A Context Aware Decision-Making Algorithm for Human-Centric Analytics: Algorithm Development and Use Cases for Health Informatics System

Veena A, Gowrishankar S

Sinopse

This reference demonstrates the development of a context aware decision-making health informatics system with the objective to automate the analysis of human centric wellness and assist medical decision-making in healthcare.
 
 
 
The book introduces readers to the basics of a clinical decision support system. This is followed by chapters that explain how to analyze healthcare data for anomaly detection and clinical correlations. The next two sections cover machine learning techniques for object detection and a case study for hemorrhage detection. These sections aim to expand the understanding of simple and advanced neural networks in health informatics. The authors also explore how machine learning model choices based on context can assist medical professionals in different scenarios.
 
 
 
Key Features
 
 
 
Reader-friendly format with clear headings, introductions and summaries in each chapter
 
Detailed references for readers who want to conduct further research
 
Expert contributors providing authoritative knowledge on machine learning techniques and human-centric wellness
 
Practical applications of data science in healthcare designed to solve problems and enhance patient wellbeing
 
Deep learning use cases for different medical conditions including hemorrhages, gallbladder stones and diabetic retinopathy
 
Demonstrations of fast and efficient CNN models with varying parameters such as Single shot detector, R-CNN, Mask R-CNN, modified contrast enhancement and improved LSTM models.
 
 
 
This reference is intended as a primary resource for professionals, researchers, software developers and technicians working in healthcare informatics systems and medical diagnostics. It also serves as a supplementary resource for learners in bioinformatics, biomedical engineering and medical informatics programs and anyone who requires technical knowledge about algorithms in medical decision support systems.
 
 
 
Readership
 
Healthcare professionals, software developers, engineers, diagnostic technicians, students, academicians and machine learning enthusiasts.

Disponível desde: 25/10/2024.

Ciência e Tecnologia

Outros livros que poderiam interessá-lo

Anonymous Heritage

simon six

In this book, we delve into the world of Anonymous, a community of hackers and free speech activists that has shaken governments and businesses worldwide. Based on a true story, we follow the adventures of some of its members while protecting their anonymity by changing certain names, places, and circumstances. Most of the information is already classified and known.

Ver livro

Understanding Clickbank

Natalia Valencia

Understanding Clickbank: The Essential Guide on Clickbank Marketing. Discover Useful Tips and Important Strategies On Making Money Through Clickbank MarketingClickbank is a site that has enabled thousands of people to launch online marketing careers, many of whom had no previous online marketing experience. Indeed, many people who have started successful internet marketing businesses had no previous marketing experience whatsoever, online or in the real bricks-and-mortar business world. Clickbank.com was first launched back in 1999, and from that day to this, it has developed into the largest repository of digital information products on the net, with over 10,000 products registered at any one time. Clickback is an excellent electronic network that is truly accessible and easy to use for all internet and affiliate marketers out there. The first and perhaps most important thing to say about the idea of making a huge Clickbank profit is that it is eminently possible to do so as long as you have a system or process set up to maximize the profitability of your business from the beginning.This audiobook will guide you to Clickbank marketing success. Discover how Clickbank can make a huge difference in your online profits. Here are some of the topics that you will uncover in this audiobook: What is Clickbank? Why Clickbank? Signing Up for a Clickbank Account, Using Your Hoplink, Payment Reliability, Profitability as a Merchant, Profitability as an Affiliate, and many many more!There is nothing particularly difficult or complex about setting up your business for long-term success as a Clickbank affiliate. With the information in this guide, you have everything you need to step out on the road to Understanding Clickbank and be successful, starting today.

Ver livro

Causal Inference and AI -...

Sam Green

Artificial intelligence has revolutionized industries by identifying patterns and making predictions from vast amounts of data. However, the true power of AI lies not just in recognizing correlations but in understanding causation—the fundamental "why" behind events and outcomes. 
Causal Intelligence provides a comprehensive exploration of how causal inference principles can transform AI systems from mere pattern detectors into tools capable of reasoning, decision-making, and ethical intervention. Combining the rigor of causal theory with the practicalities of modern AI, this book bridges the gap between two evolving fields to unlock groundbreaking applications in healthcare, finance, public policy, and beyond. 
Whether you’re a data scientist, AI practitioner, researcher, or curious technologist, this book will empower you to:Grasp the fundamental differences between correlation and causation.Understand key causal inference frameworks, including Pearl's Causal Hierarchy and Rubin's Causal Model.Discover techniques for identifying causal relationships in complex data.Learn how to integrate causal reasoning into machine learning and AI systems.Explore real-world applications and case studies where causality transforms outcomes.Address fairness and ethics in AI using a causal perspective. 
Written in an accessible yet rigorous style, Causal Intelligence serves as a roadmap for the next generation of AI systems—ones that don’t just predict the future but understand it, shape it, and improve it. Dive into the emerging world of causal AI and discover how it’s poised to redefine data-driven decision-making for the better.

