A R C A S Research Center

Artificial Intelligence |

Artificial intelligence (AI) represents a dynamic sector for research centers dedicated to enabling machines to mimic human behavior, effectively automating intelligent actions. This fascinating field encompasses a variety of applications, including strategic game playing, sophisticated expert systems, advanced natural language processing, and innovative robotics. In ARCAS, AI is broadly categorized into two primary projects, each with its unique focus and methodologies.

Project 1: Enhancing Breast Cancer Prediction through Machine Learning Techniques

Breast cancer represents a widespread global health concern, affecting women across the world and standing as a leading cause of mortality among them. Over the past decade, there has been remarkable progress in technology, which has driven the rise of machine learning (ML) models for breast cancer prediction. These models utilize patient datasets, such as mammograms, to identify patterns linked to breast cancer development. Mammograms, which are X-ray images of the breast, have long been a central tool in breast cancer screening and treatment. In this area, artificial intelligence (AI) plays a vital role, enabling early detection that has a significant impact on survival rates. Despite these advancements, predicting breast cancer continues to be a major challenge for clinicians and researchers. This project outlines a comprehensive plan describing the department’s structure, functions, and contributions to cancer research and early diagnosis. Its main focus is the development of a Clinical Decision Support System (CDSS) designed to enhance healthcare decision-making, particularly in the prediction of breast cancer.

 

Using radiological images from from diverse populations worldwide, and training a highly accurate AI model capable of identifying early indicators of breast cancer risk with unmatched precision and reliability.

In the field of medical data analysis, breast cancer prediction remains a complex task. Early diagnosis and heightened awareness are critical, as they can significantly lower mortality rates. Automated tools are increasingly important in helping doctors distinguish between malignant and benign tumors. By processing medical data, ML algorithms provide crucial support in both diagnosis and decision-making. Numerous studies emphasize the effectiveness of ML methods in breast cancer prediction, often achieving very low error rates. However, current methods, such as mammography, still present limitations and can cause discomfort, particularly for younger women. This project seeks to evaluate the performance of ML algorithms in predicting breast cancer risk among women, comparing the accuracy, sensitivity, and specificity of urine tests versus mammograms. Through this research, the goal is to strengthen early detection strategies and improve patient care in the ongoing fight against breast cancer

Project 2: Security Architecture of Artificial Intelligence Computing Infrastructure

The computing infrastructure for artificial intelligence (AI) serves as the critical backbone for AI development, yet its complexity introduces significant security challenges. Characterized by its diverse features, intricate network nodes, extensive user base, and the inherent vulnerabilities of AI technologies, ensuring the security of AI computing infrastructure is paramount. This project delves into the essence and security evolution of AI computing infrastructure, offering a robust security architecture designed through a three-pronged approach: enhancing inherent security measures, bolstering operational security, and promoting compliance with security standards. By proposing strategic recommendations, this work aims to guide the secure construction of AI computing infrastructure. These insights intend to aid in the selection and application of secure AI platforms and provide strategic guidance to foster the healthy and sustainable growth of the AI sector

Cybersecurity
Virtual Reality
ARTIFICIAL INTELLIGENCE

Goals for the quarter

Center of Augmented Reality, Cybersecurity, and
Artificial Intelligence Solutions (ARCAS) is a hub for
advancing knowledge and fostering collaboration in the
critical field of cybersecurity and AI. Here, researchers
explore the exciting potential of artificial intelligence to
create powerful new defenses against cyber threats.

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