iosr-JCE   Volume-26 ~ Issue-3 ~ May - Jun. 2024

Abstract: Background: This study proposes scalable intrusion detection systems suitable for big data environments. The objectives of the study are; to address the limitations of traditional IDS methods and providing a more robust defense against advanced attacks in the context of large-scale data systems; and to develop an intrusion detection system capable of effectively detecting and mitigating security threats within big data environments........

Index Terms—attacks, CNN, data systems, defense, deep learning, GAN, LSTM, security threats

[1] Wikipedia. "2016 Dyn Cyberattack." Accessed November 10, 2017.
[2] The Guardian. "Ddos Attack That Disrupted Internet Was Largest Of Its Kind In History, Experts Say." Accessed April 10, 2017.
[3] Diro, A. A., And N. Chilamkurti. "Distributed Attack Detection Scheme Using Deep Learning Approach For Internet Of Things." Future Generation Computer Systems 82 (2018): 761-768. Doi:10.1016/J.Future.2017.08.043.
[4] Kukkar, A., D. Gupta, S. M. Beram, M. Soni, N. K. Singh, A. Sharma, R. Neware, M. Shabaz, And A. Rizwan. "Optimizing Deep Learning Model Parameters Using Socially Implemented Iomt Systems For Diabetic Retinopathy Classification Problem." Ieee Transactions On Computational Social Systems 10, No. 4 (2022). Doi:10.1109/Tcss.2022.3213369.
[5] Muna, A. H., N. Moustafa, And E. Sitnikova. "Identification Of Malicious Activities In Industrial Internet Of Things Based On Deep Learning Models." Journal Of Information Security And Applications 41 (2018): 1-11. Doi:10.1016/J.Jisa.2018.05.002

Abstract: This paper presents a thorough examination of Google query patterns, aiming to uncover insights into user behaviors, emerging trends, and the implications for search engine optimization (SEO) and digital marketing strategies. Leveraging large-scale data analytics, the study delves into the intricate dynamics of search queries performed on the world's leading search engine, Google. The analysis begins by delineating the fundamental components of a search query, including keywords, search intent, and contextual factors such as user.......

Index Terms—Data collection; Web usage mining; Google analytics; web usage mining preconditions; visitor tracking; optimization

[1] Gunther Cw, Verbeek E. Xes Standard Definition. Eindhoven University Of Technology. 2012.
[2] Hughes D. Documentation For Lars. Mime Consulting. 2013. Available At: Http://Lars.Readthedocs.Org/En/Release-0.2/. Accessed December 10, 2013.
[3] Jamari P. Improving The Performance Of Proxy Server By Using Data Mining Technique. World Academy Of Science, Engineering And Technology. 2013.
[4] Kowhai R. Mining E-Commerce Data : The Good, The Bad, And The Ugly. Kdd 2001 Industrial Track 2001.
[5] Available At: Http://Www.Processmining.Org/Logs/Start. Accessed December 14, 2013.

Abstract: In the areas of computing theories: automata, computability and complexity, a question arose in the 1930s. What are the fundamental capabilities and limitations of computers? In 1936, Alan Turing proposed a powerful computing model called Turing machine. It is an abstract computing machine for a general purpose computer, and like a general purpose computer, it cannot solve a certain complex problems. A Turing machine has unlimited memory using a tape to store characters or symbols and blank characters (empty spaces). It uses a head to read or write........

Index Terms—Automata, Computing Theories, Formal language, Science, Technology, Computing Machines, Turing Thesis, Turing machines, Mathematics.Complexities, Computability, Limitations, Memory

[1] Michael Sipser, Mit, "Introduction To The Theory Of Computation", 1997, Pws Publishing Company, Boston, Ma. 02116-4324. Pages: 1-3, 125-126
[2] From The Internet:
Https://Www.Bing.Com/Search?Q=Application+Of+Turing+Machine&Qs=Nm&Pq=Turing+Machine+Applications&Sk=Hs1&Sc=8-27&Cvid=7b091805493f49469bccd054508a1ed8&Form=Qbre&Sp=2&Lq=0 Downloaded 1/3/2024 At 11:53am
[3] From The Internet: Https://En.Wikipedia.Org/Wiki/Turing_Machine Downloaded 1/1/2024 At 1:38pm Pages: 1-3
[4] From The Internet: Https://Introcs.Cs.Princeton.Edu/Java/52turing/ Downloaded 1/1/2024 At 12:49pm Pages: 1-5
[5] Thomas A. Sudkamp (2006). "Languages And Machines, 3rd Edition".Addison-Wesley. Isbn 0-321-32221-5.Chapter 8.4: Multitape Machines, Pages: 263–264

Abstract: This paper investigates the integration of blockchain technology into networking protocols to enhance security, privacy, and decentralization in communication networks and it delivers an overview of these technologies. The work developed a framework for blockchain integration into networking protocols based on addressed approaches. This work discusses some of the challenges facing traditional networking protocols incorporating blockchain implementation into communication networks. In order to demonstrate how blockchain technology may be used........

