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Kestler, Hans A.

Analysis of Large and Complex Data

Kestler, Hans A. - Analysis of Large and Complex Data, ebook

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Table of contents

Part I. Invited Papers

1. Latent Variables and Marketing Theory: The Paradigm Shift
Adam Sagan

2. Business Intelligence in the Context of Integrated Care Systems (ICS): Experiences from the ICS “Gesundes Kinzigtal” in Germany
Alexander Pimperl, Timo Schulte, Helmut Hildebrandt

3. Clustering and a Dissimilarity Measure for Methadone Dosage Time Series
Chien-Ju Lin, Christian Hennig, Chieh-Liang Huang

4. Linear Storage and Potentially Constant Time Hierarchical Clustering Using the Baire Metric and Random Spanning Paths
Fionn Murtagh, Pedro Contreras

5. Standard and Novel Model Selection




Criteria in the Pairwise Likelihood

Estimation of a Mixture Model for Ordinal Data
Monia Ranalli, Roberto Rocci

Part II. Big Data

6. Textual Information Localization and Retrieval in Document Images Based on Quadtree

Decomposition
Cynthia Pitou, Jean Diatta

7. Selection Stability as a Means of Biomarker Discovery in Classification
Lyn-Rouven Schirra, Ludwig Lausser, Hans A. Kestler

8. Active Multi-Instance Multi-Label Learning
Robert Retz, Friedhelm Schwenker

9. Using Annotated Suffix Tree

Similarity

Measure for Text Summarisation
Maxim Yakovlev, Ekaterina Chernyak

10. Big Data

Classification

: Aspects on Many Features

and Many Observations
Claus Weihs, Daniel Horn, Bernd Bischl

Part III. Clustering

11. Bottom-Up Variable Selection in Cluster Analysis Using Bootstrapping: A Proposal
Hans-Joachim Mucha, Hans-Georg Bartel

12. A Comparison Study for Spectral, Ensemble and Spectral-Mean Shift Clustering Approaches for Interval-Valued Symbolic Data
Marcin Pełka

13. Supervised Pre-processings Are Useful for Supervised Clustering
Oumaima Alaoui Ismaili, Vincent Lemaire, Antoine Cornuéjols

14. Similarity Measures on Concept Lattices
Florent Domenach, George Portides

Part IV. Classification

15. Multivariate Functional Regression Analysis with Application to Classification Problems
Tomasz Górecki, Mirosław Krzyśko, Waldemar Wołyński

16. Incremental Generalized Canonical Correlation Analysis
Angelos Markos, Alfonso Iodice D’Enza

17. Evaluating the Necessity of a Triadic Distance

Model
Atsuho Nakayama

18. Assessing the Reliability of a Multi-Class Classifier
Luca Frigau, Claudio Conversano, Francesco Mola

Part V. Regression and Other Statistical Techniques

19. Reviewing Graphical Modelling of Multivariate Temporal Processes
Matthias Eckardt

20. The Weight of Penalty Optimization for Ridge Regression
Sri Utami Zuliana, Aris Perperoglou

21. Monitoring a Dynamic Weighted Majority

Method Based on Datasets with Concept Drift
Dhouha Mejri, Mohamed Limam, Claus Weihs

Part VI. Applications

22. Specialization in Smart Growth Sectors

vs. Effects of Change of Workforce

Numbers in the European Union Regional Space
Elżbieta Sobczak, Marcin Pełka

23. Evaluation of the Individually Perceived Quality from Head-Up Display Images Relating to Distortions
Sonja Köppl, Markus Hellmann, Klaus Jostschulte, Christian Wöhler

24. Minimizing Redundancy Among Genes Selected Based on the Overlapping


Analysis
Osama Mahmoud, Andrew Harrison, Asma Gul, Zardad Khan, Metodi V. Metodiev, Berthold Lausen

25. The Identification of Relations Between Smart Specialization and Sensitivity to Crisis in the European Union Regions
Beata Bal-Domańska

Part VII. Data Analysis in Marketing

26. Market Oriented Product Design



and Pricing: Effects of Intra-Individual Varying Partworths
Stephanie Löffler, Daniel Baier

27. The Use of Hybrid Predictive C&RT-Logit

Models in Analytical CRM
Mariusz Łapczyński

Part VIII. Data Analysis in Finance

28. Excess Takeover Premiums and Bidder Contests in Merger & Acquisitions: New Methods for Determining Abnormal Offer Prices
Wolfgang Bessler, Colin Schneck

29. Firm-Specific Determinants on Dividend Changes: Insights from Data Mining
Karsten Luebke, Joachim Rojahn

30. Selection of Balanced Structure Samples in Corporate Bankruptcy Prediction
Mateusz Baryła, Barbara Pawełek, Józef Pociecha

