Nec corporation (20240095494). INFORMATION PROCESSING APPARATUS, DETERMINATION METHOD, AND STORAGE MEDIUM simplified abstract
Contents
- 1 INFORMATION PROCESSING APPARATUS, DETERMINATION METHOD, AND STORAGE MEDIUM
- 1.1 Organization Name
- 1.2 Inventor(s)
- 1.3 INFORMATION PROCESSING APPARATUS, DETERMINATION METHOD, AND STORAGE MEDIUM - A simplified explanation of the abstract
- 1.4 Simplified Explanation
- 1.5 Potential Applications
- 1.6 Problems Solved
- 1.7 Benefits
- 1.8 Potential Commercial Applications
- 1.9 Possible Prior Art
- 1.10 Original Abstract Submitted
INFORMATION PROCESSING APPARATUS, DETERMINATION METHOD, AND STORAGE MEDIUM
Organization Name
Inventor(s)
INFORMATION PROCESSING APPARATUS, DETERMINATION METHOD, AND STORAGE MEDIUM - A simplified explanation of the abstract
This abstract first appeared for US patent application 20240095494 titled 'INFORMATION PROCESSING APPARATUS, DETERMINATION METHOD, AND STORAGE MEDIUM
Simplified Explanation
The patent application describes an information processing apparatus designed to ensure accurate inference while minimizing inference time. It includes a first difficulty calculation unit that calculates the difficulty of inference tasks based on input data, and a first determination unit that decides which stage of inference model to use based on the calculated difficulty.
- Explanation of the patent/innovation:
* The apparatus calculates the difficulty of inference tasks to determine the most suitable stage of inference model to use. * By using a model that matches the difficulty level of the task, the apparatus aims to achieve high inference accuracy while minimizing processing time.
Potential Applications
The technology could be applied in various fields such as:
- Machine learning
- Natural language processing
- Image recognition
Problems Solved
The technology addresses the following issues:
- Balancing accuracy and speed in inference tasks
- Optimizing the use of multiple-stage inference models
Benefits
Some benefits of this technology include:
- Improved accuracy in inference tasks
- Reduced processing time
- Enhanced efficiency in information processing
Potential Commercial Applications
The technology could be utilized in industries such as:
- Healthcare for medical diagnosis
- Finance for fraud detection
- Autonomous vehicles for object recognition
Possible Prior Art
One potential prior art related to this technology is the use of difficulty estimation in machine learning tasks to optimize model selection and improve performance.
Unanswered Questions
How does the apparatus handle cases where the difficulty calculation is inconclusive?
The patent application does not specify how the apparatus deals with situations where the difficulty calculation does not clearly indicate which stage of inference model to use.
What types of input data are most suitable for accurate difficulty calculation?
The patent application does not provide details on the specific types of input data that are ideal for accurate difficulty calculation in inference tasks.
Original Abstract Submitted
in order to ensure necessary inference accuracy while minimizing inference time, an information processing apparatus () includes: a first difficulty calculation unit () that calculates difficulty in inference carried out by inputting input data, constituting a time series, to a first-stage inference model among multiple-stage inference models which are configured such that use of a later-stage inference model achieves higher inference accuracy; and a first determination unit () that determines, on the basis of the difficulty, whether a second- or later-stage inference model will be used.
