Model based data processing
AssigneeInternational Business Machines Corporation
InventorsBoliang Chen, Stephen Mingyu Chu, Jing Chang Huang, Dong Sheng Li, Junchi Yan, Weipeng Zhang
Life of this patent
Estimating the term…
Abstract
Techniques for model based data processing are proposed. In one example, a computer-implemented method is as follows. A first model is determined from a first category of data processing models and a second model is determined from a second category of data processing models. The second category can be different from the first category in some instances. Performance of a first combined model of the first and second models can be compared with performance of the first model. A target model for processing data can be selected from the first combined model and the first model based on the comparing.
Claims20
A computer-implemented method comprising:
- determining, by an electronic device operatively coupled to a processing unit, a first model from a first category of data processing models;
- determining, by the electronic device, a second model from a second category of data processing models, the second category being different from the first category;
- comparing, by the electronic device, performance of a first combined model of first and second models with performance of the first model, wherein the first combined model is computed based on weighting the first and second models by a value associated with the weight parameter, wherein the weight parameter is between 0 and 1, and wherein the first model is weighted by 1 minus the weight parameter and the second model is weighted by the weight parameter;
- and
- selecting, by the electronic device, a target model for processing data from the first combined model and the first model based on the comparing.
An electronic device comprising:
- a processing unit;
- and
- a memory operatively coupled to the processing unit and that stores computer executable instructions that, based on execution by the processing unit, facilitate performance of acts, comprising:
- determining a first model from a first category of data processing models;
- determining a second model from a second category of data processing models, the second category being different from the first category;
- comparing performance of a first combined model of the first and second models with performance of the first model, wherein the first combined model is computed based on weighting the first and second models by a value associated with the weight parameter, wherein the weight parameter is between 0 and 1, and wherein the first model is weighted by 1 minus the weight parameter and the second model is weighted by the weight parameter;
- and
- selecting a target model for processing data from the first combined model and the first model based on the comparing.
A computer program product for model based data processing, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by an electronic device to cause the electronic device to:
- determine a first model from a first category of data processing models;
- determine a second model from a second category of data processing models, the second category being different from the first category;
- compare performance of a first combined model of first and second models with performance of the first model, wherein the first combined model is computed based on weighting of the first model and the second model by a weight parameter, wherein the weight parameter is between 0 and 1, and wherein the first model is weighted by 1 minus the weight parameter and the second model is weighted by the weight parameter;
- and
- select a target model for processing data from the first combined model and the first model based on the comparing.
Dependencies are inferred from the claim text.