17643877. BALANCE WEIGHTED VOTING simplified abstract (INTERNATIONAL BUSINESS MACHINES CORPORATION)
Contents
BALANCE WEIGHTED VOTING
Organization Name
INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor(s)
BALANCE WEIGHTED VOTING - A simplified explanation of the abstract
This abstract first appeared for US patent application 17643877 titled 'BALANCE WEIGHTED VOTING
Simplified Explanation
The abstract describes a method, system, and computer for balance weighted voting in which a scoring request is received and a balanced weighting predictor is generated using a plurality of models. The balanced weighting predictor is then returned as an ensemble score for the scoring request.
- The method involves receiving a scoring request and generating scores using multiple models.
- The generated scores are normalized and used to calculate an evaluation-based weighting factor and a prediction-based weighting factor.
- A balanced weighting predictor is calculated by combining the evaluation-based weighting factor and the prediction-based weighting factor.
- The balanced weighting predictor is returned as an ensemble score for the scoring request.
Potential Applications
- This technology can be applied in various fields where voting or scoring systems are used, such as online reviews, surveys, or decision-making processes.
- It can be utilized in recommendation systems to provide more accurate and balanced recommendations based on multiple models.
Problems Solved
- Traditional voting or scoring systems may not consider the different strengths and weaknesses of individual models, leading to biased or inaccurate results.
- This technology solves the problem of imbalanced weighting by considering both evaluation-based and prediction-based factors, resulting in a more balanced and reliable ensemble score.
Benefits
- The use of multiple models and balanced weighting improves the accuracy and reliability of the scoring system.
- By considering both evaluation-based and prediction-based factors, the system can provide a more comprehensive and balanced assessment.
- This technology allows for better decision-making by providing a more accurate representation of the overall sentiment or preference.
Original Abstract Submitted
A method, system, and computer for balance weighted voting. The method may comprise receiving, by a network interface, a scoring request. The method may further comprise, by a processing unit in response to the scoring request, generating a plurality of scores using a plurality of models. normalizing the plurality of scores, calculating an evaluation-based weighting factor from a first subset of the normalized scores, calculating a prediction-based based weighting factor from a second subset of the normalized scores, and calculating a balanced weighting predictor from the evaluation-based weighting factor and the prediction-based weighting factor. The method may further comprise returning, by the network interface, the balanced weighting predictor as an ensemble score for the scoring request.
