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7. IDA 2007: Ljubljana, Slovenia
- Michael R. Berthold, John Shawe-Taylor, Nada Lavrac:
Advances in Intelligent Data Analysis VII, 7th International Symposium on Intelligent Data Analysis, IDA 2007, Ljubljana, Slovenia, September 6-8, 2007, Proceedings. Lecture Notes in Computer Science 4723, Springer 2007, ISBN 978-3-540-74824-3
Statistical Data Analysis
- Jaakko Hollmén, Jarkko Tikka:
Compact and Understandable Descriptions of Mixtures of Bernoulli Distributions. 1-12 - Fei Sha, Y. Albert Park, Lawrence K. Saul:
Multiplicative Updates for L1-Regularized Linear and Logistic Regression. 13-24 - Elisa Ricci, Tijl De Bie, Nello Cristianini:
Learning to Align: A Statistical Approach. 25-36 - Dimitris Tzikas, Matjaz Kukar, Aristidis Likas:
Transductive Reliability Estimation for Kernel Based Classifiers. 37-47
Bayesian Approaches
- A. J. Feelders, Robert van Straalen:
Parameter Learning for Bayesian Networks with Strict Qualitative Influences. 48-58 - Antonio Fernández, María Morales
, Antonio Salmerón:
Tree Augmented Naive Bayes for Regression Using Mixtures of Truncated Exponentials: Application to Higher Education Management. 59-69
Clustering Methods
- Alexander Hinneburg, Hans-Henning Gabriel:
DENCLUE 2.0: Fast Clustering Based on Kernel Density Estimation. 70-80 - Dimitris K. Tasoulis, Gordon J. Ross, Niall M. Adams:
Visualising the Cluster Structure of Data Streams. 81-92 - Alexander Hasenfuss, Barbara Hammer
Relational Topographic Maps. 93-105
Ensemble Learning
- José del Campo-Ávila, Gonzalo Ramos-Jiménez, Rafael Morales Bueno:
Incremental Learning with Multiple Classifier Systems Using Correction Filters for Classification. 106-117 - Pance Panov, Saso Dzeroski
Combining Bagging and Random Subspaces to Create Better Ensembles. 118-129 - Carlos Valle, Ricardo Ñanculef, Héctor Allende, Claudio Moraga:
Two Bagging Algorithms with Coupled Learners to Encourage Diversity. 130-139
Ranking
- Radim Belohlávek, Stanislav Opichal, Vilém Vychodil:
Relational Algebra for Ranked Tables with Similarities: Properties and Implementation. 140-151 - Jérémy Besson, Céline Robardet:
A New Way to Aggregate Preferences: Application to Eurovision Song Contests. 152-162
Trees
- Valerio A. Tutore, Roberta Siciliano
Conditional Classification Trees Using Instrumental Variables. 163-173 - Antonio D'Ambrosio
Robust Tree-Based Incremental Imputation Method for Data Fusion. 174-183
Sequence/ Time Series Analysis
- Emma Peeling, Allan Tucker:
Making Time: Pseudo Time-Series for the Temporal Analysis of Cross Section Data. 184-194 - Saara Hyvönen, Aristides Gionis, Heikki Mannila:
Recurrent Predictive Models for Sequence Segmentation. 195-206 - José Antonio Iglesias
Sequence Classification Using Statistical Pattern Recognition. 207-218
Knowledge Discovery
- Jürgen Paetz:
Subrule Analysis and the Frequency-Confidence Diagram. 219-228 - Jean-Philippe Pellet
A Partial Correlation-Based Algorithm for Causal Structure Discovery with Continuous Variables. 229-239
Visualization
- Antti Ukkonen:
Visualizing Sets of Partial Rankings. 240-251 - Ángela Blanco, Manuel Martín-Merino:
A Partially Supervised Metric Multidimensional Scaling Algorithm for Textual Data Visualization. 252-262 - Katharina Tschumitschew, Frank Klawonn, Frank Höppner, Vitaliy Kolodyazhniy:
Landscape Multidimensional Scaling. 263-273
Text Mining
- Mannes Poel, Luite Stegeman, Rieks op den Akker:
A Support Vector Machine Approach to Dutch Part-of-Speech Tagging. 274-283 - Krzysztof Ciesielski, Mieczyslaw A. Klopotek:
Towards Adaptive Web Mining: Histograms and Contexts in Text Data Clustering. 284-295 - Fabrice Colas, Pavel Paclík, Joost N. Kok, Pavel Brazdil
Does SVM Really Scale Up to Large Bag of Words Feature Spaces? 296-307
Bioinformatics
- Karl Fraser, Zidong Wang
Noise Filtering and Microarray Image Reconstruction Via Chained Fouriers. 308-319 - Mehmet Kaya
Motif Discovery Using Multi-Objective Genetic Algorithm in Biosequences. 320-331 - Massimo La Rosa, Giuseppe Di Fatta, Salvatore Gaglio, Giovanni M. Giammanco, Riccardo Rizzo, Alfonso Urso:
Soft Topographic Map for Clustering and Classification of Bacteria. 332-343
Applications
- Ahmet Yardimci
Fuzzy Logic Based Gait Classification for Hemiplegic Patients. 344-354 - Andrzej Ruta, Yongmin Li
Traffic Sign Recognition Using Discriminative Local Features. 355-366 - Ole Edsberg, Øystein Nytrø
Novelty Detection in Patient Histories: Experiments with Measures Based on Text Compression. 367-378
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