Tag: Random Forest

  • Identification of Distinct Genes and Immune Patterns Associated with Abdominal Aortic Aneurysm Diseases

    Aortic aneurysm (AAA) is a life-threatening vascular condition characterized by an abnormal widening of the aorta in the abdominal area, which can lead to rupture and significant life risks. This article discusses the latest studies aimed at discovering new indicators for the early detection of AAA and focuses on the…

  • Using interpretable machine learning for predicting the stability of two-dimensional semiconducting materials

    This article presents a new perspective on studying the stability of two-dimensional semiconducting materials by leveraging interpretable machine learning techniques. In a world leaning toward rapid innovations, the exploration of new materials is a crucial element across various fields, ranging from electronics to environmental sensing. Although artificial intelligence has revolutionized…

  • Analysis of the Impact of Key Characteristics on the Growth Rate of Internal Defect Patterns Using Machine Learning Techniques

    The internal twist pattern is one of the key factors affecting the stability of confined magnetic fusion devices. This investigates how the interaction between various physical properties and the internal twist pattern using machine learning techniques such as Random Forests and Extreme Gradient Boosting occurs. This article reviews a deep…

  • Renewable Energy: Innovations and Challenges Towards a Sustainable Future

    Renewable energy is one of the most prominent global trends in the 21st century, becoming an urgent necessity to address the increasing climate and economic challenges. This shift is a result of the growing awareness of the importance of protecting the environment and reducing dependence on fossil fuels, which have…

  • A Study on Air and Water Flow in Vertical Pipes and the Effect of Pipe Diameter on the Accuracy of Experimental Models

    The study of two-phase air-water flow is considered a vital topic in the fields of environmental engineering, oil, and energy. This article presents an innovative research on countercurrent air-water flow within vertical pipes with diameters of 26 mm and 44 mm and a height of 2000 mm. Modern techniques were…

  • Sustainable Innovations in the Fashion World: Towards Responsible and Eco-Friendly Fashion

    ### Introduction: The Importance of Sustainable Fashion in the Modern Era Sustainable fashion is considered one of the key trends reflecting a profound transformation in the fashion industry, as the global market witnesses a shift towards achieving a balance between artistic creativity and environmental consideration. In light of increasing environmental…

  • Agricultural Technology: Innovations and Sustainability in Enhancing Agricultural Production

    Smart agriculture and its modern applications are considered one of the most important trends contributing to the enhancement of sustainable agricultural production worldwide. In an era characterized by rapid technological advancement, efforts have been combined to deploy innovative tools such as the Internet of Things, artificial intelligence, and digital applications…

  • 20 Innovative Topics on Social Innovation: Sustainable Solutions for Contemporary Challenges

    In an era characterized by rapid changes and increasing challenges, social innovation emerges as one of the essential tools for improving the lives of individuals and communities. This type of innovation involves the use of new and effective methods to address a range of social and economic issues, from enhancing…

  • Innovations and Challenges in Improving Mental Health: New Strategies and Future Insights

    In today’s world characterized by rapid changes and increasing challenges, mental health has become one of the most important issues facing societies worldwide. With the rise of daily pressures and the evolution of epidemics, it has become essential to continuously develop and review treatment and psychological support strategies. This article…

  • Social Innovation: Enhancing Quality of Life and Addressing Challenges in Various Fields

    In an era where technological and social changes are accelerating, social innovation increasingly contributes to improving the quality of life and achieving societal progress. This transformation goes beyond mere transient changes, demonstrating how innovations can enhance communities’ capacity to face contemporary challenges. This article discusses how innovation impacts several areas…

  • Social Innovations and Their Impact on Cultural Changes: Exploring New Horizons

    In a world characterized by rapid change and swift technological developments, social innovations have become central to shaping cultures and community interactions. These innovations reflect how technology and new practices can reshape our daily lives, from health and education to arts and economics. Each of the twenty topics presented reflects…

  • Revolution of Digital Innovation: Impacts and Transformations Across Various Sectors

    In the digital age we live in, we have witnessed the emergence of innovative and unprecedented technologies that contribute to radically changing everyday life and business processes. Artificial intelligence, augmented reality, smart transportation, and other modern technologies have become essential tools that enhance company efficiency and provide immersive experiences for…

  • Recent Innovations: Their Impacts and Challenges in Contemporary Societies

    Innovations are a pivotal force in shaping contemporary societies, significantly contributing to improving the quality of life and steering it towards a more sustainable and advanced future. In a world where technological and social changes are accelerating, the importance of innovation emerges in various fields ranging from education and commerce…

  • Technological Innovations: Towards a Sustainable and Advanced Future

    Biotechnology is considered one of the most prominent fields reflecting scientific development and its practical applications, as it contributes in unprecedented ways to improving human health and enhancing sustainability. In light of increasing health challenges and complex genetic diseases, attention is directed toward technologies like **CRISPR-Cas9**, which represents a revolution…

  • Innovation in Digital Skills Development: The Future of Education and the Labor Market

    ### Exploring Innovations in Digital Skills Development: Towards an Advanced and Multifunctional Generation #### Introduction: The Importance of Digital Skills Development in the Modern Era Modern societies are experiencing a radical transformation driven by technology and the growth of digital innovations, making the development of digital skills essential to keep…

  • Determining the Age of the South Aitken Basin Reveals a Shocking History of Lunar Surface Evolution

    The Moon is considered one of the most interesting celestial bodies, with its rugged, crater-filled surface revealing a long history of collisions with asteroids and comets. In this context, the article highlights the South Pole-Aitken Basin, the largest and oldest known impact basin on the Moon, which spans over 2000…

  • Innovation in Social Care: New Technology to Improve Quality of Life

    ### Introduction to the Article “Innovation in Social Care: New Technologies to Improve Contemporary Life” In an era characterized by rapid technological advancement, innovation in the field of social care has become an essential element for improving quality of life and meeting the needs of individuals and communities. The role…

  • Sustainable Innovations: The Key to Development and Progress in the Face of Global Challenges

    Innovations are an effective means to stimulate sustainable development and achieve economic and social goals in our current era. Modern technologies, with the increasing need for new solutions to face environmental and social challenges, stand out as a key element that helps to achieve a balance between technological advancement and…

  • Educational Innovations: Towards a Flexible and Inclusive Educational Future

    ### Introduction In an era characterized by rapid change and accelerating technological development, education remains the cornerstone upon which a bright future for upcoming generations relies. Amid ongoing transformations in the labor market and societal needs, attention is directed toward developing educational curricula that focus on life skills and self-directed…

  • Technological Innovations and Their Social Impacts: Exploring Future Challenges and Opportunities

    Technological innovations are considered essential elements that shape the social and economic landscape of the world today. In an era characterized by rapid changes and continuous developments, the role of technology has become increasingly evident in various aspects of daily life, providing opportunities to reshape many fields, from education and…