Burkhardt, Hans
Data Analysis, Machine Learning and Applications
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
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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Avainsanat: COMPUTERS / Computer Science COM014000
- Tekijä(t)
- Burkhardt, Hans
- Decker, Reinhold
- Preisach, Christine
- Schmidt-Thieme, Lars
- Julkaisija
- Springer
- Julkaisuvuosi
- 2008
- Kieli
- en
- Painos
- 1
- Kategoria
- Tietotekniikka, tietoliikenne
- Tiedostomuoto
- E-kirja
- eISBN (PDF)
- 9783540782469