Advances in Feature Selection for Data and Pattern Recognition -

Advances in Feature Selection for Data and Pattern Recognition

Buch | Hardcover
XVIII, 328 Seiten
2017 | 1st ed. 2018
Springer International Publishing (Verlag)
978-3-319-67587-9 (ISBN)
106,99 inkl. MwSt
This book presents recent developments and research trends in the field of feature selection for data and pattern recognition, highlighting a number of latest advances.
The field of feature selection is evolving constantly, providing numerous new algorithms, new solutions, and new applications. Some of the advances presented focus on theoretical approaches, introducing novel propositions highlighting and discussing properties of objects, and analysing the intricacies of processes and bounds on computational complexity, while others are dedicated to the specific requirements of application domains or the particularities of tasks waiting to be solved or improved.
Divided into four parts - nature and representation of data; ranking and exploration of features; image, shape, motion, and audio detection and recognition; decision support systems, it is of great interest to a large section of researchers including students, professorsand practitioners.

An Introduction.- Attribute Selection Based on Reduction of Numerical Attribute During Discretization.- Improving Bagging Ensembles for Class Imbalanced Data by Active Learning.- Optimization of Decision Rules Relative to Length Based on Modified Dynamic Programming Approach.- Ranking-Based Rule Classifier Optimisation.- Attribute Selection in a Dispersed Decision-Making System.- Feature Selection Approach for Rule-based Knowledge Bases.- Feature Selection with a Genetic Algorithm for Classification of Brain Imaging Data.

Erscheinungsdatum
Reihe/Serie Intelligent Systems Reference Library
Zusatzinfo XVIII, 328 p. 37 illus., 20 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 684 g
Themenwelt Informatik Datenbanken Data Warehouse / Data Mining
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik
Schlagworte Artificial Intelligence • artificial intelligence (incl. robotics) • classification • Computational Intelligence • Data Mining • data mining and knowledge discovery • Engineering • Engineering: general • Expert systems / knowledge-based systems • Feature Selection • Intelligent Systems • pattern recognition • Robotics
ISBN-10 3-319-67587-7 / 3319675877
ISBN-13 978-3-319-67587-9 / 9783319675879
Zustand Neuware
Haben Sie eine Frage zum Produkt?
Mehr entdecken
aus dem Bereich
Datenanalyse für Künstliche Intelligenz

von Jürgen Cleve; Uwe Lämmel

Buch | Softcover (2024)
De Gruyter Oldenbourg (Verlag)
74,95
Auswertung von Daten mit pandas, NumPy und IPython

von Wes McKinney

Buch | Softcover (2023)
O'Reilly (Verlag)
44,90