Patent ID: 11893069
Assignee: nan
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 10:
11. An online host server, comprising: a network connection; a memory storage device; and a processor coupled to the network connection and connected to the memory storage device, wherein computer executable instructions in the memory storage device configure the processor to: generate a user interface (UI) on a computing device with an electronic display; generate a search query field configured to receive a user's search query topic; receive the search query topic; retrieve from one or more online data sources, values of the search query topic, wherein the values of the search query topic are assembled as a primary set of time series data; retrieve values of a plurality of candidate factors associated with the search query topic, wherein: the plurality of candidate factors are distinct from the search query topic, and they are obtained by: assembling the values of the plurality of candidate factors into random secondary sets of time series data; determining an optimized quantile regression loss of two or more of random secondary sets of time series data, for the primary set of time series data wherein for each secondary random set, a quantile regression is run resulting in a single number; and computing a predictive ability value for every candidate factor from the optimized quantile regression losses; set a threshold for the determined predictive ability value; rank the candidate factors by the determined predictive ability value; determine one or more candidate factors with the determined predictive ability value above the threshold as most influencing the search query topic; determine a predicted conditional distribution of a future value of the search query topic at a forecast horizon value of time series data for the search query topic, comprising the candidate factors with the predicative ability value ranked above the threshold; and Filing Date: Mar. 9, 2021 display the predicted conditional distribution of the future value at the forecast horizon of time series data for the search query topic and the one or more candidate factors most influencing the search query topic, in the user interface.