Index Terms—Blockchain Technology, Decentralization, Cryptographic Hashing, SHA-256 and MATLAB

[1] Al-Fuqaha, A., Guizani, M., Mohammadi, M., Aledhari, M., & Ayyash, M. (2015). Internet Of Things: A Survey On Enabling Technologies, Protocols, And Applications. Ieee Communications Surveys & Tutorials, 17(4), 2347-2376
[2] Zhang, H., Liu, N., Chu, X., Long, K., Aghvami, H., & Leung, V. (2019). Network Slicing Based 5g And Future Mobile Networks: Mobility, Resource Management, And Challenges. Ieee Communications Magazine, 55(8), 138-145.
[3] Nakamoto, S. (2008). Bitcoin: A Peer-To-Peer Electronic Cash System. Retrieved From Https://Bitcoin.Org/Bitcoin.Pdf.
[4] Christidis, K., & Devetsikiotis, M. (2016). Blockchains And Smart Contracts For The Internet Of Things. Ieee Access, 4, 2292-2303.
[5] Dorri, A., Kanhere, S. S., & Jurdak, R. (2017). Blockchain In Internet Of Things: Challenges And Solutions. Arxiv Preprint Arxiv:1608.05187

Abstract: In the world of e-commerce, where buying and selling take place online, the languages in which websites are designed play an important role in shaping the user experience and ensuring smooth communication Popular languages a used to develop e-commerce websites including Java, Python, and, C++. Java provides robustness and reliability for backend development, ensuring that critical resources are properly controlled. Python offers versatility, especially in data analytics and machine learning applications, and drives AI features such as personalized recommendations.....

Keywords: E-commerce, Artificial Intelligence, LLM, C++, Python, Java, Industry Opinions, Code

[1] Https://Www.Analyticsinsight.Net/5-Programming-Languages-For-Creating-An-E-Commerce-Site/
[2] Https://Shivlab.Com/Blog/5-Programming-Languages-For-Creating-E-Commerce-Websites/
[3] Https://Profiletree.Com/Best-Programming-Language-Ecommerce-Website/
[4] Richard F. Schmidt, Software Requirements Management In Software Engineering, 2013, Https://Www.Sciencedirect.Com/Topics/Computer-Science/Software-Performance
[5] Information Technology — Programming Languages, Their Environments And System Software Interfaces Technical Report On C++ Performance

Abstract: The great majority of the computer systems that are now being employed for exploration on medical health systems are grounded on the most recent specialized improvements. Because of the frequence of pancreatic cancer, a significant number of new approaches and ways have surfaced in the field of drug. There are several colorful groups that may be applied to the pancreatic cancer that can be set up. Application of the deep learning technology is going to be the means by which the bracket of pancreatic cancer is going to be completed. The bracket of pancreatic cancer may be dived from a variety of angles, each of which can be fulfilled via utilizing either technology.....

Keywords: pancreatic cancer, data, pancreas , random forest , cnn

[1] Zuherman Rustam, Fildzah Zhafarina, Glori Stephani Saragih, Sri Hartini; Pancreatic cancer classification using logistic regression and random forest.
[2] Emmanuel Briones, Angelyn Lao, Geoffrey A. Solano; A Pancreatic Cancer Detection Support Tool Using Mass Spectrometry Data and Support Vector Machines
[3] Wazir Muhammad, Gregory R.Hart , Bradley Nartowt, James J. Farrell, Kimberly Johung, Ying Liang1 and Jun Deng; Pancreatic Cancer Prediction through an Artificial Neural Network

Abstract: The integration of Artificial Intelligence (AI) in healthcare has led to a transformative era in medical research, diagnosis, treatment, and patient care. This research explores the multifaceted applications of AI in healthcare, highlighting its greater influence on improving the quality and efficiency of healthcare services. We delve into the role of AI in medical imaging, where it enhances the accuracy of diagnostics and reduces human error in tasks such as radiology and pathology. The benefits of AI in healthcare are measured by how AI is improving healthcare outcomes.....

Keywords: Artificial Intelligence, Machine learning, Algorithms, Prediction, Healthcare Analytics

[1] Eapsita Pahari (2023). "The Role Of Ai In Healthcare", In Proceedings Of Frankfrut University Of Applied Sciences, 2023.
[2] Pouyan Esmaeilzadeh (2020). "Use Of Ai Based Tools For Healthcare Purposes: A Survey Study From Consumers Perspectives", In Proceeding Of Bmc Med Inform Decis Mark, 2020.
[3] Thomas Davenport (2019). "The Potential For Artificial Intelligence In Healthcare", In Proceeding Of Future Healthcare Journal, 2019.
[4] Pyxl. "How Ai Is Transforming Healthcare Websites". Available: Https://Pyxl.Com/Blog/How-Ai-Is-Transforming-Healthcare-Websites/
[5] Ibm. "The Benefits Of Ai In Healthcare". Available: Https://Www.Ibm.Com/Blog/The-Benefitsof-Ai-In-Healthcare/