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

Veena A, Gowrishankar S

Summary

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.

Available since: 10/25/2024.

Science & Technology

Other books that might interest you

Doctor's In The: Treating...

Alan D. Weinberger, CJ Arlotta

About the Book 
Many have compared the “Roaring Twenties” from the last century, to the 2020s of the 21st century. The new freedoms of this era (similar to 100 years ago) have caused disruptions, mainly as the Internet ‘flattens’ our world and accelerates outcomes that can be felt around the globe. One certainty, no matter how the new economic, political, and social structures will evolve, is the appearance of bad actors that will continue to use cyber warfare and cyber insecurity to their benefit. This book details in an easy-to-read format how we can best protect our “life, liberty and pursuit of happiness” in our new digital age.

Show book

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!

Show book

Planet X Hypothesis The: The...

Editors Charles River

Naturally, as technological advances and the creation of flying aircraft became realities, the sighting of UFOs increased, as did the interest in potential contact with aliens. While incidents like the one at Roswell led to conspiracies and a craze among those who insisted the government was hiding proof of extraterrestrials’ existence, governments across the world were actually secretly studying UFO sightings by the mid-20th century.
Given all of that, it was hardly groundbreaking for scientists in the 19th century to have plenty of heated debates about their imperfect knowledge of astronomy. One particular argument was over whether there was a hidden planet beyond Neptune, dubbed by the theory’s original proponent, Percival Lowell, as Planet X. When Pluto was discovered in 1930, at the start of the Great Depression, scientists originally thought this new world, in the extreme cold at the outer edge of the Solar System, would solve a decades-old mystery regarding the orbit of Uranus, the seventh planet from the Sun. But soon, scientists realized that Pluto, at one point considered the 9th planet, was too small to explain the discrepancies found. Thus, some researchers began looking for the next planet, or Planet X.
Throughout our modern culture, “X” has remained the proverbial symbol of mystery. On the maps of buried pirate treasure, “X” is supposed to mark the spot where treasure seekers are to dig. In public schools, teenagers learn the utility of “X” as a variable in algebraic equations or as an axis in the Cartesian coordinate system. And “X” is also a Roman numeral symbolizing the quantity of 10, the highest value which can be counted on the fingers, and the next value beyond “9,” the largest single digit. The search for “Planet X,” then, is a quest rich with symbolism and mystery, rooted in history, astronomy, and astrology.

Show book

Maybe We Were Stars

António Paulo Martins

This audiobook is narrated by an AI Voice. Maybe We Were Stars is not a book of answers. It is a quiet journey through time, memory, and the fragile space between what we see and what we understand. 
Each chapter moves through reflections on light, existence, and the strange beauty of being human — how we remember, how we fade, and how even what is lost can still shine. 
Narrated with a contemplative voice that feels both distant and near, this audiobook carries the same poetic rhythm and wonder that shaped the written edition. 
If you have ever felt out of place in your own timeline, if you have ever looked at the stars and wondered whether they were looking back, this is for you. 
Gentle, haunting, and full of quiet hope, Maybe We Were Stars invites you to pause, to listen, and to remember that even fading light never truly disappears. 
Written and edited by António Paulo Pugliese Martins. 
Audio created using ElevenLabs AI narration.

Show book

Walk the Lyme

Taylor Nelson

If you have Lyme disease, you know firsthand the desperation that comes from being misdiagnosed, misunderstood, and misdirected. You need straight answers and real solutions, but all you get is the runaround. Riding high as a hard-driving entrepreneur in the solar industry, Taylor Nelson contracted Lyme disease in his midtwenties. Spiraling down swiftly, he tried everything to feel like himself again, turning himself into a human guinea pig. He took coffee enemas and gave himself ozone injections. Police officers transported him to a psychiatric hospital (he talked his way out), and he gave sales sermons while on LSD—all because of Lyme. Years of experimentation and determination taught him how to manage a disease that can seem unmanageable.Candid and raw, Nelson doesn’t hold back. He shares his deeply personal story, what he tried, how it worked, and how to live a full life in the face of a devastating disease.

Show book

Agentic Artificial Intelligence...

Pascal Bornet, Jochen Wirtz,...

A practical, non-technical guide for business leaders, entrepreneurs, and curious minds. 
"Agents are (…) bringing about the biggest revolution in computing since we went from typing commands to tapping on icons." — Bill Gates 
"AI agents will become the primary way we interact with computers in the future.” — Satya Nadella 
"The age of agentic AI is here." — Jensen Huang 
AI Agents—like Jarvis in Iron Man or Samantha in Her—are revolutionizing business and society. These intelligent systems can execute actions, learn from experience, and automate workflows with minimal supervision. Yet, behind the excitement lies a crucial gap between promise and reality. 
This book provides a clear, jargon-free roadmap to harnessing agentic AI for real-world impact. Drawing from hands-on implementation across global enterprises and startups, the authors reveal: 
 How to **identify high-value agentic opportunities** and build AI-driven solutions The secrets behind **successful AI transformations**—cutting costs by 25%+ and boosting customer satisfaction by 40% New business models in the **Agent Economy**—from automation to AI-powered startups How to **avoid common AI pitfalls**—from integration challenges to user adoption The **mindset & skills needed** to lead in an AI-powered world  
AI agents create "compounding intelligence advantages"—the more they’re used, the smarter they become. Those who master AI agents today will define the next business era. Will you lead this transformation or be left behind? This book challenges you to shape AI’s future with purpose and integrity.

Show book