18510250. TUNING EXTERNAL INVOCATIONS UTILIZING WEIGHT-BASED PARAMETER RESAMPLING simplified abstract (Oracle International Corporation)

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TUNING EXTERNAL INVOCATIONS UTILIZING WEIGHT-BASED PARAMETER RESAMPLING

Organization Name

Oracle International Corporation

Inventor(s)

Debajyoti Roy of Pleasanton CA (US)

TUNING EXTERNAL INVOCATIONS UTILIZING WEIGHT-BASED PARAMETER RESAMPLING - A simplified explanation of the abstract

This abstract first appeared for US patent application 18510250 titled 'TUNING EXTERNAL INVOCATIONS UTILIZING WEIGHT-BASED PARAMETER RESAMPLING

Simplified Explanation

The patent application describes techniques for tuning external invocations using weight-based parameter resampling. Here is a simplified explanation of the abstract:

  • A computer system selects samples associated with parameter values and assigns weights to each value.
  • The system processes a sample via an external invocation based on the weight of its parameter value.
  • Feedback data on the performance of the invocation is used to adjust the weights of the parameter values.
  • The system then selects another sample for processing based on the adjusted weights.

Potential Applications

This technology could be applied in optimizing external invocations in various systems, such as cloud computing platforms, distributed computing environments, and network communication protocols.

Problems Solved

1. Efficient tuning of external invocations based on parameter values. 2. Improved performance of external invocations through weight-based resampling.

Benefits

1. Enhanced system performance and efficiency. 2. Automated tuning of parameters for optimal results.

Potential Commercial Applications

Optimizing external invocations in cloud services for better resource allocation and performance enhancement.

Possible Prior Art

One possible prior art could be techniques for parameter tuning in machine learning algorithms, where weights are adjusted based on feedback data to improve model performance.

Unanswered Questions

How does this technology handle dynamic changes in parameter values during runtime?

The patent application does not explicitly mention how the system adapts to changes in parameter values while processing external invocations. This aspect could be crucial in real-world applications where parameters may vary over time.

What security measures are in place to protect the weights assigned to parameter values from unauthorized access or manipulation?

The patent application does not address the security aspects related to the weights assigned to parameter values. Ensuring the integrity and confidentiality of these weights is essential to prevent malicious attacks or unauthorized modifications.


Original Abstract Submitted

Techniques are disclosed for tuning external invocations utilizing weight-based parameter resampling. In one example, a computer system determines a plurality of samples, each sample being associated with a parameter value of a plurality of potential parameter values of a particular parameter. The computer system assigns weights to each of the parameter values, and then selects a first sample for processing via a first external invocation based on a weight of the parameter value of the first sample. The computer system then determines feedback data associated with a level of performance of the first external invocation. The computer system adjusts the weights of the parameter values of the particular parameter based on the feedback data. The computer system then selects a second sample of the plurality of samples to be processed via execution of a second external invocation based on the adjustment of weights of the parameter values.

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