Practical artificial intelligence : machine learning, bots, and agent solutions using C# /: machine learning, bots, and agent solutions using C#. ([2018])

• Record Type: Book
• Further Information: Note: Arnaldo Pérez Castaño.
• Authors: Pérez Castaño, Arnaldo
• Contents: Intro; Table of Contents; About the Author; About the Technical Reviewer; Acknowledgments; Introduction; Chapter 1: Logic & AI; What Is Logic?; Propositional Logic; Logical Connectives; Negation; Conjunction; Disjunction; Implication; Equivalence; Laws of Propositional Logic; Normal Forms; Logic Circuits; Practical Problem: Using Inheritance and C# Operators to Evaluate Logic Formulas; Practical Problem: Representing Logic Formulas as Binary Decision Trees; Practical Problem: Transforming a Formula into Negation Normal Form (NNF) Practical Problem: Transforming a Formula into Conjunctive Normal Form (CNF); Summary; Chapter 2: Automated Theorem Proving & First-Order Logic; Automated Theorem Proving; Practical Problem: Clauses and CNFs Classes in C#; DPLL Algorithm; Practical Problem: Modeling the Pigeonhole Principle in Propositional Logic; Practical Problem: Finding Whether a Propositional Logic Formula is SAT; First-Order Logic; Predicates in C#; Practical Problem: Cleaning Robot; Summary; Chapter 3: Agents; What's an Agent?; Agent Properties; Types of Environments; Agents with State Practical Problem: Modeling the Cleaning Robot as an Agent and Adding State to It; Agent Architectures; Reactive Architectures: Subsumption Architecture; Deliberative Architectures: BDI Architecture; Hybrid Architectures; Touring Machines; InteRRaP; Summary; Chapter 4: Mars Rover; What's a Mars Rover?; Mars Rover Architecture; Mars Rover Code; Mars Rover Visual Application; Summary; Chapter 5: Multi-Agent Systems; What's a Multi-Agent System?; Multi-Agent Organization; Communication; Speech Act Theory; Agent Communication Languages (ACL); Coordination & Cooperation Negotiation Using Contract Net; Social Norms & Societies; Summary; Chapter 6: Communication in a Multi-Agent System Using WCF; Services; Contracts; Bindings; Endpoints; Publisher/Subscriber Pattern; Practical Problem: Communicating Among Multiple Agents Using WCF; Summary; Chapter 7: Cleaning Agents: A Multi-Agent System Problem; Program Structure; Cleaning Task; Cleaning Agent Platform; Contract Net; FIPA-ACL; MAS Cleaning Agent; GUI; Running the Application; Summary; Chapter 8: Simulation; What Is Simulation?; Discrete-Event Simulation; Probabilistic Distributions Practical Problem: Airport Simulation; Summary; Chapter 9: Support Vector Machines; What Is a Support Vector Machine (SVM)?; Practical Problem: Linear SVM in C#; Imperfect Separation; Non-linearly Separable Case: Kernel Trick; Sequential Minimal Optimization Algorithm (SMO); Practical Problem: SMO Implementation; Summary; Chapter 10: Decision Trees; What Is a Decision Tree?; Generating a Decision Tree: ID3 Algorithm; Entropy and Information Gain; Practical Problem: Implementing the ID3 Algorithm; C4.5 Algorithm; Practical Problem: Implementing the C4.5 Algorithm; Summary
• Publisher Details: Place of publication not identified : Apress
• Publication Date: 2018
• Copyright Date: 2018
• Extent: 1 online resource (xxi, 690 pages), color illustrations
• Subjects: 006.3; Computer science; Artificial intelligence; Machine learning; Robots; C (Computer program language); COMPUTERS / General; Artificial intelligence; C (Computer program language); Machine learning; Robots; Computers -- Hardware -- Network Hardware; Network hardware; Computer Communication Networks; Computers -- Intelligence (AI) & Semantics; Artificial intelligence; Electronic books
• Languages: English
• ISBNs: 9781484233573; 1484233573
• Related ISBNs: 9781484233566; 1484233565
• Notes: Note: Online resource; title from PDF title page (EBSCO, viewed June 1, 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.