Securitizing Shelter Technology Driven Insights Into Single Family Mortgage Financing And Affordable Housing Initiatives
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Securitizing Shelter Technology Driven Insights Into Single Family Mortgage Financing And Affordable Housing Initiatives
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Author : Someshwar Mashetty
language : en
Publisher: Deep Science Publishing
Release Date : 2025-04-13
Securitizing Shelter Technology Driven Insights Into Single Family Mortgage Financing And Affordable Housing Initiatives written by Someshwar Mashetty 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 2025-04-13 with Law categories.
Housing is more than just shelter—it is the foundation of stability, opportunity, and economic mobility. Yet, achieving equitable access to affordable housing remains a persistent challenge in the modern era. Securitizing Shelter: Technology-Driven Insights into Single-Family Mortgage Financing and Affordable Housing Initiatives explores how cutting-edge technologies are reshaping the landscape of housing finance and policy. The intersection of finance, technology, and housing policy is undergoing rapid transformation. With the rise of data analytics, machine learning, and digital platforms, stakeholders now have unprecedented tools to assess risk, streamline mortgage origination, predict market trends, and design more effective affordable housing initiatives. Securitization, once viewed as a complex and opaque financial mechanism, is now being reimagined through transparent, tech-enhanced models that aim to balance profitability with social responsibility. This book aims to illuminate the evolving role of technology in single-family mortgage financing—from automated underwriting systems to blockchain-enabled transparency—and how these innovations are impacting both lenders and borrowers. We also delve into the policy side, examining how data-driven insights can guide affordable housing programs, assess community needs, and shape inclusive urban development. Drawing on real-world examples, research findings, and industry trends, Securitizing Shelter offers a multifaceted view of how technology can be a powerful catalyst for positive change in the housing sector. It provides valuable insights for financial professionals, technologists, housing advocates, and policymakers alike. In a world where access to affordable housing is increasingly tied to digital infrastructure and financial innovation, this book invites readers to rethink what it means to provide shelter—and how smarter systems can help close the housing gap. By securitizing shelter through the lens of technology, we are not just financing homes—we are investing in the future of communities.
Ethical Considerations And Bias Detection In Artificial Intelligence Machine Learning Applications
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Author : Jayesh Rane
language : en
Publisher: Deep Science Publishing
Release Date : 2025-07-10
Ethical Considerations And Bias Detection In Artificial Intelligence Machine Learning Applications written by Jayesh Rane 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 2025-07-10 with Computers categories.
At a time when artificial intelligence (AI) and machine learning (ML) are used to make sensitive societal decisions such as the ones related to criminal justice, healthcare, finance, education, employment, algorithmic fairness and bias mitigation are among the most important but challenging issues at hand. The goal of this book is to provide a holistic view across various disciplines of the ethical base, detection methods, and technical measures for trustworthy AI systems. Starting from a solid foundation of statistical bias, transparency systems and fairness-aware ML models, this book methodically looks at state-of-the-art methodologies, where we highlight their shortcomings and introduce a unified model framework for detecting bias and transparent algorithms. Moving beyond technical diagnoses, it examines key sociotechnical and policy tools that are required to implement AI responsibly, providing guidance to researchers, engineers, policy makers, and organizational leaders. Literature review has been driven following the experimental case, the fairness trade-offs, intersectional bias, explainability and regulatory compliance are discussed in depth by the authors. This work underscores that fairness in automated decision-making systems depends not only on algorithmic accuracy, but also institutional will and stakeholder engagement. The chapters in this book function as both an academic primer and a resourceful handbook, transitioning readers through an ever-growing ethical AI terrain. Whether you are a data scientist building and deploying an algorithm that encourages ethical speech, or a regulator working to create and refine guidelines around such algorithms, this book provides you with both the tools and the understanding you need for ethical technology development and deployment.
Financing Affordable Housing In Yangon
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Author : Asian Development Bank
language : en
Publisher: Asian Development Bank
Release Date : 2019-05-01
Financing Affordable Housing In Yangon written by Asian Development Bank and has been published by Asian Development Bank this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-05-01 with Law categories.
Myanmar's housing sector is struggling to cope with rapid urbanization, internal migration, and new demand from recent economic growth. These challenges are most apparent in the Yangon Region, where estimates suggest there will be a housing shortage of 1.3 million units by 2030. This publication assesses the current housing market situation in Yangon. It identifies reform options and offers practical recommendations to support the Yangon Region Government's implementation of its affordable housing agenda and related policies.
Housing Microfinance
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Author : Franck Daphnis
language : en
Publisher: Kumarian Press
Release Date : 2004
Housing Microfinance written by Franck Daphnis and has been published by Kumarian Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Business & Economics categories.
* First book to link housing and microfinance * Presents international and US experience As the premier book to provide a comprehensive overview of housing microfinance worldwide, Housing Microfinance sets the standard for future work in the field. The expert contributors combine wisdom from the separate fields of housing policy and microfinance, demonstrating what each can learn from the other. With solid guidance for practitioners and policymakers, the book reviews important issues for international and domestic microfinance institutions that are considering expanding into housing and for providers of conventional housing loans who seek to offer their services to poor clients who lack collateral or regular income.