20 research outputs found
Survey and comparative analysis of phishing detection techniques: current trends, challenges, and future directions
No full textIn the age of digital communication, scams such as phishing continue to be a problem, necessitating the need for ever-more-advanced detection techniques to safeguard sensitive data. Examining several methods now in use, this review article groups them according to the application (email, web server, mail server, or browser-based). It explores the advantages and disadvantages of behavior-based, heuristic-based, machine learning (ML)-based, and signature-based techniques and offers a comparative evaluation of their efficacy. The essay delves deeper into the latest developments in phishing detection research, such as ML-powered social media exploration and real-time website analysis. The evaluation goes beyond just identifying detecting techniques; it also includes a data-driven analysis. In particular, random forest and support vector machines are ML algorithms that regularly produce results with high accuracy for detecting phishing attempts. Metrics like as recall, F1-score, and precision show how well these algorithms. Furthermore, specialised techniques such as heuristic-based and cantina-based approaches provide remarkable performance, underscoring the possibility of additional research in this field. Future research explores improved phishing detection through: better accuracy with ML, integrating new technologies, analyzing user behavior. A hybrid approach combining these techniques offers a stronger defense
Prevention in Healthcare: An Explainable AI Approach
No full textIntrusion prevention is a critical aspect of maintaining the security of healthcare systems, especially in the context of sensitive patient data. Explainable AI can provide a way to improve the effectiveness of intrusion prevention by using machine learning algorithms to detect and prevent security breaches in healthcare systems. This approach not only helps ensure the confidentiality, integrity, and availability of patient data but also supports regulatory compliance. By providing clear and interpretable explanations for its decisions, explainable AI can enable healthcare professionals to understand the reasoning behind the intrusion detection system's alerts and take appropriate action. This paper explores the application of explainable AI for intrusion prevention in healthcare and its potential benefits for maintaining the security of healthcare systems
EFFICIENT REBROADCASTING USING TRUSTWORTHINESS OF NODE WITH NEIGHBOUR KNOWLEDGE IN MANET
No full textMobile Ad hoc network is an infrastructure less communication network with limited resources. To maintain virtual infrastructure for communication broadcasting mechanisms is used. Due to lack of energy efficiency in Mobile Ad hoc network, there is a need to develop an efficient broadcasting model which enhances energy efficiency. Also nodes with malicious behaviour cause an internal threat that disobeys the standard and degrades the performance of routing protocols. This paper introduced an enhanced rebroadcasting algorithm, where rebroadcasting decision for next hop is immediate or delayed on the basis of trust value and energy level of particular node. This approach helps to decrease number of rebroadcast, energy consumption and also enhances security. The decision is made with trust value associated with node, their remaining energy and total number of uncovered nodes.
https://www.ijiert.org/paper-details?paper_id=14037
A SURVEY ON MULTIPATH ROUTING STRATEGY IN MULTI-HOPWIRELESS SENSOR NETWORK
No full textThere are number of routing protocols proposed for the data transmission in WSN. Initially single path routing schemes with number of variations are proposed. Still there were some drawbacks in single path routing. Single path routing was unable to provide the reliability and high throughput. Also security level was not considered while routing. Recently, to remove the drawbacks of the single path routing new routing technique is proposed called as multipath routing
EFFICIENT REBROADCASTING USING TRUSTWORTHINESS OF NODE WITH NEIGHBOUR KNOWLEDGE IN MANET
No full textMobile Ad hoc network is an infrastructure less communication network with limited resources. To maintain virtual infrastructure for communication broadcasting mechanisms is used. Due to lack of energy efficiency in Mobile Ad hoc network, there is a need to develop an efficient broadcasting model which enhances energy efficiency. Also nodes with malicious behaviour cause an internal threat that disobeys the standard and degrades the performance of routing protocols. This paper introduced an enhanced rebroadcasting algorithm, where rebroadcasting decision for next hop is immediate or delayed on the basis of trust value and energy level of particular node. This approach helps to decrease number of rebroadcast, energy consumption and also enhances security
EFFICIENT REBROADCASTING USING TRUSTWORTHINESS OF NODE WITH NEIGHBOUR KNOWLEDGE IN MANET
No full textMobile Ad hoc network is an infrastructure less communication network with limited resources. To maintain virtual infrastructure for communication broadcasting mechanisms is used. Due to lack of energy efficiency in Mobile Ad hoc network, there is a need to develop an efficient broadcasting model which enhances energy efficiency. Also nodes with malicious behaviour cause an internal threat that disobeys the standard and degrades the performance of routing protocols. This paper introduced an enhanced rebroadcasting algorithm, where rebroadcasting decision for next hop is immediate or delayed on the basis of trust value and energy level of particular node. This approach helps to decrease number of rebroadcast, energy consumption and also enhances security
A SURVEY ON MULTIPATH ROUTING STRATEGY IN MULTI-HOPWIRELESS SENSOR NETWORK
No full textThere are number of routing protocols proposed for the data transmission in WSN. Initially single path routing schemes with number of variations are proposed. Still there were some drawbacks in single path routing. Single path routing was unable to provide the reliability and high throughput. Also security level was not considered while routing. Recently, to remove the drawbacks of the single path routing new routing technique is proposed called as multipath routing
A Survey on Secure Distributed Deduplication Systems for Improved Reliability
No full textAbstract Data de-duplication is one of the most important technique used for removing the identical copies of repeating data and it is used in the clou
A SURVEY ON MULTIPATH ROUTING STRATEGY IN MULTI-HOP WIRELESS SENSOR NETWORK
No full textThere are number of routing protocols proposed for the data transmission in WSN. Initially single path routing schemes with number of variations are proposed. Sti ll there were some drawbacks in single path routing . Single path routing was unable to provide the reliability and h igh throughput. Also security level was not conside red while routing. Recently,to remove the drawbacks of the s ingle path routing new routing technique is propose d called as multipath routing. In this paper we discussed the different multipath routing protocols with number of variants. Initiall y multipath routing was proposed for the purpose of guaranteed delivery of packet to sink in case of link or node failure. There are other protocols which are proposed for the reli ability,energy saving,security and high throughpu t. Some multipath routing protocols have discussed the load balancing and security during packet transmission.
https://www.ijiert.org/paper-details?paper_id=14037
