Burkhardt, Hans

Data Analysis, Machine Learning and Applications

Burkhardt, Hans - Data Analysis, Machine Learning and Applications, e-kirja


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ISBN: 9783540782469

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Table of contents

I. Classification

1. Distance-Based Kernels for Real-Valued Data
Lluís Belanche, Jean Luis Vázquez, Miguel Vázquez

2. Fast Support Vector Machine Classification of Very Large Datasets
Janis Fehr, Karina Zapién Arreola, Hans Burkhardt

3. Fusion of Multiple Statistical Classifiers
Eugeniusz Gatnar

4. Calibrating Margin-Based Classifier Scores into Polychotomous Probabilities
Martin Gebel, Claus Weihs

5. Classification with Invariant Distance Substitution Kernels
Bernard Haasdonk, Hans Burkhardt

6. Applying the Kohonen Self-Organizing Map Networks to Select Variables
Kamila Migdal Najman, Krzysztof Najman

7. Computer Assisted Classification of Brain Tumors
Norbert Röhrl, José R. Iglesias-Rozas, Galia Weidl

8. Model Selection in Mixture Regression Analysis–A Monte Carlo Simulation Study
Marko Sarstedt, Manfred Schwaiger

9. Comparison of Local Classification Methods
Julia Schiffner, Claus Weihs

10. Incorporating Domain Specific Information into Gaia Source Classification
Kester W. Smith, Carola Tiede, Coryn A. L. Bailer-Jones

11. Identification of Noisy Variables for Nonmetric and Symbolic Data in Cluster Analysis
Marek Walesiak, Andrzej Dudek

II. Clustering

12. Families of Dendrograms
Patrick Erik Bradley

13. Mixture Models in Forward Search Methods for Outlier Detection
Daniela G. Calò

14. On Multiple Imputation Through Finite Gaussian Mixture Models
Marco Zio, Ugo Guarnera

15. Mixture Model Based Group Inference in Fused Genotype and Phenotype Data
Benjamin Georgi, M. Anne Spence, Pamela Flodman, Alexander Schliep

16. The Noise Component in Model-based Cluster Analysis
Christian Hennig, Pietro Coretto

17. An Artificial Life Approach for Semi-supervised Learning
Lutz Herrmann, Alfred Ultsch

18. Hard and Soft Euclidean Consensus Partitions
Kurt Hornik, Walter Böhm

19. Rationale Models for Conceptual Modeling
Sina Lehrmann, Werner Esswein

20. Measures of Dispersion and Cluster-Trees for Categorical Data
Ulrich Müller-Funk

21. Information Integration of Partially Labeled Data
Steffen Rendle, Lars Schmidt-Thieme

III. Multidimensional Data Analysis

22. Data Mining of an On-line Survey – A Market Research Application
Karmele Fernández-Aguirre, María I. Landaluce, Ana Martín, Juan I. Modroño

23. Nonlinear Constrained Principal Component Analysis in the Quality Control Framework
Michele Gallo, Luigi D’Ambra

24. Non Parametric Control Chart by Multivariate Additive Partial Least Squares via Spline
Rosaria Lombardo, Amalia Vanacore, Jean-FrancÇois Durand

25. Simple Non Symmetrical Correspondence Analysis
Antonello D’Ambra, Pietro Amenta, Valentin Rousson

26. Factorial Analysis of a Set of Contingency Tables
Amaya Zárraga, Beatriz Goitisolo

IV. Analysis of Complex Data

27. Graph Mining: Repository vs. Canonical Form
Christian Borgelt, Mathias Fiedler

28. Classification and Retrieval of Ancient Watermarks
Gerd Brunner, Hans Burkhardt

29. Segmentation and Classification of Hyper-Spectral Skin Data
Hannes Kazianka, Raimund Leitner, Jürgen Pilz

30. FSMTree: An Efficient Algorithm for Mining Frequent Temporal Patterns
Steffen Kempe, Jochen Hipp, Rudolf Kruse

31. A Matlab Toolbox for Music Information Retrieval
Olivier Lartillot, Petri Toiviainen, Tuomas Eerola

32. A Probabilistic Relational Model for Characterizing Situations in Dynamic Multi-Agent Systems
Daniel Meyer-Delius, Christian Plagemann, Georg Wichert, Wendelin Feiten, Gisbert Lawitzky, Wolfram Burgard

33. Applying the Qn Estimator Online
Robin Nunkesser, Karen Schettlinger, Roland Fried

34. A Comparative Study on Polyphonic Musical Time Series Using MCMC Methods
Katrin Sommer, Claus Weihs

35. Collective Classification for Labeling of Places and Objects in 2D and 3D Range Data
Rudolph Triebel, Óscar Martínez Mozos, Wolfram Burgard

36. Lag or Error? — Detecting the Nature of Spatial Correlation
Mario Larch, Janette Walde

V. Exploratory Data Analysis and Tools for Data Analysis

37. Urban Data Mining Using Emergent SOM
Martin Behnisch, Alfred Ultsch

38. KNIME: The Konstanz Information Miner
Michael R. Berthold, Nicolas Cebron, Fabian Dill, Thomas R. Gabriel, Tobias Kötter, Thorsten Meinl, Peter Ohl, Christoph Sieb, Kilian Thiel, Bernd Wiswedel

39. A Pattern Based Data Mining Approach
Boris Delibašic, Kathrin Kirchner, Johannes Ruhland

40. A Framework for Statistical Entity Identification in R
Michaela Denk

41. Combining Several SOM Approaches in Data Mining: Application to ADSL Customer Behaviours Analysis
Francoise Fessant, Vincent Lemaire, Fabrice Clérot

