Veracity of big data : machine learning and other approaches to verifying truthfulness /: machine learning and other approaches to verifying truthfulness. ([2018])

• Record Type: Book
• Further Information: Note: Vishnu Pendyala.
• Other Names: Pendyala, Vishnu
• Contents: Intro; Table of Contents; About the Author; Acknowledgments; Introduction; Chapter 1: The Big Data Phenomenon; Why "Big" Data; The V's of Big Data; Veracity -- The Fourth 'V'; Summary; Chapter 2: Veracity of Web Information; The Problem; The Causes; The Effects; The Remedies; Characteristics of a Trusted Website; Summary; Chapter 3: Approaches to Establishing Veracity of Big Data; Machine Learning; Change Detection; Optimization Techniques; Natural Language Processing; Formal Methods; Fuzzy Logic; Information Retrieval Techniques; Blockchain; Summary; Chapter 4: Change Detection Techniques. Sequential Probability Ratio Test (SPRT)The CUSUM Technique; Kalman Filter; Summary; Chapter 5: Machine Learning Algorithms; The Microblogging Example; Collecting the Ground Truth; Logistic Regression; Naïve Bayes Classifier; Support Vector Machine; Artificial Neural Networks; K-Means Clustering; Summary; Chapter 6: Formal Methods; Terminology; Propositional Logic; Predicate Calculus; Fuzzy Logic; Summary; Chapter 7: Medley of More Methods; Collaborative Filtering; Vector Space Model; Summary; Chapter 8: The Future: Blockchain and Beyond; Blockchain Explained; Blockchain for Big Data Veracity.
• Publisher Details: United States : Apress
• Publication Date: 2018
• Copyright Date: 2018
• Extent: 1 online resource (xiv, 180 pages)
• Subjects: 005.1; Computer science; Verification (Logic) -- Computer programs; Computer algorithms; Databases -- Evaluation; Data editing; Data integrity; COMPUTERS -- General; Computer algorithms; Data editing; Data integrity; Databases -- Evaluation; Computer Science; Big Data; Computing Methodologies; Computers -- Intelligence (AI) & Semantics; Artificial intelligence; Big data; Artificial intelligence; Computers -- Database Management -- General; Databases; Electronic books
• Languages: English
• ISBNs: 9781484236338; 1484236335; 1484236327; 9781484236321
• Related ISBNs: 9781484236321; 1484236327
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (EBSCO, viewed June 13, 2018).
• 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.