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

Veena A, Gowrishankar S

Casa editrice: Bentham Science Publishers.

Sinossi

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.

Disponibile da: 25/10/2024.

Scienze e tecnologia

Altri libri che potrebbero interessarti

Fundamentals of Clinical...

Ava Westwood

Clinical medicine is the foundation of healthcare, encompassing the diagnosis, treatment, and management of diseases and medical conditions. It involves direct interaction with patients, applying medical knowledge, and using diagnostic tools to provide appropriate care. Physicians, nurses, and other healthcare professionals rely on clinical medicine to bridge the gap between theoretical science and real-world patient care. 
One of the primary objectives of clinical medicine is to assess and diagnose illnesses based on a combination of patient history, physical examination, and diagnostic tests. This systematic approach enables healthcare providers to determine the most effective treatment options while considering patient-specific factors such as age, genetics, lifestyle, and pre-existing conditions. The process of diagnosis is both an art and a science, requiring not only medical expertise but also strong analytical and problem-solving skills. 
Treatment in clinical medicine varies depending on the condition and severity of the illness. It may involve pharmacological interventions, surgical procedures, lifestyle modifications, or a combination of these. In addition to treating diseases, clinical medicine emphasizes preventive care, aiming to reduce the risk of illness through vaccinations, screenings, and patient education. The shift toward preventive medicine has proven to be an essential strategy in reducing healthcare costs and improving overall public health.

Mostra libro

A Brief History of Timekeeping -...

Chad Orzel

Predating written language and marching on through human history, the desire for ever-better timekeeping has spurred technological innovation and sparked theories that radically reshaped our understanding of the universe and our place in it. 
 
 
 
Chad Orzel, a physicist and bestselling author, continues his tradition of demystifying thorny scientific concepts by using the clocks and calendars central to our everyday activities as a jumping-off point to explore the science underlying the ways we keep track of our time. Ancient solstice markers depend on the basic astrophysics of our solar system; mechanical clocks owe their development to Newtonian physics; and the ultra-precise atomic timekeeping that enables GPS hinges on the predictable oddities of quantum mechanics. 
 
  
 
Along the way, Orzel visits the delicate negotiations involved in Gregorian calendar reform, the intricate and entirely unique system employed by the Maya, and how the problem of synchronizing clocks at different locations ultimately required us to abandon the idea of time as an absolute and universal quantity. Sharp and engaging, A Brief History of Timekeeping is a story not just about the science of sundials, sandglasses, and mechanical clocks, but also the politics of calendars and time zones, the philosophy of measurement, and the nature of space and time itself.

Mostra libro

Earthmusic

Paul Winter

Since the 1960s, Paul Winter has been in the vanguard of musicians whose art expresses special appreciation for the natural music of our world--wolf, whale, wind and water, combined with everything from Bach to Bossa Nova. In this visit Paul tells about the making of Missa Gaia, and his lifelong love affair with music that "presses your wonder button."

Mostra libro

The Essence of Christianity

Ludwig Feuerbach

In this, one of the most influential works of the post-Hegelian era, Feuerbach captures the synthesis that emerges from the dialectical process of a transcending Godhead & the rational & material world. In understanding the true nature of what it means to be fully human, he contends that we come face to face with the essence of Xian theology: human beings investing ordinary concepts with divine meaning & significance. The true danger to humanity occurs when theology is given the force of dogma & doctrine. Losing sight of its anthropological underpinnings & dependence upon or emergence from human nature, it then acquires an existence separate from that of humankind. He leaves nothing untouched: miracles, the Trinity, Creation, prayer, resurrection, immortality, faith & much more.The essential nature of manThe essence of religion considered generallyGod as a being of the understandingGod as a moral being or lawThe mystery of the incarnation; or, God as love, as a being of the heartThe mystery of the suffering GodThe mystery of the Trinity & the mother of GodThe mystery of the Logos & divine imageThe mystery of the cosmogonical principle in GodThe mystery of mysticism, or of nature in GodThe mystery of providence & creation out of nothingThe significance of the creation in JudaismThe omnipotence of feeling, or the mystery of prayerThe mystery of faith, the mystery of miracleThe mystery of the resurrection and of the miraculous conceptionThe mystery of the Christian Christ, or the personal GodThe distinction between Christianity & heathenismThe significance of voluntary celibacy & monachismThe Christian heaven, or personal immortalityThe essential standpoint of religionThe contradiction in the existence of GodThe contradiction in the revelation of GodThe contradiction in the nature of God in generalThe contradiction in the speculative doctrine of GodThe contradiction in the TrinityThe contradiction in the sacramentsThe contradiction of faith & loveConcluding application

Mostra libro

100 Facts About The Science and...

Science-Based Language Learning Lab

Introduction to the 100 Somethings Language Learning Series

Welcome to a revolutionary approach to language learning! This series helps you master Spanish by intertwining it with compelling topics like The Science and Applications of Nanotechnology. Each book centers on a theme (art, science, history) and presents 100 carefully chosen facts in both English and Spanish.

How It Works:

- Each fact is first introduced in Spanish, encouraging you to interpret it.

- The following page provides the fact in English and then repeats it in Spanish, aiding comprehension and memorization.

- The second half flips this order—English first, then Spanish, and English again—helping you practice translation in both directions for better mastery.

Benefits:

- Concise Learning: Focuses on one-sentence facts to ensure every word learned is impactful and directly related to your interests, making them easier to remember.

- Reinforcement: Alternating languages for each fact naturally strengthens vocabulary and grammar.

- Engagement: Learning vocabulary through topics you're passionate about keeps the process dynamic and relevant.

- Dual Knowledge: You enrich your understanding of a specific subject while learning a new language.

This series is tailored for learners who thrive on clear, targeted information, making it both educational and enjoyable. Whether you’re a beginner or expanding your linguistic skills, this series promises an effective and engaging educational journey. Embrace these 100 facts and let your passions drive your progress in mastering a new language!

Mostra libro

Shockwave

Michael Mathiesen

This book answers the question:  “Are we the only civilization in the universe who believes there is a God?” 
In a few years, it could be the end of human beings on Earth. The warning signs are all around us today, but few of us have realized how our lives will be changing as we come closer and closer to the END! Some believe that God will save us.  Others have given up hope. 
In Shockwave, time waves as conceived by the author and previously dismissed as theoretical abstraction— are starting to prove themselves by hitting the planet with more and more frequency and force.  Most readers will be amazed at the near future technology that is invented in this book by this author that may actually be accomplished in the coming years.  It's a great time to be alive, but it may be even greater in the not-so-far-off future. 
With each shockwave of Time, events are altered and realities changed.  One reality brings the hero closer to the life he always dreamed about and the other reality brings him further away.  
The ending is the biggest shock wave of all time because it puts humanity at the center of the universe and you don't want to miss it.

Mostra libro