42. On the Analysis of Irregular Stock Market Trading Behavior
Markus Franke, Bettina Hoser, Jan Schröder

43. A Procedure to Estimate Relations in a Balanced Scorecard
Veit Köppen, Henner Graubitz, Hans-K. Arndt, Hans-J. Lenz

44. The Application of Taxonomies in the Context of Configurative Reference Modelling
Ralf Knackstedt, Armin Stein

45. Two-Dimensional Centrality of a Social Network
Akinori Okada

46. Benchmarking Open-Source Tree Learners in R/RWeka
Michael Schauerhuber, Achim Zeileis, David Meyer, Kurt Hornik

47. From Spelling Correction to Text Cleaning – Using Context Information
Martin Schierle, Sascha Schulz, Markus Ackermann

48. Root Cause Analysis for Quality Management
Christian Manuel Strobel, Tomas Hrycej

49. Finding New Technological Ideas and Inventions with Text Mining and Technique Philosophy
Dirk Thorleuchter

50. Investigating Classifier Learning Behavior with Experiment Databases
Joaquin Vanschoren, Hendrik Blockeel

VI. Marketing and Management Science

51. Conjoint Analysis for Complex Services Using Clusterwise Hierarchical Bayes Procedures
Michael Brusch, Daniel Baier

52. Building an Association Rules Framework for Target Marketing
Nicolas March, Thomas Reutterer

53. AHP versus ACA – An Empirical Comparison
Martin Meißner, Sören W. Scholz, Reinhold Decker

54. On the Properties of the Rank Based Multivariate Exponentially Weighted Moving Average Control Charts
Amor Messaoud, Claus Weihs

55. Are Critical Incidents Really Critical for a Customer Relationship? A MIMIC Approach
Marcel Paulssen, Angela Sommerfeld

56. Heterogeneity in the Satisfaction-Retention Relationship – A Finite-mixture Approach
Dorian Quint, Marcel Paulssen

57. An Early-Warning System to Support Activities in the Management of Customer Equity and How to Obtain the Most from Spatial Customer Equity Potentials
Klaus Thiel, Daniel Probst

58. Classifying Contemporary Marketing Practices
Ralf Wagner

VII. Banking and Finance

59. Predicting Stock Returns with Bayesian Vector Autoregressive Models
Wolfgang Bessler, Peter Lückoff

60. The Evaluation of Venture-Backed IPOs – Certification Model versus Adverse Selection Model, Which Does Fit Better?
Francesco Gangi, Rosaria Lombardo

61. Using Multiple SVM Models for Unbalanced Credit Scoring Data Sets
Klaus B. Schebesch, Ralf Stecking

VIII. Business Intelligence

62. Comparison of Recommender System Algorithms Focusing on the New-item and User-bias Problem
Stefan Hauger, Karen H. L. Tso, Lars Schmidt-Thieme

63. Collaborative Tag Recommendations
Leandro Balby Marinho, Lars Schmidt-Thieme

64. Applying Small Sample Test Statistics for Behavior-based Recommendations
Andreas W. Neumann, Andreas Geyer-Schulz

IX. Text Mining, Web Mining, and the Semantic Web

65. Classifying Number Expressions in German Corpora
Irene Cramer, Stefan Schacht, Andreas Merkel

66. Non-Profit Web Portals — Usage Based Benchmarking for Success Evaluation
Daniel Delic, Hans-J. Lenz

67. Text Mining of Supreme Administrative Court Jurisdictions
Ingo Feinerer, Kurt Hornik

68. Supporting Web-based Address Extraction with Unsupervised Tagging
Berenike Loos, Chris Biemann

69. A Two-Stage Approach for Context-Dependent Hypernym Extraction
Berenike Loos, Mario DiMarzo

70. Analysis of Dwell Times in Web Usage Mining
Patrick Mair, Marcus Hudec

71. New Issues in Near-duplicate Detection
Martin Potthast, Benno Stein

72. Comparing the University of South Florida Homograph Norms with Empirical Corpus Data
Reinhard Rapp

73. Content-based Dimensionality Reduction for Recommender Systems
Panagiotis Symeonidis

X. Linguistics

74. The Distribution of Data in Word Lists and its Impact on the Subgrouping of Languages
Hans J. Holm

75. Quantitative Text Analysis Using L-, F- and T-Segments
Reinhard Köhler, Sven Naumann

76. Projecting Dialect Distances to Geography: Bootstrap Clustering vs. Noisy Clustering
John Nerbonne, Peter Kleiweg, Wilbert Heeringa, Franz Manni

77. Structural Differentiae of Text Types – A Quantitative Model
Olga Pustylnikov, Alexander Mehler

XI. Data Analysis in Humanities

78. Scenario Evaluation Using Two-mode Clustering Approaches in Higher Education
Matthias J. Kaiser, Daniel Baier

79. Visualization and Clustering of Tagged Music Data
Pascal Lehwark, Sebastian Risi, Alfred Ultsch

80. Effects of Data Transformation on Cluster Analysis of Archaeometric Data
Hans-Joachim Mucha, Hans-Georg Bartel, Jens Dolata

81. Fuzzy PLS Path Modeling: A New Tool For Handling Sensory Data
Francesco Palumbo, Rosaria Romano, Vincenzo Esposito Vinzi

82. Automatic Analysis of Dewey Decimal Classification Notations
Ulrike Reiner

83. A New Interval Data Distance Based on the Wasserstein Metric
Rosanna Verde, Antonio Irpino


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