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Author International Conference on Discovery Science (15th : 2012 : Lyon, France)

Title Discovery science : 15th International Conference, DS 2012, Lyon, France, October 29-31, 2012 : proceedings / Jean-Gabriel Ganascia, Philippe Lenca, Jean-Marc Petit (eds.)
Published Heidelberg ; New York : Springer, [2012]
©2012
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Description 1 online resource (xiii, 327 pages) : illustrations
Series Lecture notes in computer science ; 7569
LNCS sublibrary: SL 7-Artificial intelligence
Lecture notes in computer science ; 7569
LNCS sublibrary. SL 7, Artificial intelligence.
Contents Invited Talks -- Declarative Modeling for Machine Learning and Data Mining / Luc De Raedt -- Recent Developments in Pattern Mining / Toon Calders -- Tutorial -- Exploring Sequential Data / Gilbert Ritschard -- Regular Papers -- Large Scale Spectral Clustering Using Resistance Distance and Spielman-Teng Solvers / Nguyen Lu Dang Khoa, Sanjay Chawla -- Prediction of Quantiles by Statistical Learning and Application to GDP Forecasting / Pierre Alquier, Xiaoyin Li -- Policy Search in a Space of Simple Closed-form Formulas: Towards Interpretability of Reinforcement Learning / Francis Maes, Raphael Fonteneau, Louis Wehenkel, Damien Ernst -- Towards Finding Relational Redescriptions / Esther Galbrun, Angelika Kimmig -- Descriptive Modeling of Systemic Banking Crises / Dragan Gamberger, Dražen Lučanin, Tomislav Šmuc -- A Trim Distance between Positions in Nucleotide Sequences / Shunsuke Makino, Takaharu Shimada, Kouichi Hirata, Kouki Yonezawa, Kimihito Ito
Data Squashing for HSV Subimages by an Autonomous Mobile Robot / Einoshin Suzuki, Emi Matsumoto, Asuki Kouno -- Cohesive Co-evolution Patterns in Dynamic Attributed Graphs / Elise Desmier, Marc Plantevit, Céline Robardet, Jean-François Boulicaut -- Efficient Redundancy Reduced Subgroup Discovery via Quadratic Programming / Rui Li, Stefan Kramer -- HCAC: Semi-supervised Hierarchical Clustering Using Confidence-Based Active Learning / Bruno M. Nogueira, Alípio M. Jorge, Solange O. Rezende -- LF-CARS: A Loose Fragment-Based Consensus Clustering Algorithm with a Robust Similarity / Bi-Ru Dai, Chih-Heng Chung -- Fast Approximation Algorithm for the 1-Median Problem / Koji Tabata, Atsuyoshi Nakamura, Mineichi Kudo -- Online Co-regularized Algorithms / Tom de Ruijter, Evgeni Tsivtsivadze, Tom Heskes -- Fast Progressive Training of Mixture Models for Model Selection / Prem Raj Adhikari, Jaakko Hollmén -- Including Spatial Relations and Scales within Sequential Pattern Extraction / Mickaël Fabrègue, Agnès Braud, Sandra Bringay, Florence Le Ber, Maguelonne Teisseire
Predicting Ramp Events with a Stream-Based HMM Framework / Carlos Abreu Ferreira, João Gama, Vítor Santos Costa, Vladimiro Miranda, Audun Botterud -- Burst Detection in a Sequence of Tweets Based on Information Diffusion Model / Kazumi Saito, Kouzou Ohara, Masahiro Kimura, Hiroshi Motoda -- Error-Correcting Output Codes as a Transformation from Multi-Class to Multi-Label Prediction / Johannes Fürnkranz, Sang-Hyeun Park -- An Assessment on Loan Performance from Combined Quantitative and Qualitative Data in XML / Novita Ikasari, Fedja Hadzic -- Structural Change Pattern Mining Based on Constrained Maximal k-Plex Search / Yoshiaki Okubo, Makoto Haraguchi, Etsuji Tomita -- Enhancing Patent Expertise through Automatic Matching with Scientific Papers / Kafil Hajlaoui, Pascal Cuxac, Jean-Charles Lamirel, Claire François -- Soft Threshold Constraints for Pattern Mining / Willy Ugarte, Patrice Boizumault, Samir Loudni, Bruno Crémilleux
Summary This book constitutes the refereed proceedings of the 15th International Conference on Discovery Science, DS 2012, held in Lyon, France, in October 2012. The 22 papers presented in this volume were carefully reviewed and selected from 46 submissions. The field of discovery science aims at inducing and validating new scientific hypotheses from data. The scope of this conference includes the development and analysis of methods for automatic scientific knowledge discovery, machine learning, intelligent data analysis, theory of learning, tools for supporting the human process of discovery in science, as well as their application to knowledge discovery
Bibliography Includes bibliographical references and author index
Notes Online resource; title from PDF title page (SpringerLink, viewed Mar. 20, 2013)
Subject Science -- Philosophy -- Congresses.
Discoveries in science -- Congresses.
Research -- Automation -- Congresses.
Machine learning -- Congresses.
Data mining -- Congresses.
Genre/Form Conference papers and proceedings.
Computer software.
Conference papers and proceedings.
Form Electronic book
Author Ganascia, Jean-Gabriel, editor
Lenca, Philippe, editor
Petit, Jean-Marc, editor
LC no. 2012947814
ISBN 9783642334924 (electronic bk.)
364233492X (electronic bk.)
3642334911
9783642334917
(print)
Other Titles DS 2012