Generalized

In essence, 'generalized' describes something that is expanded beyond specific instances to cover a broader group or category. It involves forming general statements, rules, or conclusions from specific observations or experiences. A generalized concept often simplifies details and nuances, focusing on common traits or characteristics to provide a wider understanding. This process of abstraction aims to establish patterns and principles applicable to various similar situations, allowing for prediction, classification, and a more comprehensive grasp of information. It can be applied to data, ideas, or even physical phenomena, and the scope depends on the context of its use.

Generalized meaning with examples

• The study generalized its findings to all students in the state, not just the initial sample group. After analyzing the responses, the researchers concluded that the results applied across the board. This expansion was done carefully to provide a solid basis for the expansion, and the final conclusions were therefore considered more impactful by the researchers. Careful assessment of the data made the generalization effective.
• The algorithm was designed to produce a generalized model that could classify various types of images, not just those used for initial training. Regardless of the content within a file, the algorithm produced accurate results. The model can be refined with more specific examples, improving the generalization and leading to greater efficiencies in sorting and analyzing data as the software ages.
• Instead of addressing each customer's complaint individually, the company decided to offer a generalized solution. Each individual customer would be able to apply a fix regardless of the issues, making it easier for them to understand. By focusing on common issues, the support team saved time and improved customer satisfaction with a single template for the entire customer base.
• The philosopher sought to establish a generalized theory of knowledge, applicable across different cultures and historical periods. This theory would require evidence to make it work, and the framework built around knowledge had to be adjusted based on how the knowledge was obtained to make sense. This framework has been tested extensively, and it now serves as a strong philosophical base for any future arguments.