threats

The increasing complexity of cyber threats requires the development of effective methods for detecting and classifying attacks in network traffic. This study analyzes the effectiveness of three popular machine learning algorithms: Random Forest, which is used for anomaly detection, Support Vector Machines (SVM), which performs cyber threat classification, and autoencoders, which are used for data preprocessing and deep traffic analysis.

The article states that with the beginning of the full-scale invasion of the Russian Federation to Ukraine more than two and a half years have passed. During this time, law enforcement agencies initiated 127,814 criminal proceedings under various articles of the Criminal Code of Ukraine. It should be noted that many of them have already been examined by domestic courts and those guilty of criminal offenses have been held criminally liable.

The instability of the global economic environment leads to the formation of crisis phenomena, which negatively affect the activities of enterprises and necessitate the implementation of crisis management.

The purpose of the work is to study and develop the stages of conducting crisis management at the enterprise based on the identification of the type of crisis and its phases, which will enable the selection of the correct methods of combating and prevention measures.

The article states that today, due to inefficient socio-economic development of Ukraine and the presence of numerous external and internal factors of influence, there are real threats that threaten the development of economically important indicators of state development and lead to deepening crisis.

The article identifies key aspects of the development of actions for Ukraine's membership in the European community. It outlines a number of current threats to the country's security, proves that Ukraine's economic development today is at a low level due to deepening military conflicts, declining key indicators of socio-economic development and intensifying economic crisis and pandemic, resulting in protracted European integration.

The relationship between the economic development and the status of national security is explored. The approaches to the problem of economic development are analysed in the context of formation of the effective national security system of Ukraine.

The current stage of functioning of business structures is characterized by a high level of uncertainty and turbulence. In such circumstances, the earliest identification of threats or opportunities in the operating environment of enterprises is provided by anticipative management, which is designed to identify and evaluate the first weak signals of their occurrence.

In the paper investigated safety of socio-economic processes in the virtual space. Studied the main trends influence on formation of preventive and adaptive mechanisms for ensuring information and cyber security enterprises. Key trends of the modern business and social environment include: globalization, informatization and individualization of consumer needs; mediatization, territorialization and universalization of social phenomena.