An Introduction to Machine Learning. (2017)

• Record Type: Book
• Further Information: Note: By Miroslav Kubat.
• Authors: Kubát, Miroslav
• Contents: 1 A Simple Machine-Learning Task -- 2 Probabilities: Bayesian Classifiers -- Similarities: Nearest-Neighbor Classifiers -- 4 Inter-Class Boundaries: Linear and Polynomial Classifiers -- 5 Artificial Neural Networks -- 6 Decision Trees -- 7 Computational Learning Theory -- 8 A Few Instructive Applications -- 9 Induction of Voting Assemblies -- 10 Some Practical Aspects to Know About -- 11 Performance Evaluation -- 12 Statistical Significance -- 13 Induction in Multi-Label Domains -- 14 Unsupervised Learning -- 15 Classifiers in the Form of Rulesets -- 16 The Genetic Algorithm -- 17 Reinforcement Learning.
• Edition: 2nd ed. 2017
• Publisher Details: Cham : Springer International Publishing
• Publication Date: 2017
• Extent: 1 online resource (XIII, 348 pages), 85 illustrations, 3 illustrations in color
• Subjects: 006.3/1; Computer science; Big data; Data mining; Artificial intelligence; Computational intelligence; Artificial intelligence; Big data; Computational intelligence; Computer science; Data mining; Computer Science; Data Mining and Knowledge Discovery; Artificial Intelligence (incl. Robotics); Big Data/Analytics; Computational Intelligence; Computers -- Intelligence (AI) & Semantics; Business & Economics -- Industries -- Computer Industry; Artificial intelligence; Business mathematics & systems; Engineering; Computers -- Database Management -- Data Mining; Data mining; Electronic books; Electronic books
• Languages: English
• ISBNs: 9783319639130; 3319639137
• Related ISBNs: 9783319639123; 3319639129
• Notes: Note: Includes bibliographical references and index.
• 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.