| Description |
1 online resource (xvi, 423 pages) |
| Series |
Lecture notes in computer science ; 7619 |
|
LNCS sublibrary. SL 3, Information systems and application, incl. Internet/Web, and HCI |
|
Lecture notes in computer science ; 7619.
|
|
LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
|
| Contents |
Invited Papers -- Over-Fitting in Model Selection and Its Avoidance / Gavin C. Cawley -- Intelligent Data Analysis of Human Genetic Data / Paola Sebastiani -- Queries for Data Analysis / Arno Siebes -- Selected Contributions -- Parallel Data Mining Revisited. Better, Not Faster / Zaenal Akbar, Violeta N. Ivanova, Michael R. Berthold -- Weighting Features for Partition around Medoids Using the Minkowski Metric / Renato Cordeiro de Amorim, Trevor Fenner -- On Initializations for the Minkowski Weighted K-Means / Renato Cordeiro de Amorim, Peter Komisarczuk -- A Skew-t-Normal Multi-level Reduced-Rank Functional PCA Model for the Analysis of Replicated Genomics Time Course Data / Maurice Berk, Giovanni Montana -- Methodological Foundation for Sign Language 3D Motion Trajectory Analysis / Mehrez Boulares, Mohamed Jemni -- Assembly Detection in Continuous Neural Spike Train Data / Christian Braune, Christian Borgelt, Sonja Grün -- Online Techniques for Dealing with Concept Drift in Process Mining / Josep Carmona, Ricard Gavaldà |
|
An Evolutionary Based Clustering Algorithm Applied to Dada Compression for Industrial Systems / Jun Chen, Mahdi Mahfouf, Chris Bingham, Yu Zhang, Zhijing Yang, Michael Gallimore -- Multi-label LeGo -- Enhancing Multi-label Classifiers with Local Patterns / Wouter Duivesteijn, Eneldo Loza Mencía, Johannes Fürnkranz, Arno Knobbe -- Discriminative Dimensionality Reduction Mappings / Andrej Gisbrecht, Daniela Hofmann, Barbara Hammer -- Finding Interesting Contexts for Explaining Deviations in Bus Trip Duration Using Distribution Rules / Alípio M. Jorge, João Mendes-Moreira, Jorge Freire de Sousa, Carlos Soares -- Curve Fitting for Short Time Series Data from High Throughput Experiments with Correction for Biological Variation / Frank Klawonn, Nada Abidi, Evelin Berger, Lothar Jänsch -- Formalizing Complex Prior Information to Quantify Subjective Interestingness of Frequent Pattern Sets / Kleanthis-Nikolaos Kontonasios, Tijl DeBie |
|
MCut: A Thresholding Strategy for Multi-label Classification / Christine Largeron, Christophe Moulin, Mathias Géry -- Improving Tag Recommendation Using Few Associations / Matthijs van Leeuwen, Diyah Puspitaningrum -- Identifying Anomalous Social Contexts from Mobile Proximity Data Using Binomial Mixture Models / Eric Malmi, Juha Raitio, Oskar Kohonen, Krista Lagus, Timo Honkela -- Constrained Clustering Using SAT / Jean-Philippe Métivier, Patrice Boizumault, Bruno Crémilleux, Mehdi Khiari -- Two-Stage Approach for Electricity Consumption Forecasting in Public Buildings / Antonio Morán, Miguel A. Prada, Serafín Alonso, Pablo Barrientos, Juan J. Fuertes -- Online Predictive Model for Taxi Services / Luís Moreira-Matias, João Gama, Michel Ferreira, João Mendes-Moreira, Luís Damas -- Analysis of Noisy Biosignals for Musical Performance / Joonas Paalasmaa, David J. Murphy, Ove Holmqvist -- Information Theoretic Approach to Improve Performance of Networked Control Systems / Marko Paavola, Mika Ruusunen, Aki Sorsa, Kauko Leiviskä |
|
