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Data mining II

Author: N F F Ebecken; C A Brebbia
Publisher: Southampton ; Boston : WIT Press, ©2000.
Edition/Format:   Print book : Conference publication : English
Summary:

Data mining is an interdisciplinary field dealing with the discovery of hidden data and unexpected patterns in databases. This book, containing the proceedings of the second International Conference  Read more...

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Genre/Form: Conference papers and proceedings
Cambridge (2000)
Kongress
Congresses
Additional Physical Format: Online version:
International Conference on Data Mining (2nd : 2000 : Cambridge, England).
Data mining II.
Southampton ; Boston : WIT Press, ©2000
(OCoLC)606525910
Online version:
International Conference on Data Mining (2nd : 2000 : Cambridge, England).
Data mining II.
Southampton ; Boston : WIT Press, ©2000
(OCoLC)607904287
Material Type: Conference publication, Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: N F F Ebecken; C A Brebbia
ISBN: 185312821X 9781853128219
OCLC Number: 45172864
Notes: Proceedings of the Second International Conference on Data Mining held in July 2000 at Cambridge University, UK.
Description: 631 pages : illustrations ; 24 cm
Contents: Section 1 Applications of Data Mining in Science, Engineering, Business, Industry and Medicine --
Web mining through the online analyst / A. Zanasi 3 --
Bayesian networks for knowledge discovery in a database from the program for genetic improvement of the Nelore breed / S.O. Rezende, C.A.J. da Rocha, R.B. Lobo 15 --
Using a data mining workbench for micro and macro economic modelling / D.F. Nettleton, V.L. Fandino, M. Witty, E. Vilajosana 25 --
Small business modeling within the financial accounting conceptual framework / A.B. Thornton --
Trump, W. Fu 35 --
Paperwork reduction by means of data mining / A. Pagnoni, S. Parisi, D. Attorrese 45 --
CRM in a real-world insurance company / G. Pedrazzi, R. Turra, A. Zanasi 53 --
A data-mining alternative to model hospital operations: clinical costs and predictions / D. Riano, S. Prado 63 --
Optimal entrocopy encoders for mining multiply resolved data / R.A. DeVore, L.S. Johnson, C. Pan, R.C. Sharpley 73 --
Acquisition of KANSEI based on fuzzy inference and multivariate analysis / T. Fukuda, T. Chikazawa, Y. Hasegawa, F. Kobayashi, K. Shimojima, Y. Yamaguchi 83 --
Data mining for database marketing at Garanti Bank / O.F. Alis, E. Karakurt, P. Melli 93 --
Use of equation discovery: Oscillating flow in a U-tube / G. Petkovsek, B. Kompare 109 --
Use of learning classifier systems in the direct marketing industry / A. Greenyer 119 --
Section 2 Data Warehousing and Databases --
KR and model discovery from active DB with predictive logic / C.F. Nourani, G.S.L. Loo 131 --
Metadata--based data auditing / H. Hinrichs, T. Wilkens 141 --
An analysis of the integration between data mining applications and database systems / E. Bezerra, M. Mattoso, G. Xexeo 151 --
Design of a data warehouse to support the management of academic institutions / L. Marin, M. Hassan, A. Lozano, G. Manassero, O. Chiotti 161 --
Section 3 Internet Applications --
Automatic construction of ontology from text databases / N. Zhong, Y.Y. Yao, Y. Kakemoto 173 --
Attractability: an indicator for optimising the design of a web site / A. Platis, P. Tselios, G. Vouros 181 --
Section 4 Data Mining Methodologies --
A new algorithm for finding association rules / L. Dumitriu, C. Tudorie, E. Pecheanu, A. Istrate 195 --
Local feature selection for heterogeneous problems / I. Skrypnyk, A. Tsymbal, S. Puuronen 203 --
Content in context: a data-driven approach / J. Vernau 213 --
Section 5 Knowledge Discovery and Data Mining --
An architecture for ABEN-KDD- an agent-based environment for knowledge discovery in databases / M. Sousa, M. Gottgtroy, N. Ebecken, M. Rodrigues 221 --
Discovering graph structures in high dimensional spaces / V. Dubois, M. Quafafou 231 --
Discovering salient data features by composing and manipulating logical equations / D.E. Sitnikov, B. D'Cruz, P.E. Sitnikova 241 --
A qualitative spatial reasoning approach in knowledge discovery in spatial databases / M. Santos, L. Amaral 249 --
A fuzzy--based conceptual KDD approach: the SaintEtiQ system / G. Raschia, N. Mouaddib 259 --
Supervised knowledge discovery from incomplete data / A. Kalousis, M. Hilario 269 --
Data scale reduction via instances summarization using the Rough Set Theory / G. Gaumer, M. Quafafou 279 --
