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Über dieses Buch

Data analysis, machine learning and knowledge discovery are research areas at the intersection of computer science, artificial intelligence, mathematics and statistics. They cover general methods and techniques that can be applied to a vast set of applications such as web and text mining, marketing, medicine, bioinformatics and business intelligence. This volume contains the revised versions of selected papers in the field of data analysis, machine learning and knowledge discovery presented during the 36th annual conference of the German Classification Society (GfKl). The conference was held at the University of Hildesheim (Germany) in August 2012. ​

Inhaltsverzeichnis

Frontmatter

AREA Statistics and Data Analysis: Classification, Cluster Analysis, Factor Analysis and Model Selection

Frontmatter

2014 | OriginalPaper | Buchkapitel

On Limiting Donor Usage for Imputation of Missing Data via Hot Deck Methods

Udo Bankhofer, Dieter William Joenssen

2014 | OriginalPaper | Buchkapitel

The Most Dangerous Districts of Dortmund

Tim Beige, Thomas Terhorst, Claus Weihs, Holger Wormer

2014 | OriginalPaper | Buchkapitel

Benchmarking Classification Algorithms on High-Performance Computing Clusters

Bernd Bischl, Julia Schiffner, Claus Weihs

2014 | OriginalPaper | Buchkapitel

Visual Models for Categorical Data in Economic Research

Justyna Brzezińska

2014 | OriginalPaper | Buchkapitel

How Many Bee Species? A Case Study in Determining the Number of Clusters

Christian Hennig

2014 | OriginalPaper | Buchkapitel

Two-Step Linear Discriminant Analysis for Classification of EEG Data

Nguyen Hoang Huy, Stefan Frenzel, Christoph Bandt

2014 | OriginalPaper | Buchkapitel

Predictive Validity of Tracking Decisions: Application of a New Validation Criterion

Florian Klapproth, Sabine Krolak-Schwerdt, Thomas Hörstermann, Romain Martin

2014 | OriginalPaper | Buchkapitel

DDα-Classification of Asymmetric and Fat-Tailed Data

Tatjana Lange, Karl Mosler, Pavlo Mozharovskyi

2014 | OriginalPaper | Buchkapitel

The Alpha-Procedure: A Nonparametric Invariant Method for Automatic Classification of Multi-Dimensional Objects

Tatjana Lange, Pavlo Mozharovskyi

2014 | OriginalPaper | Buchkapitel

Support Vector Machines on Large Data Sets: Simple Parallel Approaches

Oliver Meyer, Bernd Bischl, Claus Weihs

2014 | OriginalPaper | Buchkapitel

Soft Bootstrapping in Cluster Analysis and Its Comparison with Other Resampling Methods

Hans-Joachim Mucha, Hans-Georg Bartel

2014 | OriginalPaper | Buchkapitel

Dual Scaling Classification and Its Application in Archaeometry

Hans-Joachim Mucha, Hans-Georg Bartel, Jens Dolata

2014 | OriginalPaper | Buchkapitel

Gamma-Hadron-Separation in the MAGIC Experiment

Tobias Voigt, Roland Fried, Michael Backes, Wolfgang Rhode

AREA Machine Learning and Knowledge Discovery: Clustering, Classifiers, Streams and Social Networks

Frontmatter

2014 | OriginalPaper | Buchkapitel

Implementing Inductive Concept Learning For Cooperative Query Answering

Maheen Bakhtyar, Nam Dang, Katsumi Inoue, Lena Wiese

2014 | OriginalPaper | Buchkapitel

Clustering Large Datasets Using Data Stream Clustering Techniques

Matthew Bolaños, John Forrest, Michael Hahsler

2014 | OriginalPaper | Buchkapitel

Feedback Prediction for Blogs

Krisztian Buza

2014 | OriginalPaper | Buchkapitel

Spectral Clustering: Interpretation and Gaussian Parameter

Sandrine Mouysset, Joseph Noailles, Daniel Ruiz, Clovis Tauber

2014 | OriginalPaper | Buchkapitel

On the Problem of Error Propagation in Classifier Chains for Multi-label Classification

Robin Senge, Juan José del Coz, Eyke Hüllermeier

2014 | OriginalPaper | Buchkapitel

Statistical Comparison of Classifiers for Multi-objective Feature Selection in Instrument Recognition

Igor Vatolkin, Bernd Bischl, Günter Rudolph, Claus Weihs

AREA Data Analysis and Classification in Marketing

Frontmatter

2014 | OriginalPaper | Buchkapitel

The Dangers of Using Intention as a Surrogate for Retention in Brand Positioning Decision Support Systems

Michel Ballings, Dirk Van den Poel

2014 | OriginalPaper | Buchkapitel

Multinomial SVM Item Recommender for Repeat-Buying Scenarios

Christina Lichtenthäler, Lars Schmidt-Thieme

2014 | OriginalPaper | Buchkapitel

Predicting Changes in Market Segments Based on Customer Behavior

Anneke Minke, Klaus Ambrosi

2014 | OriginalPaper | Buchkapitel

Symbolic Cluster Ensemble based on Co-Association Matrix versus Noisy Variables and Outliers

