurality of the nodes and connect the aligned nodes using simplified k-linear segments, where k-linear segments are parallel to one of k equidistant orientations whose angles are multiples of 180/k degrees, with k larger or equal to two. The simplified network layout is provided for a display.