Learning Pattern Graphs for Multivariate Temporal Pattern Retrieval / Sebastian Peter, Frank Höppner, Michael R. Berthold -- GeT_Move: An Efficient and Unifying Spatio-temporal Pattern Mining Algorithm for Moving Objects / Phan Nhat Hai, Pascal Poncelet, Maguelonne Teisseire -- Fuzzy Frequent Pattern Mining in Spike Trains / David Picado Muiño, Iván Castro León, Christian Borgelt -- Mass Scale Modeling and Simulation of the Air-Interface Load in 3G Radio Access Networks / Dejan Radosavljevik, Peter van der Putten, Kim Kyllesbech Larsen -- Batch-Incremental versus Instance-Incremental Learning in Dynamic and Evolving Data / Jesse Read, Albert Bifet, Bernhard Pfahringer, Geoff Holmes -- Applying Piecewise Approximation in Perceptron Training of Conditional Random Fields / Teemu Ruokolainen -- Patch-Based Data Analysis Using Linear-Projection Diffusion / Moshe Salhov, Guy Wolf, Amir Averbuch, Pekka Neittaanmäki -- Dictionary Construction for Patch-to-Tensor Embedding / Moshe Salhov, Guy Wolf, Amit Bermanis, Amir Averbuch, Pekka Neittaanmäki |
|
Where Are We Going? Predicting the Evolution of Individuals / Zaigham Faraz Siddiqui, Márcia Oliveira, João Gama, Myra Spiliopoulou -- Use of General Purpose GPU Programming to Enhance the Classification of Leukaemia Blast Cells in Blood Smear Images / Stefan Skrobanski, Stelios Pavlidis, Waidah Ismail, Rosline Hassan, Steve Counsell -- Intelligent Data Analysis by a Home-Use Human Monitoring Robot / Shinsuke Sugaya, Daisuke Takayama, Asuki Kouno, Einoshin Suzuki -- Sleep Musicalization: Automatic Music Composition from Sleep Measurements / Aurora Tulilaulu, Joonas Paalasmaa, Mikko Waris, Hannu Toivonen -- Engine Parameter Outlier Detection: Verification by Simulating PID Controllers Generated by Genetic Algorithm / Joni Vesterback, Vladimir Bochko, Mika Ruohonen, Jarmo Alander, Andreas Bäck -- Unit Operational Pattern Analysis and Forecasting Using EMD and SSA for Industrial Systems / Zhijing Yang, Chris Bingham, Wing-Kuen Ling, Yu Zhang, Michael Gallimore, Jill Stewart |
| Summary |
This book constitutes the refereed proceedings of the 11th International Conference on Intelligent Data Analysis, IDA 2012, held in Helsinki, Finland, in October 2012. The 32 revised full papers presented together with 3 invited papers were carefully reviewed and selected from 88 submissions. All current aspects of intelligent data analysis are addressed, including intelligent support for modeling and analyzing data from complex, dynamical systems. The papers focus on novel applications of IDA techniques to, e.g., networked digital information systems; novel modes of data acquisition and the associated issues; robustness and scalability issues of intelligent data analysis techniques; and visualization and dissemination results |
| Bibliography |
Includes bibliographical references and index |
| Notes |
English |
|
Online resource; title from digital title page (viewed November 11, 2012) |
| In |
Springer eBooks |
| Subject |
Mathematical statistics -- Congresses
|
|
Mathematical statistics -- Data processing -- Congresses
|
|
Informatique.
|
|
Mathematical statistics
|
|
Mathematical statistics -- Data processing
|
| Genre/Form |
Conference papers and proceedings
|
|
Software.
|
| Form |
Electronic book
|
| Author |
Hollmén, Jaakko
|
|
Klawonn, F
|
|
Tucker, Allan.
|
| ISBN |
9783642341564 |
|
364234156X |
|
3642341551 |
|
9783642341557 |
|
