Buch, Englisch, Band 140, 468 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 995 g
Buch, Englisch, Band 140, 468 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 995 g
Reihe: Studies in Fuzziness and Soft Computing
ISBN: 978-3-540-20265-3
Verlag: Springer Berlin Heidelberg
Innovations in Intelligent Systems is a rare collection of the latest developments in intelligent paradigms such as knowledge-based systems, computational intelligence and hybrid combinations as well as practical applications in engineering, science, business and commerce. The book covers central topics such as intelligent multi-agent systems, data mining, case-based reasoning, and rough sets. Essential techniques to the development of intelligent machines are investigated such as pattern recognition and classification, machine learning, natural language processing, grammar, evolutionary schemes, fuzzy-neural procedures, and intelligent vision. The book also includes useful applications ranging from medical diagnosis and technical/medical language translation, to power demand forecasting and manufacturing plants. Due to its depth and breadth of the coverage and the usefulness of the techniques and applications, this book is a valuable reference for experts and students alike.
Zielgruppe
Research
Autoren/Hrsg.
Fachgebiete
- Technische Wissenschaften Elektronik | Nachrichtentechnik Elektronik Robotik
- Mathematik | Informatik EDV | Informatik Angewandte Informatik Computeranwendungen in Wissenschaft & Technologie
- Wirtschaftswissenschaften Betriebswirtschaft Wirtschaftsmathematik und -statistik
- Technische Wissenschaften Technik Allgemein Konstruktionslehre und -technik
- Mathematik | Informatik EDV | Informatik Professionelle Anwendung Computer-Aided Design (CAD)
- Mathematik | Informatik Mathematik Numerik und Wissenschaftliches Rechnen Angewandte Mathematik, Mathematische Modelle
- Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Wissensbasierte Systeme, Expertensysteme
- Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Grafikprogrammierung
- Technische Wissenschaften Technik Allgemein Computeranwendungen in der Technik
- Wirtschaftswissenschaften Volkswirtschaftslehre Volkswirtschaftslehre Allgemein Ökonometrie
- Geisteswissenschaften Design Produktdesign, Industriedesign
- Technische Wissenschaften Technik Allgemein Mathematik für Ingenieure
Weitere Infos & Material
1 Theory.- 1. Use of multi-category proximal SVM for data set reduction.- 2. Bayesian control of dynamic systems.- 3. AppART: a hybrid neural network based on adaptive resonance theory for universal function approximation.- 4. An algorithmic approach to the main concepts of rough set theory.- 5. Automated case selection from databases using similarity-based rough approximation.- 6. An induction algorithm with selection significance based on a fuzzy derivative.- 7. Model and fixpoint semantics for fuzzy disjunctive programs with weak similarity.- 8. An automated report generation tool for the data understanding phase.- 9. Finding trigonometric identities with tree adjunct grammar guided genetic programming.- 2 Applications.- 10. Modeling a distributed knowledge management for autonomous cooperative agents with knowledge migration.- 11. Intelligent information systems based on paraconsistent logic programs.- 12. Neuro-fuzzy paradigms for intelligent energy management.- 13. Information space optimization for inductive learning.- 14. Detecting, tracking, and classifying human movement using active contour models and neural networks.- 15. Fuzzy sets in investigation of human cognition processes.- 16. A full explanation facility for an MLP network that classifies low-back-pain patients and for predicting MLP reliability.- 17. Automatic translation to controlled medical vocabularies.- 18. A genetic programming for the induction of natural language parser.- List of contributors.
