Detalles del Título
Detalles del Título

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Título Data mining and knowledge discovery handbookLibros / Impreso - Libros
Autor(es) Maimon, Oded Z. (Editor)
Rokach, Lior (Editor)
Publicación New York, NY : Springer, 2005
Descripción Física xxxv, 1383 páginas : ilustraciones ; 25 cm.
Idioma Inglés;
ISBN 9780387244358
Clasificación(es) 006.312
SISTEMAS
Departamento Tecnologías de Información y Comunicaciones
Materia(s) Minería de datos; Adquisición de conocimientos (Sistemas expertos); Manuales;
Nota(s) Incluye referencias bibliográficas e índice.
CONTENIDO: Introduction to knowledge discovery in databases / Oded Maimon, Lior Rokach -- Data cleansing / Jonathan I. Maletic, Andrian Marcus -- Handling missing attribute values / Jerzy W. Grzymala-Busse, Witold J. Grzymala-Busse -- Geometric methods for feature extraction and dimensional reduction / Christopher J. C. Burges -- Dimension reduction and feature selection / Barak Chizi, Oded Maimon -- Discretization methods / Ying Yang, Geoffrey I. Webb, Xindong Wu -- Outlier detection / Irad Ben-Gal -- Introduction to supervised methods / Oded Maimon, Lior Rokach -- Decision trees / Lior Rokach, Oded Maimon -- Bayesian networks / Paola Sebastiani, Maria M. Abad, Marco F. Ramoni -- Data mining within a regression framework / Richard A. Berk -- Support vector machines / Armin Shmilovici -- Rule induction / Jerzy W. Grzymala-Busse -- Visualization and data mining for high dimensional datasets / Alfred Inselberg -- Clustering methods / Lior Rokach, Oded Maimon -- Association rules / Frank Hoppner -- Frequent set mining / Bart Goethals -- Constraint-based data mining / Jean-Francois Boulicaut, Baptiste Jeudy -- Link analysis / Steve Donoho -- Evolutionary algorithms for data mining / Alex A. Freitas -- Reinforcement-learning : an overview from a data mining perspective / Shahar Cohen, Oded Maimon -- Neural netorks / Peter G. Zhang -- On the use of Fuzzy logic in data mining / Joseph Komem, Moti Schneider -- Granular computing and rough sets / Tsau Young ('T. Y.') Lin, Churn-Jung Liau -- Statistical methods for data mining / Yoav Benjamini, Moshe Leshno -- Logics for data mining / Petr Hajek -- Wavelet methods in data mining / Tao Li, Sheng Ma, Mitsunori Ogihara -- Fractal mining / Daniel Barbara, Ping Chen -- Interestingness measures / Sigal Sahar -- Quality assessment approaches in data mining / Maria Halkidi, Michalis Vazirgiannis -- Data mining model comparison / Paolo Giudici -- Data mining query languages / Jean-Francois Boulicaut, Cyrille Masson.
Meta-learning / Ricardo Vilalta, Christophe Giraud-Carrier, Pavel Brazdil -- Bias vs Variance decomposition for regression and classification / Pierre Geurts -- Mining with rare cases / Gary M. Weiss -- Mining data streams / Haixum Wang, Philip S. Yu, Jiawei Han -- Mining high-dimensional data / Wei Wang, Jiong Yang -- Text mining and information extraction / Moty Ben-Dov, Ronen Feldman -- Spatial data mining / Shashi Shekhar, Pusheng Zhang, Yan Huang -- Data mining for imbalanced datasets : an overview / Nitesh V. Chawla -- Relational data mining / Saso Dzeroski -- Web mining / Johannes Furnkranz -- A review of Web document clustering approaches / Nora Oikonomakou, Michalis Vazirgiannis -- Causal discovery / Hong Yao, Cory J. Butz, Howard J. Hamilton -- Ensemble methods for classifiers / Lior Rokach -- Decomposition methodology for knowledge discovery and data mining / Oded Maimon, Lior Rokach -- Information fusion / Vicenc Torra -- Parallel and grid-based data mining / Antonio Congiusta, Domenico Talia, Paolo Trunfio -- Collaborative data mining / Steve Moyle -- Organizational data mining / Hamid R. Nemati, Christopher D. Barko -- Mining time series data / Chotirat Ann Ratanamahatana, Jessica Lin, Dimitrios Gunopulos, Eamonn Keogh, Michail Vlachos, Gautam Das -- Data mining in medicine / Nada Lavrac, Blaz Zupan -- Learning information patterns in biological databases / Gautam B. Singh -- Data mining for selection of manufacturing processes / Bruno Agard, Andrew Kusiak -- Data mining of design products and processes / Yoram Reich -- Data mining in telecommunications / Gary M. Weiss -- Data mining for financial applications / Boris Kavalerchuk, Evgenii Vityaev -- Data mining for intrusion detection / Anoop Singhal, Sushil Jajodia -- Data mining for software testing / Mark Last -- Data mining for CRM / Kurt Thearling.
Data mining for target marketing / Nissan Levin, Jacob Zahavi -- Weka / Eibe Frank, Mark Hall, Geoffrey Holmes, Richard Kirby, Bernhard Pfahringer, Ian H. Witten, Len Trigg -- Oracle data mining / P. Tamayo, C. Berger, M. Campos, J. Yarmus, B. Milenova, A. Mozes, M. Taft, M. Hornick, R. Krishnan, S. Thomas, M. Kelly, D. Mukhin, B. Haberstroh, S. Stephens, J. Myczkowski -- Building data mining solutions with OLE DB for DM and XML for analysis / Zhaohui Tang, Jamie Maclennan, Pyungchul (Peter) Kin -- LERS - a data mining system / Jerzy W. Gryzmale-Busse -- GainSmarts data mining system for marketing / Nissan Levin, Jacob Zahavi -- WizSoft's WizWhy / Abraham Meidan -- DataEngine / Joseph Komem, Moti Schneider.
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Disponibilidad
CodBarras Localización Piso Signatura Estado Categoría
123942Biblioteca Universidad Icesi3006.312/D232DisponibleCol. General