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Borgelt, Christian

From Data and Information Analysis to Knowledge Engineering

Borgelt, Christian - From Data and Information Analysis to Knowledge Engineering, ebook

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ISBN: 9783540313144
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Table of contents

1. Boosting and l1-Penalty Methods for High-dimensional Data with Some Applications in Genomics
Peter Bühlmann

2. Striving for an Adequate Vocabulary: Next Generation ‘Metadata’
Dieter Fellner, Sven Havemann

3. Scalable Swarm Based Fuzzy Clustering
Lawrence O. Hall, Parag M. Kanade

4. SolEuNet: Selected Data Mining Techniques and Applications
Nada Lavrac

5. Inferred Causation Theory: Time for a Paradigm Shift in Marketing Science?
Josef A. Mazanec

6. Text Mining in Action!
Dunja Mladenic

7. Identification of Real-world Objects in Multiple Databases
Mattis Neiling

8. Kernels for Predictive Graph Mining
Stefan Wrobel, Thomas Gärtner, Tamás Horváth

9. PRISMA: Improving Risk Estimation with Parallel Logistic Regression Trees
Bert Arnrich, Alexander Albert, Jörg Walter

10. Latent Class Analysis and Model Selection
José G. Dias

11. An Indicator for the Number of Clusters: Using a Linear Map to Simplex Structure
Marcus Weber, Wasinee Rungsarityotin, Alexander Schliep

12. On the Use of Some Classification Quality Measure to Construct Mean Value Estimates Under Nonresponse
Wojciech Gamrot

13. A Wrapper Feature Selection Method for Combined Tree-based Classifiers
Eugeniusz Gatnar

14. Input Variable Selection in Kernel Fisher Discriminant Analysis
Nelmarie Louw, Sarel J. Steel

15. The Wavelet Packet Based Cepstral Features for Open Set Speaker Classification in Marathi
Hemant A. Patil, P. K. Dutta, T. K. Basu

16. A New Effective Algorithm for Stepwise Principle Components Selection in Discriminant Analysis
Ekaterina Serikova, Eugene Zhuk

17. A Comparison of Validation Methods for Learning Vector Quantization and for Support Vector Machines on Two Biomedical Data Sets
David Sommer, Martin Golz

18. Discriminant Analysis of Polythetically Described Older Palaeolithic Stone Flakes: Possibilities and Questions
Thomas Weber

19. Model-based Density Estimation by Independent Factor Analysis
Daniela G. Calò, Angela Montanari, Cinzia Viroli

20. Identifying Multiple Cluster Structures Through Latent Class Models
Giuliano Galimberti, Gabriele Soffritti

21. Gene Selection in Classification Problems via Projections onto a Latent Space
Marilena Pillati, Cinzia Viroli

22. The Recovery Performance of Two-mode Clustering Methods: Monte Carlo Experiment
Sabine Krolak-Schwerdt, Michael Wiedenbeck

23. On the Comparability of Relialibility Measures: Bifurcation Analysis of Two Measures in the Case of Dichotomous Ratings
Thomas Ostermann, Reinhard Schuster

24. On Active Learning in Multi-label Classification
Klaus Brinker

25. From Ranking to Classification: A Statistical View
Stéphan Clémençon, Gábor Lugosi, Nicolas Vayatis

26. Assessing Unidimensionality within PLS Path Modeling Framework
Karin Sahmer, Mohamed Hanafi, Mostafa Qannari

27. The Partial Robust M-approach
Sven Serneels, Christophe Croux, Peter Filzmoser, Pierre J. Espen

28. Classification in PLS Path Models and Local Model Optimisation
Silvia Squillacciotti

29. Hierarchical Clustering by Means of Model Grouping
Claudio Agostinelli, Paolo Pellizzari

30. Deepest Points and Least Deep Points: Robustness and Outliers with MZE
Claudia Becker, Sebastian Paris Scholz

31. Robust Transformations and Outlier Detection with Autocorrelated Data
Andrea Cerioli, Marco Riani

32. Robust Multivariate Methods: The Projection Pursuit Approach
Peter Filzmoser, Sven Serneels, Christophe Croux, Pierre J. Espen

