Bayesian Network - Fundamentals and Applications

Fouad Sabry

Maison d'édition: One Billion Knowledgeable

Synopsis

What Is Bayesian Network

A Bayesian network is a probabilistic graphical model that depicts a set of variables and their conditional relationships via a directed acyclic graph (DAG). In other words, a Bayesian network is a type of directed acyclic graph. Bayesian networks are perfect for determining the likelihood that any one of multiple possible known causes was the contributing factor in an event that has already taken place and making a prediction based on that likelihood. For instance, the probabilistic links that exist between diseases and symptoms might be represented by a Bayesian network. The network may be used to compute the odds of the presence of a variety of diseases based on the symptoms that are provided.

How You Will Benefit

(I) Insights, and validations about the following topics:

Chapter 1: Bayesian Network

Chapter 2: Likelihood Function

Chapter 3: Bayesian Inference

Chapter 4: Posterior Probability

Chapter 5: Graphical Model

Chapter 6: Expectation-Maximization Algorithm

Chapter 7: Gibbs Sampling

Chapter 8: Markov Random Field

Chapter 9: Maximum a Posteriori Estimation

Chapter 10: Bayesian Hierarchical Modeling

(II) Answering the public top questions about bayesian network.

(III) Real world examples for the usage of bayesian network in many fields.

Who This Book Is For

Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of bayesian network.

What is Artificial Intelligence Series

The artificial intelligence book series provides comprehensive coverage in over 200 topics. Each ebook covers a specific Artificial Intelligence topic in depth, written by experts in the field. The series aims to give readers a thorough understanding of the concepts, techniques, history and applications of artificial intelligence. Topics covered include machine learning, deep learning, neural networks, computer vision, natural language processing, robotics, ethics and more. The ebooks are written for professionals, students, and anyone interested in learning about the latest developments in this rapidly advancing field.The artificial intelligence book series provides an in-depth yet accessible exploration, from the fundamental concepts to the state-of-the-art research. With over 200 volumes, readers gain a thorough grounding in all aspects of Artificial Intelligence. The ebooks are designed to build knowledge systematically, with later volumes building on the foundations laid by earlier ones. This comprehensive series is an indispensable resource for anyone seeking to develop expertise in artificial intelligence.

Disponible depuis: 01/07/2023.

Longueur d'impression: 143 pages.

Science et Technologie

D'autres livres qui pourraient vous intéresser

Navigating Docker - From Setup...

Ethan Calderwood

Application deployment and containerization must be done with ease in the current era of software development. Explore the world of Docker, a ground-breaking tool that has revolutionized how developers approach the creation and implementation of applications. 
Have you ever encountered the infamous "it works on my machine" problem or deployment issues? Docker promises to address all of these issues as well as many more. Knowing Docker is a game-changer, whether you're a seasoned developer or you're just starting in the world of technology. The book "Navigating Docker: From Setup to Deployment - A Developer's Companion" breaks down the mysteries surrounding Docker, providing information on everything from its core ideas to sophisticated deployment techniques. 
"Navigating Docker: From Setup to Deployment - A Developer's Companion" offers a comprehensive guide for developers to navigate the world of Docker, providing in-depth analysis, practical examples, and real-world situations to ensure reliable environments, dynamic application scaling, and enhanced security. 
Keep up with technology advancements so you don't fall behind. Give yourself the information and abilities you need to stay on the cutting edge of modern software development. Take off on your Docker journey with "Navigating Docker: From Setup to Deployment - A Developer's Companion"!

Voir livre

Testing in Software Development...

Ben Rizer

"Testing in Software Development for Beginners" is the ultimate guide for anyone new to the world of software development and quality assurance. Designed for beginners, this comprehensive book demystifies the crucial role of testing in the software development lifecycle, providing readers with the foundational knowledge and practical skills they need to ensure the quality, reliability, and performance of their software projects. 
The book covers essential topics, including the different types of testing (manual and automated), an overview of the software development lifecycle (SDLC), and the importance of testing at each phase of development. You'll explore the fundamentals of unit testing, integration testing, system testing, and user acceptance testing (UAT), as well as non-functional testing such as performance, security, and usability testing. 
With clear explanations, real-world examples, and easy-to-follow tutorials, this book will introduce you to manual testing techniques, the basics of writing test cases, and the key concepts behind automation testing. Learn about popular tools like Selenium, JUnit, and TestNG, and discover when to use automation in your testing strategy. 
This book will equip you with the knowledge and best practices to confidently begin your journey in software testing. 
Start your journey to becoming a proficient software tester and ensure the quality and success of your software projects with "Testing in Software Development for Beginners."

