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 FeaturesReader-friendly format with clear headings, introductions and summaries in each chapterDetailed references for readers who want to conduct further researchExpert contributors providing authoritative knowledge on machine learning techniques and human-centric wellnessPractical applications of data science in healthcare designed to solve problems and enhance patient wellbeingDeep learning use cases for different medical conditions including hemorrhages, gallbladder stones and diabetic retinopathyDemonstrations 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.ReadershipHealthcare professionals, software developers, engineers, diagnostic technicians, students, academicians and machine learning enthusiasts.

Disponível desde: 16/10/2024.

Comprimento de impressão: 140 páginas.

Ciência e Tecnologia

Outros livros que poderiam interessá-lo

I Want to Be a Veterinarian! -...

Natalie Kelli

Explore an Amazing Animal Career Path!
Does your child dream of a future working with pets, livestock, and incredible wildlife? Get them on the right path with "I Want to Be a Veterinarian!," the ideal guide to one of the most paw-some professions.
This exciting book introduces kids to the wonderful world of veterinary medicine. Going far beyond just the basics, it dives into:
-Exploring the different veterinary career paths, from caring for household pets to working with exotic animals
-The key traits and skills needed to become a successful veterinarian
-Discovering the educational journey to obtain a veterinary degree
-Peeking behind the scenes at the daily life of several different vets
-Hearing direct advice from real-life veterinarians
-And so much more!
Written in an engaging way that speaks directly to young readers' interests, this book takes kids on an interactive journey that explores every aspect of this fascinating profession. They'll thoroughly understand what it takes to improve animals' lives as a veterinarian.
With fun facts, practical tips, and stories that spark readers' imaginations, "I Want to Be a Veterinarian!" provides an unbeatable head start for any child aspiring to an exceptional animal-based career. Let it ignite their passion while teaching them how to make that dream a reality.
The perfect gift to encourage kids' interests and future goals! Don't miss this invaluable opportunity to inspire and educate the aspiring veterinarians in your life.

Ver livro

The Dead Sea - A 10000 Year History

Nir Arielli

A human history of one of the planet's most iconic lakes, and the civilizations that surrounded its shores 
 
 
  
The Dead Sea is a place of many contradictions. Hot springs around the lake are famed for their healing properties, though its own waters are deadly to most lifeforms—even so, civilizations have built ancient cities and hilltop fortresses around its shores for centuries. The protagonists in its story are not only Jews and Arabs, but also Greeks, Nabataeans, Romans, Crusaders and Mamluks. Today it has become a tourist hotspot, but its drying basin is increasingly under threat. 
 
 
  
In this panoramic account, Nir Arielli explores the history of the Dead Sea from the first Neolithic settlements to the present day. Moving through the ages, Arielli reveals the religious, economic, military, and scientific importance of the lake, which has been both a source of great wealth and a site of war. The Dead Sea weaves together a tapestry of the lake's human stories—and amidst environmental degradation and renewed conflict, makes a powerful case for why it should be saved.

Ver livro

Prosperity from a Pittance - The...

Dr Pat Howden

In a world overwhelmed by climate change debates and economic uncertainty, one thing remains clear: lasting solutions begin at home. Dr Pat Howden — ecologist, medical researcher, and pioneer of sustainable living — offers a lifetime of insight into how individuals can take charge of their environmental footprint through practical, low-cost, renewable home systems.

Drawing on decades of experience since 1946, including his role as ECOnsultant to Sydney University's 1974 Autonomous House project, Dr Pat Howden introduces S.H.E. — Sustainable Home Engineering — and his concept of Frugaluxury: a simple, solar-powered lifestyle that's conservatively run on renewable resources. His approach helps everyday people sidestep the stress of overwork, rising costs, suburban sprawl, and planned obsolescence — while reconnecting with family, community, and purpose.

This book is a hands-on guide to building a resilient future, featuring projects and principles that schools, homesteaders, and makers of all ages will find both indispensable and fun. With the rise of resource shortages and global disruptions, Dr Pat Howden's sustainable systems offer not just hope — but real economic opportunity for cottage industries, villages, garages, and corporations alike.

From the Men's SHED Project to his second Sustainable Future Museum and Apt Library, Dr Pat Howden continues to inspire a new generation of ecological thinkers. Here, he shares the blueprint.

"Optimum low cost family is when one partner works, the other helps family become highly self-sufficient. Swap jobs every 6 months or less! Please circulate this text that the world can't afford to be without – other folk may need tomorrow! Disaster Survival is highly correlated with home multi-tasked self‑sufficiency level!"
SUNcerely & Sustainably – Dinah & Dr Pat Howden.

Ver livro

Unraveled - A Climber's Journey...

Kate Brown

As a teenager in the 1990s, Katie Brown was one of climbing's first "comp kids"—a young natural who, along with her peers, redefined the image of a strong and successful climber. After climbing for less than two years, Brown won her first junior national title. The next year she became the Junior World Champion at age fourteen in Laval, France. In 1996 she won both the Rock Master—a prestigious international contest in Arco, Italy—and the esteemed X-Games. From 1996 on, Brown won every US Adult National that she entered, as well as a World Cup Title in France in 1999. 
 
 
 
Yet even as she reigned on the podium, Brown felt her life begin to unravel. A quiet child, she struggled with a home life that was very different behind closed doors than it seemed on television. A fundamentalist version of Christianity was at the center of the household, and Brown fought to live according to rules that were strict, ever-changing, and irrational. Isolated and feeling hopeless, Brown latched onto food as something she could control. She quit competitive climbing and bounced in and out of the industry, eventually disappearing in her late twenties. 
 
 
 
Now, more than two decades later, Brown is ready to share her story. Unraveled answers the question thousands of fans worldwide have wondered: "What ever happened to Katie Brown?"

Ver livro

Loving Someone with a Serious...

Izzy Goncalves, Katherine Ponte,...

If you have a loved one—a spouse, adult child, or other family member—who has a mental illness such as schizophrenia, bipolar disorder, or depression and is experiencing symptoms like psychosis, you need help. Delusions and hearing voices can be frightening. Mania can be unpredictable. Isolation and withdrawal can make things worse. Things are made even more challenging when your loved one is resistant to treatment. You may feel helpless watching them struggle. And you may question whether you can handle the myriad everyday practical and emotional challenges ahead. It's important to know that you are not alone. 
 
 
 
Authors Katherine Ponte and Izzy Goncalves have been there. They are there. During Katherine's ongoing eighteen-year recovery from severe bipolar disorder and depression, her husband Izzy has been her primary caregiver. Together through trial, trauma, and triumph, they have amassed an unmatched store of lived experiences, shared perspectives, and lessons learned. They now bravely share, for the first time, everything they have come to understand about the challenges they've faced and surmounted together. 
 
 
  
The book never forgets one crucial truth: you have needs, too. That's why the authors provide resources to ensure that you stay healthy, well-rested, and energized, so you can help your loved one on the path to recovery.

Ver livro

Ambience Move

Lukas Åkerberg Lundh

Relaxing Sounds are specially designed, soothing sounds to help block out distracting noises or thoughts. Whether you want to improve your mental focus, or just relax and prepare for sleep, you can choose from a selection of beautiful soundscapes to find exactly the right atmosphere for you.

Ver livro