33. Finding Persisting States for Knowledge Discovery in Time Series
Fabian Mörchen, Alfred Ultsch

34. Restricted Co-inertia Analysis
Pietro Amenta, Enrico Ciavolino

35. Hausman Principal Component Analysis
Vartan Choulakian, Luigi Dambra, Biagio Simonetti

36. Nonlinear Time Series Modelling: Monitoring a Drilling Process
Amor Messaoud, Claus Weihs, Franz Hering

37. Word Length and Frequency Distributions in Different Text Genres
Gordana Antic, Ernst Stadlober, Peter Grzybek, Emmerich Kelih

38. Bootstrapping an Unsupervised Morphemic Analysis
Christoph Benden

39. Automatic Extension of Feature-based Semantic Lexicons via Contextual Attributes
Chris Biemann, Rainer Osswald

40. Learning Ontologies to Improve Text Clustering and Classification
Stephan Bloehdorn, Philipp Cimiano, Andreas Hotho

41. Discovering Communities in Linked Data by Multi-view Clustering
Isabel Drost, Steffen Bickel, Tobias Scheffer

42. Crosslinguistic Computation and a Rhythm-based Classification of Languages
August Fenk, Gertraud Fenk-Oczlon

43. Using String Kernels for Classification of Slovenian Web Documents
Blaž Fortuna, Dunja Mladenic

44. Semantic Decomposition of Character Encodings for Linguistic Knowledge Discovery
Dafydd Gibbon, Baden Hughes, Thorsten Trippel

45. Applying Collaborative Filtering to Real-life Corporate Data
Miha Grcar, Dunja Mladenic, Marko Grobelnik

46. Quantitative Text Typology: The Impact of Sentence Length
Emmerich Kelih, Peter Grzybek, Gordana Antic, Ernst Stadlober

47. A Hybrid Machine Learning Approach for Information Extraction from Free Text
Günter Neumann

48. Text Classification with Active Learning
Blaž Novak, Dunja Mladenic, Marko Grobelnik

49. Towards Structure-sensitive Hypertext Categorization
Alexander Mehler, Rüdiger Gleim, Matthias Dehmer

50. Evaluating the Performance of Text Mining Systems on Real-world Press Archives
Gerhard Paaß, Hugo Vries

51. Part-of-Speech Induction by Singular Value Decomposition and Hierarchical Clustering
Reinhard Rapp

52. Near Similarity Search and Plagiarism Analysis
Benno Stein, Sven Meyer Eissen

53. Objective Function-based Discretization
Frank Höppner

54. Understanding and Controlling the Membership Degrees in Fuzzy Clustering
Frank Klawonn

55. Autonomous Sensor-based Landing Systems: Fusion of Vague and Incomplete Information by Application of Fuzzy Clustering Techniques
Bernd Korn

56. Outlier Preserving Clustering for Structured Data Through Kernels
Marie-Jeanne Lesot

57. Classification-relevant Importance Measures for the West German Business Cycle
Daniel Enache, Claus Weihs, Ursula Garczarek

58. The Classification of Local and Branch Labour Markets in the Upper Silesia
Witold Hantke

59. An Overview of Artificial Life Approaches for Clustering
David Kämpf, Alfred Ultsch

60. Design Problems of Complex Economic Experiments
Jonas Kunze

61. Traffic Sensitivity of Long-term Regional Growth Forecasts
Wolfgang Polasek, Helmut Berrer

62. Spiralling in BTA Deep-hole Drilling: Models of Varying Frequencies
Nils Raabe, Oliver Webber, Winfried Theis, Claus Weihs

63. Analysis of the Economic Development of Districts in Poland as a Basis for the Framing of Regional Policies
Monika Rozkrut, Dominik Rozkrut

64. The Classification of Candlestick Charts: Laying the Foundation for Further Empirical Research
Stefan Etschberger, Henning Fock, Christian Klein, Bernhard Zwergel