Marcin Pełka

2014 | OriginalPaper | Buchkapitel

Image Feature Selection for Market Segmentation: A Comparison of Alternative Approaches

Susanne Rumstadt, Daniel Baier

2014 | OriginalPaper | Buchkapitel

The Validity of Conjoint Analysis: An Investigation of Commercial Studies Over Time

Sebastian Selka, Daniel Baier, Peter Kurz

2014 | OriginalPaper | Buchkapitel

Solving Product Line Design Optimization Problems Using Stochastic Programming

Sascha Voekler, Daniel Baier

AREA Data Analysis in Finance

Frontmatter

2014 | OriginalPaper | Buchkapitel

On the Discriminative Power of Credit Scoring Systems Trained on Independent Samples

Miguel Biron, Cristián Bravo

2014 | OriginalPaper | Buchkapitel

A Practical Method of Determining Longevity and Premature-Death Risk Aversion in Households and Some Proposals of Its Application

Lukasz Feldman, Radoslaw Pietrzyk, Pawel Rokita

2014 | OriginalPaper | Buchkapitel

Correlation of Outliers in Multivariate Data

Bartosz Kaszuba

2014 | OriginalPaper | Buchkapitel

Value-at-Risk Backtesting Procedures Based on Loss Functions: Simulation Analysis of the Power of Tests

Krzysztof Piontek

AREA Data Analysis in Biostatistics and Bioinformatics

Frontmatter

2014 | OriginalPaper | Buchkapitel

Rank Aggregation for Candidate Gene Identification

Andre Burkovski, Ludwig Lausser, Johann M. Kraus, Hans A. Kestler

2014 | OriginalPaper | Buchkapitel

Unsupervised Dimension Reduction Methods for Protein Sequence Classification

Dominik Heider, Christoph Bartenhagen, J. Nikolaj Dybowski, Sascha Hauke, Martin Pyka, Daniel Hoffmann

2014 | OriginalPaper | Buchkapitel

Three Transductive Set Covering Machines

Florian Schmid, Ludwig Lausser, Hans A. Kestler

AREA Interdisciplinary Domains: Data Analysis in Music, Education and Psychology

Frontmatter

2014 | OriginalPaper | Buchkapitel

Tone Onset Detection Using an Auditory Model

Nadja Bauer, Klaus Friedrichs, Dominik Kirchhoff, Julia Schiffner, Claus Weihs

2014 | OriginalPaper | Buchkapitel

A Unifying Framework for GPR Image Reconstruction

Andre Busche, Ruth Janning, Tomáš Horváth, Lars Schmidt-Thieme

2014 | OriginalPaper | Buchkapitel

Recognition of Musical Instruments in Intervals and Chords

Markus Eichhoff, Claus Weihs

2014 | OriginalPaper | Buchkapitel

ANOVA and Alternatives for Causal Inferences

Sonja Hahn

2014 | OriginalPaper | Buchkapitel

Testing Models for Medieval Settlement Location

Irmela Herzog

2014 | OriginalPaper | Buchkapitel

Supporting Selection of Statistical Techniques

Kay F. Hildebrand

2014 | OriginalPaper | Buchkapitel

Alignment Methods for Folk Tune Classification

Ruben Hillewaere, Bernard Manderick, Darrell Conklin

2014 | OriginalPaper | Buchkapitel

Comparing Regression Approaches in Modelling Compensatory and Noncompensatory Judgment Formation

Thomas Hörstermann, Sabine Krolak-Schwerdt

2014 | OriginalPaper | Buchkapitel

Sensitivity Analyses for the Mixed Coefficients Multinomial Logit Model

Daniel Kasper, Ali Ünlü, Bernhard Gschrey

2014 | OriginalPaper | Buchkapitel

Confidence Measures in Automatic Music Classification

Hanna Lukashevich

2014 | OriginalPaper | Buchkapitel

Using Latent Class Models with Random Effects for Investigating Local Dependence

Matthias Trendtel, Ali Ünlü, Daniel Kasper, Sina Stubben

2014 | OriginalPaper | Buchkapitel

The OECD’s Programme for International Student Assessment (PISA) Study: A Review of Its Basic Psychometric Concepts

Ali Ünlü, Daniel Kasper, Matthias Trendtel, Michael Schurig

2014 | OriginalPaper | Buchkapitel

Music Genre Prediction by Low-Level and High-Level Characteristics

Igor Vatolkin, Günther Rötter, Claus Weihs

LIS WORKSHOP: Workshop on Classification and Subject Indexing in Library and Information Science

Frontmatter

2014 | OriginalPaper | Buchkapitel

Using Clustering Across Union Catalogues to Enrich Entries with Indexing Information

Magnus Pfeffer

2014 | OriginalPaper | Buchkapitel

Text Mining for Ontology Construction

Silke Rehme, Michael Schwantner

2014 | OriginalPaper | Buchkapitel

Data Enrichment in Discovery Systems Using Linked Data

Dominique Ritze, Kai Eckert

Backmatter

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