Bayesian Network - Fundamentals and Applications

Fouad Sabry

Sinopse

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.

Disponível desde: 01/07/2023.

Comprimento de impressão: 143 páginas.

Ciência e Tecnologia

Outros livros que poderiam interessá-lo

Video Marketing Advantage Bundle...

Jennie Cosim, Raya Martin

Video Marketing Advantage Bundle, 2 in 1 Bundle: Video Marketing Success and Video Influencer 
Unlock the full potential of video marketing with the Video Marketing Advantage Bundle. This 2-in-1 audiobook bundle is your essential guide to mastering the art of video content creation and using it to boost your business, attract customers, and build a powerful brand presence online. 
This bundle includes: 
Video Marketing Success: A Guide on How to Use Videos and Video Marketing to Attract Customers, Boost Your Sales, and Skyrocket Your Business to Success 
Dive into the world of video marketing with this comprehensive guide that teaches you how to leverage the power of video content to captivate your audience, drive engagement, and increase sales. Learn practical strategies to create impactful videos, craft compelling messages, and turn viewers into loyal customers. 
Video Influencer: Discover the World of Video Marketing and How It Can Boost Your Brand Awareness and Help Your Business Succeed 
Explore the influencer side of video marketing and discover how to use videos to establish a strong brand identity, build trust with your audience, and position yourself as an authority in your niche. This audiobook provides actionable tips to stand out in the crowded digital landscape and make your brand unforgettable. 
Whether you're new to video marketing or looking to elevate your existing strategy, the Video Marketing Advantage Bundle is packed with expert insights, proven techniques, and real-world advice to help you create videos that deliver results. 
Start building your video marketing advantage today and take your business to new heights with the Video Marketing Advantage Bundle!

Ver livro

How To Be an Equine Therapy...

HowExpert, Dana Feiwus

If you want to improve other people’s lives as an equine therapy assistant, then check out this "How To Be an Equine Therapy Assistant" guide.
A person with a disability is only limited if they allow themselves to be. Where doctors’ methods fail, horses are there to help provide results. Equine therapeutic riding (commonly called horse therapy) is a fairly new form of therapy designed for people of all ages who live with any number of both physical and mental impairments.In its simplest sense, riding forces the human body to mimic the movement patterns of the horse’s pelvis, which in turn adds to their own range of movement while away from the barn.
Here’s what you’ll learn by reading this guide:
• Eligibility requirements for riders
• Explanations behind the reason that equine therapy works
• How to become a volunteer, which is a necessary component of every therapeutic riding program
• The positions open to volunteers
• Tips on handling the horses
• The equipment used during lessons
• The variety of exercises and activities utilized in each lesson
• The role of the volunteers in the improvement of the riders
• The visible/audible benefits of therapy riding
• The emotional impact of therapy riding on the volunteers
Equine therapy is a life-changing experience for everyone involved. There’s plenty more to learn in these pages before signing up to be a volunteer yourself!
About the Expert
My name is Dana Feiwus. I am a recent graduate of the University of North Texas with a major in English, Creative Writing. I began volunteering at ManeGait Therapeutic Horsemanship in McKinney, Texas two years ago because I was always fond of horses. However, I soon learned that therapy riding is about much more than horses, and I have been there almost every weekend since I began.
HowExpert publishes quick 'how to' guides on all topics from A to Z by everyday experts.

Ver livro

Johnny Crow's Garden

L. Leslie Brooke

A beautifully illustrated children’s picture book featuring Johnny Crow who made a garden in which a variety of animals do bizarre things in rhyme.Listen to the audio while you view the pictures on  gutenberg.org  (Summary by Jim)

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

Redneck Resilience - A Country...

James Harold Webb

RESILIENCE FINDS A WAY 
 
James Webb’s life is the American dream in a nutshell. Born to teenage parents in Laurel, Mississippi, and faced with a future working in the town’s only two factories, James chose to change his fate and forge his own path—to become a titan of business, a mentor, and a philanthropist. 
 
In Redneck Resilience, James shares stories of amazing wins and devastating losses, of sin and redemption, of recovery and forward momentum. Most importantly, he discusses the benefits and advantages of resilience. 
 
James uses his own life to illustrate truths about success in life and in business, including: 
• Failures happen, and resilience vanquishes failure. 
• No lesson or experience is ever wasted. 
• When opportunity presents itself, take the risk. 
• A true entrepreneur works for no one. 
• You cannot succeed on your own. 
• And much more. 
 
Resilient people never take their eye off where they’re going, even when they get knocked down. They refocus. Resilience isn’t worried about the odds. Resilience finds a way.

Ver livro

Kickstart Database Management...

Dr. Jagdish Patni

From Concept to Implementation: Mastering Database Design
Book DescriptionIn today's data-driven world, effective database management is essential for harnessing the full potential of raw information. A strong foundation in DBMS can set professionals apart in their roles, making them invaluable in maintaining and optimizing data systems. [Kickstart Database Management System Fundamentals] bridges the gap between database theory and practical application, empowering readers with the skills needed to design, build, and manage reliable database systems.
The book provides an overview of key database concepts such as data modeling, normalization, and relational principles. It also delves into advanced topics like data integrity, query optimization, transaction management, and indexing. Each chapter features practical examples, case studies, and hands-on activities to reinforce learning and ensure readers can apply their knowledge effectively.
By the end of this book, readers will grasp essential best practices for database design and management. They will be equipped to create scalable, secure database solutions, ensure data consistency, and enhance performance. Whether you are a student, educator, or professional, this book prepares you to tackle real-world database challenges with confidence.
Table of Contents1. Introduction to Database Systems2. Data Modeling and Design3. Relational Database Management Systems4. Query Optimization5. Database Normalization and Normal Forms6. Transaction Management and Concurrency Control7. Data Warehousing and Business Intelligence8. Distributed Databases and NoSQL9. Data Security and Privacy10. Database Administration and Cloud Services Index

Ver livro