Data mining in temporal sequences: a technique based on MC / S. Massa, P.P. Puliafito 289 --
Data mining telecommunications network data for fault management and development testing / R. Sterritt, K. Adamson, C.M. Shapcott, E.P. Curran 299 --
Higher order mining: modelling and mining the results of knowledge discovery / M. Spiliopoulou, J.F. Roddick 309 --
A computational environment for extracting rules from databases / J.A. Baranauskas, M.C. Monard, G.E.A.P.A. Batista 321 --
Considerations about the effectiveness of inductive learning process in data-mining context / F. Souza, M. Gottgtroy 331 --
Section 6 Neural Networks and Decision Trees --o Deterministic evolutionary learning algorithm / R. Tsaih 343 --
Wrapped feature selection for binary classification Bayesian regularisation neural networks: a database marketing application / S. Viaene, B. Baesens, D. Van den Poel, G. Dedene, J. Vandenbulcke, J. Vanthienen 353 --
Web text mining using a hybrid intelligent system based on KDT, expert system and neural network / F.H. Fukuda, E.L.P. Passos, M.A. Pacheco, L.B. Neto, J. Valerio, V. De Roberto Junior, E.R. Antonio, L. Chiganer 363 --
Alleviating the complexity of the Combinatorial Neural Model using a committee machine / H.A. do Prado, K.F. Machado, P.M. Engel 373 --
Application of decision tree classifiers to computer intrusion detection / N. Ye, X. Li 381 --
Effects of attribute selection measures and sampling policies on functional structures of decision trees / H. Du, S. Jassim, M.F. Obatusin 391 --
Section 7 Genetic Algorithms and Parallel Techniques --
Credit approval by a clustering genetic algorithm / E.R. Hruschka, N.F.F. Ebecken 403 --
Designing optimized pattern recognition systems by learning Voronoi vectors using genetic algorithms / C.M.N.A. Pereira, R. Schirru 413 --
Scalable parallel algorithms for predictive modelling / P. Christen, M. Hegland, O. Nielsen, S. Roberts, I. Altas 423 --
Section 8 Visualisation in Data Mining --
Interactive rule-network layout with a genetic algorithm in a knowledge discovery process / P. Kuntz, R. Lehn, H. Briand 435 --
Visualisation for Data Mining telecommunications network data / R. Sterritt, E.P. Curran, K. Adamson, C.M. Shapcott 445 --
InfoZoom--Analysing Formula One racing results with an interactive data mining and visualisation tool / M. Spenke, C. Beilken 455 --
Section 9 Clustering and Classification Techniques --
Evolving TSK fuzzy rules for classification tasks by Genetic Algorithms / R.P. Espindola, N.F.F. Ebecken 467 --
Hierachical clustering for data mining by RBF network / O. Ciftcioglu, S. Sariyildiz 477 --
Detecting visual feature importance via tree classifiers. An experience / C. Brambilla, I. Gagliardi, R. Schettini, A. Valsasna 487 --
Input dependent misclassification costs for cost-sensitive classifiers / J. Hollmen, M. Skubacz, M. Taniguchi 495 --
Undirect knowledge discovery by using singular value decomposition / E. Maltseva, C. Pizzuti, D. Talia 505 --
A clustering algorithm using the tabu search approach with simulated annealing / S-C. Chu, J.F. Roddick 515 --
Cluster generation using tabu search based maximum descent algorithm / J.S. Pan, S.C. Chu, Z.M. Lu 525 --
Stabilization of regression trees / T. Urban, T. Kampke 535 --
Influence of lossy compression on hyperspectral image classification accuracy / J. Minguillon, J. Pujol, J. Serra, I. Ortuno 545 --
Section 10 Tools for Pattern Discovery --
Modeling dynamical systems by recurrent neural networks / H.G. Zimmermann, R. Neuneier 557 --
A visual data mining tool to support cooperative learning / J.G. le Roux, H.L. Viktor 567 --
A new insight into the algebraic structure of the exponential smoothing algorithm of Brown / A. Bellacicco 577 --
A case based reasoning framework to extract knowledge from data / F. Rodrigues, C. Ramos, P. Henriques 589 --
Mining customer preference ratings for product recommendation using the support vector machine and the latent class model / W.K. Cheung, J.T. Kwok, M.H. Law, K-C. Tsui 601 --
Data mining a large health insurance database / A.F. Gualtierotti 611 --
Case study of a retail bank marketing datamart development / A. Cathie 619.
Responsibility: editors, N. Ebecken & C.A. Brebbia.

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..".a much-needed collection of papers that explores the issues involved with and the possible applications of various techniques to improve the process of data mining." Information Resources Read more...

 
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