65. Modeling and Estimating the Credit Cycle by a Probit-AR(1)-Process
Steffi Höse, Konstantin Vogl

66. Comparing and Selecting SVM-Kernels for Credit Scoring
Ralf Stecking, Klaus B. Schebesch

67. Value at Risk Using the Principal Components Analysis on the Polish Power Exchange
Grazyna Trzpiot, Alicja Ganczarek

68. A Market Basket Analysis Conducted with a Multivariate Logit Model
Yasemin Boztug, Lutz Hildebrandt

69. Solving and Interpreting Binary Classification Problems in Marketing with SVMs
Georgi Nalbantov, Jan C. Bioch, Patrick J. F. Groenen

70. Modeling the Nonlinear Relationship Between Satisfaction and Loyalty with Structural Equation Models
Marcel Paulssen, Angela Sommerfeld

71. Job Choice Model to Measure Behavior in a Multi-stage Decision Process
Thomas Spengler, Jan Malmendier

72. Semiparametric Stepwise Regression to Estimate Sales Promotion Effects
Winfried J. Steiner, Christiane Belitz, Stefan Lang

73. Implications of Probabilistic Data Modeling for Mining Association Rules
Michael Hahsler, Kurt Hornik, Thomas Reutterer

74. Copula Functions in Model Based Clustering
Krzysztof Jajuga, Daniel Papla

75. Attribute-aware Collaborative Filtering
Karen Tso, Lars Schmidt-Thieme

76. Towards a Flexible Framework for Open Source Software for Handwritten Signature Analysis
Richard Guest, Mike Fairhurst, Claus Vielhauer

77. Multimodal Biometric Authentication System Based on Hand Features
Nikola Pavešic, Tadej Savic, Slobodan Ribaric

78. Labelling and Authentication for Medical Imaging Through Data Hiding
Alessia Rosa, Roberto Caldelli, Alessandro Piva

79. Hand-geometry Recognition Based on Contour Landmarks
Raymond Veldhuis, Asker Bazen, Wim Booij, Anne Hendrikse

80. A Cross-cultural Evaluation Framework for Behavioral Biometric User Authentication
F. Wolf, T. K. Basu, P. K. Dutta, C. Vielhauer, A. Oermann, B. Yegnanarayana

81. On External Indices for Mixtures: Validating Mixtures of Genes
Ivan G. Costa, Alexander Schliep

82. Tests for Multiple Change Points in Binary Markov Sequences
Joachim Krauth

83. UnitExpressions: A Rational Normalization Scheme for DNA Microarray Data
Alfred Ultsch

84. A Ridge Classification Method for High-dimensional Observations
Martin Grüning, Siegfried Kropf

85. Assessing the Trustworthiness of Clustering Solutions Obtained by a Function Optimization Scheme
Ulrich Möller, Dörte Radke

86. Variable Selection for Discrimination of More Than Two Classes Where Data are Sparse
Gero Szepannek, Claus Weihs

87. The Assessment of Second Primary Cancers (SPCs) in a Series of Splenic Marginal Zone Lymphoma (SMZL) Patients
Stefano Cantis, Anna Maria Taormina

88. Heart Rate Classification Using Support Vector Machines
Michael Vogt, Ulrich Moissl, Jochen Schaab

89. Visual Mining in Music Collections
Fabian Mörchen, Alfred Ultsch, Mario Nöcker, Christian Stamm

90. Modeling Memory for Melodies
Daniel Müllensiefen, Christian Hennig

91. Parameter Optimization in Automatic Transcription of Music
Claus Weihs, Uwe Ligges

92. GfKl Data Mining Competition 2005: Predicting Liquidity Crises of Companies
Jens Strackeljan, Roland Jonscher, Sigurd Prieur, David Vogel, Thomas Deselaers, Daniel Keysers, Arne Mauser, Ilja Bezrukov, Andre Hegerath

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Keywords: MATHEMATICS / Probability & Statistics / General MAT029000

Author(s)
 
 
 
 
Publisher
Springer
Publication year
2006
Language
en
Edition
1
Category
Natural Sciences
Format
Ebook
eISBN (PDF)
9783540313144

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