31. Facilitating Household Financial Plan Optimization by Adjusting Time Range of Analysis to Life-Length Risk

Aversion
Radoslaw Pietrzyk, Pawel Rokita

32. Dynamic Aspects of Bankruptcy Prediction Logit

Model for Manufacturing Firms

in Poland
Barbara Pawełek, Józef Pociecha, Mateusz Baryła

Part IX. Data Analysis in Medicine and Life Sciences

33. Estimating Age- and Height-Specific Percentile Curves

for Children Using GAMLSS in the IDEFICS Study
Timm Intemann, Hermann Pohlabeln, Diana Herrmann Wolfgang Ahrens, Iris Pigeot

34. An Ensemble of Optimal Trees for Class Membership Probability Estimation
Zardad Khan, Asma Gul, Osama Mahmoud, Miftahuddin Miftahuddin, Aris Perperoglou, Werner Adler, Berthold Lausen

35. Ensemble of Subset of k-Nearest Neighbours Models for Class Membership Probability Estimation
Asma Gul, Zardad Khan, Aris Perperoglou, Osama Mahmoud, Miftahuddin Miftahuddin, Werner Adler, Berthold Lausen

Part X. Data Analysis in Musicology

36. The Surprising Character of Music: A Search for Sparsity in Music


Evoked Body Movements
Denis Amelynck, Pieter-Jan Maes, Marc Leman, Jean-Pierre Martens

37. Comparing Audio Features and Playlist Statistics for Music Classification
Igor Vatolkin, Geoffray Bonnin, Dietmar Jannach

38. Duplicate Detection in Facsimile Scans of Early Printed Music
Christophe Rhodes, Tim Crawford, Mark d’Inverno

39. Fast Model Based Optimization of Tone Onset Detection by Instance Sampling
Nadja Bauer, Klaus Friedrichs, Bernd Bischl, Claus Weihs

40. Recognition of Leitmotives in Richard Wagner’s Music: An Item Response Theory Approach
Daniel Müllensiefen, David Baker, Christophe Rhodes, Tim Crawford, Laurence Dreyfus

Part XI. Data Analysis in Interdisciplinary Domains

41. Optimization of a Simulation for Inhomogeneous Mineral Subsoil Machining
Swetlana Herbrandt, Claus Weihs, Uwe Ligges, Manuel Ferreira, Christian Rautert, Dirk Biermann, Wolfgang Tillmann

42. Fast and Robust Isosurface Similarity Maps Extraction Using Quasi-Monte Carlo Approach
Alexey Fofonov, Lars Linsen

43. Analysis of ChIP-seq Data Via Bayesian Finite Mixture Models with a Non-parametric Component
Baba B. Alhaji, Hongsheng Dai, Yoshiko Hayashi, Veronica Vinciotti, Andrew Harrison, Berthold Lausen

44. Information Theoretic Measures for Ant Colony Optimization
Gunnar Völkel, Markus Maucher, Christoph Müssel, Uwe Schöning, Hans A. Kestler

45. A Signature Based Method for Fraud Detection

onE-Commerce

Scenarios
Orlando Belo, Gabriel Mota, Joana Fernandes

46. Three-Way Clustering

Problems in Regional Science
Małgorzata Markowska, Andrzej Sokołowski, Danuta Strahl

Part XII. Data Analysis in Social, Behavioural and Health Care Sciences

47. CFA-MTMM Model in Comparative Analysis of 5-, 7-, 9-, and 11-point A/D Scales
Piotr Tarka

48. Biasing Effects of Non-Representative Samples of Quasi-Orders in the Assessment of Recovery Quality of IITA-Type Item Hierarchy Mining
Ali Ünlü, Martin Schrepp

49. Correlated Component Regression: Profiling Student Performances by Means of Background Characteristics
Bernhard Gschrey, Ali Ünlü

50. Analysing Psychological Data by Evolving Computational Models
Peter C. R. Lane, Peter D. Sozou, Fernand Gobet, Mark Addis

51. Use of Panel Data

Analysis for V4 Households

Poverty Risk Prediction
Lukáš Sobíšek, Mária Stachová

Part XIII. Data Analysis in Library Science

52. Collaborative LiteratureWork in the Research Publication Process: The Cogeneration of Citation Networks as Example
Leon Otto Burkard, Andreas Geyer-Schulz

53. Subject Indexing of Textbooks: Challenges in the Construction of a Discovery System
Bianca Pramann, Jessica Drechsler, Esther Chen, Robert Strötgen

54. The Ofness and Aboutness of Survey Data: Improved Indexing of Social Science Questionnaires
Tanja Friedrich, Pascal Siegers

55. Subject Indexing for Author Name Disambiguation: Opportunities and Challenges
Cornelia Hedeler, Andreas Oskar Kempf, Jan Steinberg

Keywords: Statistics, Statistics and Computing/Statistics Programs, Data Mining and Knowledge Discovery, Statistics for Life Sciences, Medicine, Health Sciences, Statistics for Business/Economics/Mathematical Finance/Insurance, Probability and Statistics in Computer Science, Biostatistics

Editor
 
Publisher
Springer
Publication year
2016
Language
en
Edition
1
Series
Studies in Classification, Data Analysis, and Knowledge Organization
Page amount
26 pages
Category
Natural Sciences
Format
Ebook
eISBN (PDF)
9783319252261
Printed ISBN
978-3-319-25224-7

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