Ver livro

The Field Guide to Understanding...

Sidney Dekker

When faced with a ’human error’ problem, you may be tempted to ask 'Why didn’t these people watch out better?' Or, 'How can I get my people more engaged in safety?' You might think you can solve your safety problems by telling your people to be more careful, by reprimanding the miscreants, by issuing a new rule or procedure and demanding compliance. These are all expressions of 'The Bad Apple Theory' where you believe your system is basically safe if it were not for those few unreliable people in it. Building on its successful predecessors, the third edition of The Field Guide to Understanding ’Human Error’ will help you understand a new way of dealing with a perceived 'human error' problem in your organization. It will help you trace how your organization juggles inherent trade-offs between safety and other pressures and expectations, suggesting that you are not the custodian of an already safe system. It will encourage you to start looking more closely at the performance that others may still call 'human error', allowing you to discover how your people create safety through practice, at all levels of your organization, mostly successfully, under the pressure of resource constraints and multiple conflicting goals. The Field Guide to Understanding 'Human Error' will help you understand how to move beyond 'human error'; how to understand accidents; how to do better investigations; how to understand and improve your safety work. You will be invited to think creatively and differently about the safety issues you and your organization face. In each, you will find possibilities for a new language, for different concepts, and for new leverage points to influence your own thinking and practice, as well as that of your colleagues and organization. If you are faced with a ’human error’ problem, abandon the fallacy of a quick fix. Read this book.

Ver livro

Secure Software Design

Saimon Carrie

"Secure Software Design: Advanced Strategies for Building Resilient and Secure Applications" delves into the intricacies of creating robust and secure software systems in an increasingly complex digital landscape. In this comprehensive guide, readers will explore advanced strategies and best practices for fortifying their applications against evolving cyber threats. 
From understanding the principles of secure software design to implementing advanced security measures, this book equips developers, architects, and security professionals with the knowledge and techniques needed to protect their applications and data from malicious actors. Through practical examples, case studies, and expert insights, readers will learn how to:Apply secure coding principles and best practices to minimize vulnerabilities and exploits.Implement advanced authentication and authorization mechanisms, such as multi-factor authentication (MFA) and role-based access control (RBAC).Utilize encryption and secure communication protocols to safeguard data at rest and in transit.Incorporate security into the software development lifecycle (SDLC) through threat modeling, secure coding standards, and security testing.Leverage emerging technologies, such as AI and machine learning, to enhance threat detection and incident response capabilities.Navigate compliance requirements and regulatory frameworks, including GDPR, HIPAA, and PCI DSS. 
This book provides invaluable insights and actionable strategies for building resilient and secure applications in today's cyber-threat landscape.

Ver livro

Transform Your HAM RADIO...

Orin Galloway

Transform Your HAM RADIO Experience Today 
⭐⭐ A Simplified Guide with Clear Explanations! ⭐⭐ 
Are you eager to elevate your skills and deepen your understanding of ham radio? 
Searching for a complete guide that equips you with everything you need to enhance your ham radio experience? 
Your quest ends now! 
This guide is your ultimate resource for mastering ham radio, where you'll learn to apply your skills through engaging, hands-on exercises that set you up for success. 
Updated for the latest advancements in ham radio! 
Key features of this enhanced guide: 
- In-depth insights about unlocking your potential with ham radio 
- Comprehensive explanations of ham radio concepts 
- Effective strategies for mastering techniques and troubleshooting 
Our guide stands out with its thorough coverage, ensuring you are well-prepared for your ham radio journey. Each concept is explored in detail, leaving no stone unturned. 
Please note that this guide is an independent resource and is not affiliated with any official ham radio entity. 
Crafted with a clear structure and accessible language, our guide guarantees seamless transitions between topics. Say farewell to complex terminology and embrace clear, concise, and technically accurate content. 
So, what are you waiting for? Click the BUY NOW button, secure your guide, and embark on your path to transforming your ham radio experience today!

Ver livro