Analysing Cloud Ddos Attacks Using Supervised Machine Learning

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Analysing Cloud Ddos Attacks Using Supervised Machine Learning

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Author : Chisom Elizabeth Alozie
language : en
Publisher: Deep Science Publishing
Release Date : 2025-02-02

Analysing Cloud Ddos Attacks Using Supervised Machine Learning written by Chisom Elizabeth Alozie and has been published by Deep Science Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-02 with True Crime categories.

Cloud computing in its simplest form refers to the provision of hardware and software to deliver a service over an internet network. However, Cloud Computing has numerous issues, such as security attacks and distributed denial of service (DDoS). A DDoS attack is defined as a method of attack in which numerous computer systems are allowed to attack a target, such as a server, any resource, or website, resulting in a denial of service for the resource's intended users. This research analysed the normal traffic and DDoS attack traffic from cloud environments using machine learning technology to detect DDoS attacks. This work’s main contribution is the extraction of dataset features and the discovery of new flow features for DDoS attack detection. To create the dataset, novel features are stored in a CSV file using the CICFlowMeter tool. Features were selected using a correlation coefficient to get better model accuracy. Machine learning algorithms were trained on the resulting cloud dataset. The existing work reviews for detection of DDoS attacks either used a cloud dataset or another network data set, or the research findings were kept confidential. The methodology used to solve this problem is the CRISP-DM methodology. The proposed solution deployed a brand-new dataset with five machine-learning models for classification. The findings of this study help to improve knowledge of the ability of DDoS datasets to detect intrusions. Five performance metrics—accuracy, precision, recall, F1-score, and computation time were used to analyse the datasets. Based on the results achieved with the new dataset, the Random Forest, Support Vector Machine, Decision Tree, and K-NN achieved a 100% rate of 100% on the accuracy, precision, recall, and F1 score in a shorter computation time. With the open-source dataset, Random Forest, Decision Tree, and K-Nearest Neighbor achieved 100% accuracy.

Advances In Network Security And Applications

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Author : David C. Wyld
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-06-30

Advances In Network Security And Applications written by David C. Wyld and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-06-30 with Computers categories.

This book constitutes the proceedings of the 4th International Conference on Network Security and Applications held in Chennai, India, in July 2011. The 63 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers address all technical and practical aspects of security and its applications for wired and wireless networks and are organized in topical sections on network security and applications, ad hoc, sensor and ubiquitous computing, as well as peer-to-peer networks and trust management.

Recent Innovations In Computing

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Author : Pradeep Kumar Singh
language : en
Publisher: Springer Nature
Release Date : 2021-01-12

Recent Innovations In Computing written by Pradeep Kumar Singh and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-12 with Technology & Engineering categories.

This book features selected papers presented at the 3rd International Conference on Recent Innovations in Computing (ICRIC 2020), held on 20–21 March 2020 at the Central University of Jammu, India, and organized by the university’s Department of Computer Science & Information Technology. It includes the latest research in the areas of software engineering, cloud computing, computer networks and Internet technologies, artificial intelligence, information security, database and distributed computing, and digital India.

Proceeding Of The International Conference On Computer Networks Big Data And Iot Iccbi 2019

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Author : A. Pasumpon Pandian
language : en
Publisher: Springer Nature
Release Date : 2020-03-04

Proceeding Of The International Conference On Computer Networks Big Data And Iot Iccbi 2019 written by A. Pasumpon Pandian and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-04 with Computers categories.

This book presents the proceedings of the International Conference on Computing Networks, Big Data and IoT [ICCBI 2019], held on December 19–20, 2019 at the Vaigai College of Engineering, Madurai, India. Recent years have witnessed the intertwining development of the Internet of Things and big data, which are increasingly deployed in computer network architecture. As society becomes smarter, it is critical to replace the traditional technologies with modern ICT architectures. In this context, the Internet of Things connects smart objects through the Internet and as a result generates big data. This has led to new computing facilities being developed to derive intelligent decisions in the big data environment. The book covers a variety of topics, including information management, mobile computing and applications, emerging IoT applications, distributed communication networks, cloud computing, and healthcare big data. It also discusses security and privacy issues, network intrusion detection, cryptography, 5G/6G networks, social network analysis, artificial intelligence, human–machine interaction, smart home and smart city applications.

Risk Detection And Cyber Security For The Success Of Contemporary Computing

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Author : Kumar, Raghvendra
language : en
Publisher: IGI Global
Release Date : 2023-11-09

Risk Detection And Cyber Security For The Success Of Contemporary Computing written by Kumar, Raghvendra and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-09 with Computers categories.

