Normalization

Normalization is the process of bringing data to a common measurement scale. This is necessary so that all values ​​are comparable with each other and can be used for analysis and decision making.

Data normalization can be done at different levels: at the level of individual values, at the level of groups of values, or at the level of the entire sample. Depending on the purpose of the analysis, different normalization methods can be selected.

One of the most common normalization methods is the standardization method, which involves dividing each data value by the sample mean and multiplying by the standard deviation. This method allows you to bring the values ​​to a normal distribution and reduce their scatter.

Another normalization method is logarithm. It is used when the data has a distribution other than normal, for example when it is exponential in nature. Logarithmization allows you to bring data to a distribution close to normal.

There is also a percentile normalization method that is used to normalize data that is skewed. This method consists of dividing the data into intervals and distributing them into percentile groups.

In general, data normalization is an important step in the analysis, which allows you to improve the quality of data and make it more convenient for use in various tasks.

Normalization (normalization, from the Latin normalis - pillar) is the transfer of something from a preclinical state to the clinical level of pathology. A normal morphological picture, or a normally developing malignant neoplasm, usually means a tumor or any other pathological

Normalization is the process of restoring mental abilities impaired as a result of mental illness or brain injury. Normalization allows patients to overcome social isolation and return to an active social life. In this article we will look at the process of normalization and its role in people's mental health.

Normalization includes several stages aimed at improving the patient’s socialization. At the initial stages of the process, the patient undergoes diagnostics to identify the causes and degree of impairment of his mental functions. The psychiatrist then selects the therapy that is most suitable for the individual patient, taking into account his characteristics and needs. It is important to remember that normalization does not mean returning to normal, as each person has unique needs and abilities.

The goal of normalization is to help the patient regain the skills necessary to communicate productively with others, work productively, and participate in social life. For example, patients with autism spectrum disorder may have difficulty communicating with others and therefore need special communication services.