Decision Making in Knowledge-Based Systems . Textbook" by Korobov I. L. and Artemov G. In. is an in-depth and comprehensive study on one of the most pressing topics in information technology and management knowledge-based decision-making. This manual not only reveals theoretical aspects, but also offers practical recommendations, making it indispensable for students, graduate students and specialists in the field of computer science, management and related disciplines . In today's world, where the amount of information is growing every day, the ability to effectively make decisions is becoming a key success factor for both individuals and organizations. The authors of the book, with significant experience in the field of system analysis and development of intelligent systems, offer readers a unique view on the process of decision-making based on knowledge. They consider various methods and approaches that help to optimize this process, making it more efficient and justified. The book covers a wide range of topics, ranging from the theoretical foundations of knowledge-based systems to practical examples of their application in real-world situations. Readers will be able to learn about concepts such as fuzzy sets, neural networks, and expert systems, as well as how these technologies can be used to improve decision-making. The authors share their knowledge on how to interpret data correctly, identify patterns, and build models that will help in making more accurate and informed decisions. This book will be particularly useful for undergraduate and graduate students studying computer science, mathematics, management, and other related fields. It will also be a valuable resource for practitioners working in data analysis, software development, and project management. If you are interested in how modern technologies can help in decision-making, then this guide will be a real find for you. One of the key topics addressed in the book is the importance of knowledge as a resource for decision-making. The authors emphasize that in conditions of uncertainty and rapidly changing information, the availability of the right knowledge and the ability to use them becomes a decisive factor. They discuss how the creation and use of knowledge-based systems can significantly improve the quality of decision-making, as well as reduce the risks associated with errors. The style of the authors distinguishes accessibility and clarity of presentation, which makes the material understandable even for those who are just beginning to get acquainted with this topic. Boxes and . L. and Artemov G. In. use many examples and illustrations, which helps the reader to better understand complex concepts and apply them in practice Their previous work also deserves attention, because they have already established themselves as experts in the field of system analysis and artificial intelligence. If you are looking for a book that will help you to understand the complex aspects of decision-making in the context of modern information systems, “Decision-making in knowledge-based systems” Training manual" will be your reliable assistant. This is not just a textbook, but a real encyclopedia of knowledge that will open up new horizons in understanding and using technology to make informed decisions. Do not miss the opportunity to immerse yourself in the world of knowledge and technology that will change your approach to decision-making!