Online ISSN: 2515-8260

Keywords : Optimization techniques


AN ENHANCED CLASSIFICATION APPROACH FOR NETWORK INTRUSION DETECTION USING HOEFFIDING INDUCTION TREE ALGORITHM

M. Deepa; Dr.P. Sumitra

European Journal of Molecular & Clinical Medicine, 2020, Volume 7, Issue 9, Pages 915-922

Data mining is now used by many institutions widely and generally. Intrusion detection
for network operators & security specialists is one of the top priorities and challenges.
Sensitive data, anonymity and device availability from attacks are protected by the Intrusion
detection system. In order to describe resources from those in the database through a network,
IDS uses data mining techniques. A robust algorithm must also be built to produce successful
rules for the detection of attacks. In this paper, optimization algorithms focused on
classification were used to detect attacks over the NSL KDD dataset. Depending on this
stranglehold, the current method is explained an improved Hoeffiding Induction Tree
algorithm to resolve the drawbacks. The results demonstrate that the proposed HITNB
algorithm has improved precision, a lower alarm rate and the ability to detect a new type
efficiently.

A COVID-19 Hospital Navigation System Using Web Technology

P S V S Sridhar; Gayathri Mallipudi; Lokam Kiranmayee; Hina Kauser; Sowmya Allam

European Journal of Molecular & Clinical Medicine, 2020, Volume 7, Issue 10, Pages 1179-1186

Web applications are being used all around the world to create and establish different forms of platforms to both aid businesses as well as users. This paper is focused upon establishing and developing a web application which will help users fight COVID-19. Unlike other platforms which obtain information regarding COVID-19. This application will enable users to register themselves and look for COVID-19 facilities within their surroundings. Once the facilities have been located the user will be able to further book a bed within the hospital while viewing all of the details related to their requirements. This booking request will be further sent to the administrator of the web application who will manage the entire request and ensure that the users are provided the proper details regarding this to ensure that there are no issues in the future regarding their booking. They will also be told a list of preventive measures they must take along with what they may bring for their accommodation. Through this paper a multi-level web application implemented with different phases will be explained