Bayesian reasoning and Gaussian processes for machine learning applications. (2022)

• Record Type: Book
• Further Information: Note: Edited by Hemachandran K., Shubham Tayal, Preetha Mary George, Parveen Singla, Utku Kose.
• Editors: K., Hemachandran; Tayal, Shubham; George, Preetha Mary; Singla, Parveen; Kose, Utku, 1985-
• Contents: 1. Introduction to Naive Bayes and a Review on Its Subtypes with Applications Eguturi Manjith Kumar Reddy, Akash Gurrala, Vasireddy Bindu Hasitha, and Korupalli V Rajesh Kumar 2. A Review on the Different Regression Analysis in Supervised Learning K Sudhaman, Mahesh Akuthota, and Sandip Kumar Chaurasiya 3. Methods to Predict the Performance Analysis of Various Machine Learning Algorithms M. Saritha, M. Lavanya, and M. Narendra Reddy 4. A Viewpoint on Belief Networks and Their Applications G S Sivakumar, P Suneetha, V Sailaja, and Pokala Pranay Kumar 5. Reinforcement Learning Using Bayesian Algorithms with Applications H. Raghupathi, G Ravi, and Rajan Maduri 6. Alerting System for Gas Leakage in Pipelines Nilesh Deotale, Pragya Chandra, Prathamesh Dherange, Pratiksha Repaswal, and Saibaba V More 7. Two New Nonparametric Models for Biological Networks Deniz Seçilmiş, Melih Ağraz, and Vilda Purutçuoğlu 8. Generating Various Types of Graphical Models via MARS E. Ayyıldız and V. Purutçuoğlu 9. Financial Applications of Gaussian Processes and Bayesian Optimization Syed Hasan Jafar 10. Bayesian Network Inference on Diabetes Risk Prediction Data M. Ö. Cingiz
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2022
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 006.3101519542; Bayesian statistical decision theory -- Data processing; Gaussian processes -- Data processing; Machine learning
• Languages: English
• ISBNs: 9781000569599; 9781000569582; 9781003164265
• Related ISBNs: 9780367758479
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.