Category: Academic Publications
-
Review of Data Privacy Techniques: Concepts, Scenarios and Architectures, Simulations, Challenges, and Future Directions
The recognition of data as a natural resource has made headlines in the new era of industrialization. Companies now leverage this resource to enhance their services and products, often promising optimal outcomes. While data has always held significant value, recent advancements in AI and ML frameworks have brought this fact to the forefront. However, it…
-
“The Norm Culture” advocates for the introduction of a security layer in continuously learning AI models to protect against data and label poisoning attacks
This paper presents a method to protect learning AI models against data and label poisoning attacks; The Norm Culture method posits that each class in an image classification problem possesses an inherent structure that serves as a primary defense against attacks—such as data or label poisoning—that can corrupt new training and testing samples during the…
-
The BireyselValue, a Proposed Method for Solving a Classification Problem
This paper presents a new method for solving a classification problem; the BireyselValue method assumes that the individual traits of a class help to classify an observation based on similarity measures. The method involves three stages to solve the classification problem: the building stage, the training stage, and the prediction stage. The first two stages accomplish two key steps: firstly, five…