With the rapid evolution of technology, identifying new risks is a constantly moving target. The metaverse is a virtual space that is interconnected with cloud computing and with companies, organizations, and even countries investing in virtual real estate. The questions of what new risks will become evident in these virtual worlds and in augmented reality and what real-world impacts they will have in an ever-expanding internet of things (IoT) need to be answered. Within continually connected societies that require uninterrupted functionality, cyber security is vital, and the ability to detect potential risks and ensure the security of computing systems is crucial to their effective use and success. Proper utilization of the latest technological advancements can help in developing more efficient techniques to prevent cyber threats and enhance cybersecurity. Risk Detection and Cyber Security for the Success of Contemporary Computing presents the newest findings with technological advances that can be utilized for more effective prevention techniques to protect against cyber threats. This book is led by editors of best-selling and highly indexed publications, and together they have over two decades of experience in computer science and engineering. Featuring extensive coverage on authentication techniques, cloud security, and mobile robotics, this book is ideally designed for students, researchers, scientists, and engineers seeking current research on methods, models, and implementation of optimized security in digital contexts.

International Conference On Signal Machines Automation And Algorithm

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Author : Hasmat Malik
language : en
Publisher: Springer Nature
Release Date : 2024-12-18

International Conference On Signal Machines Automation And Algorithm written by Hasmat Malik and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-18 with Computers categories.

This book is a set of best quality peer-reviewed innovative research papers from the International Conference on Signals, Machines, Automation and Algorithm (SIGMAA 2023), held at Shoolini University, India, during 15–16 December 2023 in hybrid mode. This book has originality of work with the innovative ideas regarding artificial intelligence (AI) and its applications in the field of communication, computing, and power technologies.

Advances In Computational Intelligence

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Author : K. Venu Gopal Rao
language : en
Publisher: Springer Nature
Release Date : 2024-08-24

Advances In Computational Intelligence written by K. Venu Gopal Rao and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-24 with Computers categories.

This book constitutes the refereed proceedings of the First International Conference on Advances in Computational Intelligence, ICACI 2023, held in Hyderabad, India, during December 15–16, 2023. The 7 full papers and 2 short papers included in this book were carefully reviewed and selected from 234 submissions. These papers focus on the diverse applications of Data engineering in various areas such as Data Mining, Artificial Intelligence, Natural Language Processing, Pattern Recognition, and Machine Learning.

Advances In Signal And Data Processing

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Author : S. N. Merchant
language : en
Publisher: Springer Nature
Release Date : 2021-01-11

Advances In Signal And Data Processing written by S. N. Merchant and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-11 with Technology & Engineering categories.

This book presents the select peer-reviewed proceedings of the International Conference on Signal and Data Processing (ICSDP) 2019. It examines and deliberates on the recent progresses in the areas of communication and signal processing. The book includes topics on the recent advances in the areas of wired and wireless communication, low complexity architecture of MIMO receivers, applications on wireless sensor networks and internet of things, signal processing, image processing and computer vision, VLSI embedded systems, cognitive networks, power electronics and automation, mechatronics based applications, systems and control, cognitive science and machine intelligence, information security and big data. The contents of this book will be useful for beginners, researchers, and professionals interested in the area of communication, signal processing, and allied fields.

Applications Of Artificial Intelligence For Smart Technology

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Author : Swarnalatha, P.
language : en
Publisher: IGI Global
Release Date : 2020-10-30

Applications Of Artificial Intelligence For Smart Technology written by Swarnalatha, P. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-30 with Computers categories.

As global communities are attempting to transform into more efficient and technologically-advanced metropolises, artificial intelligence (AI) has taken a firm grasp on various professional fields. Technology used in these industries is transforming by introducing intelligent techniques including machine learning, cognitive computing, and computer vision. This has raised significant attention among researchers and practitioners on the specific impact that these smart technologies have and what challenges remain. Applications of Artificial Intelligence for Smart Technology is a pivotal reference source that provides vital research on the implementation of advanced technological techniques in professional industries through the use of AI. While highlighting topics such as pattern recognition, computational imaging, and machine learning, this publication explores challenges that various fields currently face when applying these technologies and examines the future uses of AI. This book is ideally designed for researchers, developers, managers, academicians, analysts, students, and practitioners seeking current research on the involvement of AI in professional practices.

Security And Privacy In Communication Networks

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Author : Fengjun Li
language : en
Publisher: Springer Nature
Release Date : 2023-02-03

Security And Privacy In Communication Networks written by Fengjun Li and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-03 with Computers categories.

This book constitutes the refereed proceedings of the 18th EAI International Conference, SecureComm 2022, Virtual Event, October 2022, Proceedings. The 43 full papers included in this book were carefully reviewed and selected from 130 submissions. They were organized in topical sections as follows: AI for Security, Applied Cryptography, Binary Analysis, Blockchain, Cryptography, Data Security, Intrusion Detection, Mobile Security, Network Security, Privacy, Software Security, Security and Privacy-preserving Solutions in the Internet of Things (S/P-IoT).