TY - GEN AU - Sayed-Mouchaweh,Moamar AU - Lughofer,Edwin TI - Learning in non-stationary environments : : methods and applications SN - 9781489993403 U1 - 006.31 23 PY - 2012/// CY - New York PB - Springer KW - Machine learning. KW - Computational intelligence KW - COMPUTERS / Enterprise Applications / Business Intelligence Tools N1 - Includes index; Part I. Dynamic Methods for Unsupervised Learning Problems -- Incremental Statistical Measures / Katharina Tschumitschew and Frank Klawonn -- A Granular Description of Data: A Study in Evolvable Systems / Witold Pedrycz, John Berezowski and Iqbal Jamal -- Incremental Spectral Clustering / Abdelhamid Bouchachia and Markus Prossegger -- Prologue / Moamar Sayed-Mouchaweh and Edwin Lughofer -- Part II. Dynamic Methods for Supervised Classi?cation Problems -- Semisupervised Dynamic Fuzzy K-Nearest Neighbors / Laurent Hartert and Moamar Sayed-Mouchaweh -- Making Early Predictions of the Accuracy of Machine Learning Classifiers / James Edward Smith, Muhammad Atif Tahir, Davy Sannen and Hendrik Van Brussel -- Incremental Classifier Fusion and Its Applications in Industrial Monitoring and Diagnostics / Davy Sannen, Jean-Michel Papy, Steve Vandenplas, Edwin Lughofer and Hendrik Van Brussel -- Instance-Based Classification and Regression on Data Streams / Ammar Shaker and Eyke Hüllermeier. Part III. Dynamic Methods for Supervised Regression Problems -- Flexible Evolving Fuzzy Inference Systems from Data Streams (FLEXFIS++) / Edwin Lughofer -- Sequential Adaptive Fuzzy Inference System for Function Approximation Problems / Hai-Jun Rong -- Interval Approach for Evolving Granular System Modeling / Daniel Leite, Pyramo Costa and Fernando Gomide -- Part IV. Applications of Learning in Non-stationary Environments -- Dynamic Learning of Multiple Time Series in a Nonstationary Environment / Harya Widiputra, Russel Pears and Nikola Kasabov -- Optimizing Feature Calculation in Adaptive Machine Vision Systems / Christian Eitzinger and Stefan Thumfart -- Online Quality Control with Flexible Evolving Fuzzy Systems / Edwin Lughofer, Christian Eitzinger and Carlos Guardiola -- Identification of a Class of Hybrid Dynamic Systems / Moamar Sayed-Mouchaweh, Nadhir Messai, Omar Ayad and Sofiane Mazeghrane-- About the editors-- Index N2 - This book addresses the problems of modeling, prediction, classification, data understanding and processing in non-stationary and unpredictable environments. It presents recent methods and approaches for the design of systems able to learn and adapt ER -