Voir livre

Aligned - How Patients...

Cristin Dickerson

When something health-related goes wrong, it typically impacts lives. It's not a broken computer, stalled vehicle, or a large home repair; it's a loved one's well-being on the line. In the middle of this angst, families are further burdened by exorbitant healthcare costs. Many are unprepared, and even the well-insured may be launched into multiple-thousands of dollars in debt. None of this has to be your reality!Did you know two prices exist for any hospital procedure? Let's discuss how you can get the best pricing.Do you feel healthcare costs are too high? We'll explore real examples of why that is.Is a hospital the best place for overall care? No—and you'll clearly see why not.Has mainstream healthcare impacted us positively or negatively? To find out, we will explore real case studies of patients, employers, and doctors.What is subscription-based, direct-pay healthcare? It's the way you beat the mainstream healthcare system.There are established solutions to our current health insurance cost crisis. Importantly, these solutions work together with both uninsured and insured patients and their employers, as well as physicians. The health coverage model highlighted in this book will save money for every patient, business owner, and medical professional who participates.Dr. Cristin Dickerson is a board-certified radiologist who has developed an award winning, direct-pay network of imaging centers an outpatient diagnostic testing. She's seen the good, the bad, and the ugly ways patients, doctors, and employers utilize health coverage. If you are ready to think outside the box regarding health insurance and save substantial cold, hard dollars on the critical need for healthcare, you've come to the right place.Let us show you how to align yourself with affordable, wellness-focused healthcare!

Voir livre

Of Cockroaches and Crickets -...

Frank Nischk

For many people, cockroaches are the most pesky of pests. In this funny and fascinating book, Frank reveals his love and admiration for so-called "nasty" creatures like cockroaches, crickets, and more. He shows us that even seemingly terrifying insects are beautiful in their own way—and essential to all life on Earth. 
 
 
 
Frank never planned to study cockroaches. But when researching hummingbirds fell through, he switched to cockroach feces—and soon fell in love. Cockroaches are incredible survivors, devoted parents, and adapt to almost any environment. Nischk even answers the age-old question of whether a cockroach would survive a nuclear explosion. After hearing such eye-opening and warm-hearted stories, you'll think twice before stepping on one! 
 
 
 
From cockroaches to crickets, Nischk travels to Ecuador to record cricket sounds, where he finds jungles bursting with a riot of insect life (including bullet ants whose stings are surprisingly painful). As Nischk tells his (mis)adventures as an entomologist, he shares stories about intriguing insect discoveries, from damselflies who lay eggs deep underwater, to zombie fungi that invade the brains of ants. Brimming with fascinating facts, incredible stories, and unbelievable anecdotes, Of Cockroaches and Crickets will intrigue anyone who has ever loved—or hated!—bugs.

Voir livre

The View from the Shoulder - A...

Roger Cox

The story of surfing in Scotland is defined by people who dared to dream in spite of the cold, from Neva MacDonald-Haig and the coffin-lid surfers of Machrihanish, who first took to the waves off the west coast in the 1930s with a little help from a local undertaker, to Andy Bennetts and the pioneers of the 1960s, who discovered many of the nation's best breaks, to contemporary big wave surfer Ben Larg, a native of the tiny island of Tiree who now travels the world riding skyscraper-sized walls of water for a living.
Scotland is also home to a rich and distinctive surfing culture, with its own surfboard shapers, surf instructors, surf filmmakers, surf photographers and surf fashion brands, not to mention surf-inspired artists and musicians. Professional contests held at some of Scotland's best waves have drawn visits from surfing world champions including Tom Curren, Sunny Garcia and John John Florence, and in recent years Scotland's own surfers have begun to make their presence felt on the competitive stage, with the Scottish surf team featuring at the World Surfing Games and at Eurosurf after finally gaining official recognition in 2014.
The View From the Shoulder draws together 20 years of surf journalism from the pages of The Scotsman newspaper, together with fresh context, to create a portrait of a wave-riding community like no other.

Voir livre

Accelerating hydrogen deployment...

Irena International Renewable...

This report briefly summarises the status and outlook for hydrogen in each G7 member, including analyses of technology, costs, strategy and stated policy support for each country, and presents recommendations for accelerating global hydrogen trade.

Voir livre