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In recent years machine learning has made its way from artificial intelligence into areas of administration, commerce, and industry. Data mining is perhaps the most widely known demonstration of this migration, complemented by less publicized applications of machine learning like adaptive systems in industry, financial prediction, medical diagnosis and the construction of user profiles for Web browsers. This book presents the capabilities of machine learning methods and ideas on how these methods could be used to solve real-world problems. The first ten chapters assess the current state of the art of machine learning, from symbolic concept learning and conceptual clustering to case-based reasoning, neural networks, and genetic algorithms. The second part introduces the reader to innovative applications of ML techniques in fields such as data mining, knowledge discovery, human language technology, user modeling, data analysis, discovery science, agent technology, finance, etc.

681.3*I2 --- 681.3*I43 --- 681.3*H28 --- 681.3*H28 Database applications --- Database applications --- 681.3*I43 Enhancement: filering geometric correction grayscale manipulation registration sharpening and deblurring smoothing (Image processing) --- Enhancement: filering geometric correction grayscale manipulation registration sharpening and deblurring smoothing (Image processing) --- 681.3*I2 Artificial intelligence. AI --- Artificial intelligence. AI --- Artificial intelligence. Robotics. Simulation. Graphics --- Machine Learning --- Computer science. --- Information technology. --- Business --- Mathematical logic. --- Database management. --- Information storage and retrieval. --- User interfaces (Computer systems). --- Artificial intelligence. --- Computer Science. --- Artificial Intelligence (incl. Robotics). --- Information Storage and Retrieval. --- Database Management. --- IT in Business. --- User Interfaces and Human Computer Interaction. --- Mathematical Logic and Formal Languages. --- Data processing. --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Interfaces, User (Computer systems) --- Human-machine systems --- Human-computer interaction --- Data base management --- Data services (Database management) --- Database management services --- DBMS (Computer science) --- Generalized data management systems --- Services, Database management --- Systems, Database management --- Systems, Generalized database management --- Algebra of logic --- Logic, Universal --- Mathematical logic --- Symbolic and mathematical logic --- Symbolic logic --- Mathematics --- Algebra, Abstract --- Metamathematics --- Set theory --- Syllogism --- IT (Information technology) --- Technology --- Telematics --- Information superhighway --- Knowledge management --- Informatics --- Science --- Machine learning --- 681.3*I43 Enhancement: filering; geometric correction; grayscale manipulation; registration; sharpening and deblurring; smoothing (Image processing) --- Enhancement: filering; geometric correction; grayscale manipulation; registration; sharpening and deblurring; smoothing (Image processing) --- Learning, Machine --- Artificial intelligence --- Machine learning. --- Information storage and retrieva. --- Artificial Intelligence. --- Information storage and retrieval systems. --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Computer-based information systems --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Computer systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Business—Data processing.