![]() ![]() The whole research process was conducted in the Rapidminer environment using three prebuilt feature selection techniques, namely, Information Gain, Forward Selection, and Backward Elimination. Therefore, improving the kNN performance in classifying IoT botnet attacks is the main concern in this study by applying several feature selection techniques. However, it does not perform well in handling large datasets such as the Bot-IoT dataset, which represents a huge amount of data about botnet attacks on IoT networks. The kNN algorithm has several advantages in classification tasks, such as simplicity, effectiveness, and robustness. The focus of this research is the application of the k-Nearest Neighbor algorithm in terms of classifying botnet attacks in the IoT environment. Further, this will also help in identifying suitable IDS software for their respective organization. This study of IDS tools at one place will serve as a knowledge source for both technical and non-technical audience, small businesses which may not afford experienced security consultants. The IDS software used for this study are Suricata, a Network based Intrusion Detection System (NIDS), Samhain, a Host Based Intrusion Detection System (HIDS) and Ironbee, a universal web application firewall system. ![]() #Free intrusion detection software for mac free#In this phase, we present a detailed study of three free and open source IDS tools which are most popular in their respective categories. This study is the first phase of an ongoing research. To overcome this, it is necessary to create an awareness of IDS tools which forms the basis of this paper. Due to this, selection and deployment of IDS is significance in regard to this subject being considered highly technical, expensive and time consuming process. However, there has been not enough attention and awareness on intrusion detection and prevention systems, especially among small businesses and individuals. Intrusion detection systems (IDS) are considered to be an efficient way for detecting and preventing cyber security threats. With continuous growth of internet, cyber security has become a necessity for both big and reputed organizations as well as small businesses and individuals. Importance of cyber security cannot be denied in the current cyber environment. ![]()
0 Comments
Leave a Reply. |
AuthorWrite something about yourself. No need to be fancy, just an overview. ArchivesCategories |