Title Advances in intelligent data analysis XV : 15th International Symposium, IDA 2016, Stockholm, Sweden, October 13-15, 2016, Proceedings / Henrik Boström, Arno Knobbe, Carlos Soares, Panagiotis Papapetrou (eds.)

Published Cham, Switzerland : Springer, 2016

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Description 1 online resource (xiii, 404 pages) : illustrations Series Lecture notes in computer science, 0302-9743 ; 9897 LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI Lecture notes in computer science ; 9897. 0302-9743 LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI. Contents DSCo-NG: A Practical Language Modeling Approach for Time Series Classification -- Ranking Accuracy for Logistic-GEE models -- The Morality Machine: Tracking Moral Values in Tweets -- A Hybrid Approach for Probabilistic Relational Models Structure Learning -- On the Impact of Data Set Size in Transfer Learning Using Deep Neural Networks -- Obtaining Shape Descriptors from a Concave Hull-Based Clustering Algorithm -- Visual Perception of Discriminative Landmarks in Classified Time Series -- Spotting the Diffusion of New Psychoactive Substances over the Internet -- Feature Selection Issues in Long-Term Travel Time Prediction -- A Mean-Field Variational Bayesian Approach to Detecting Overlapping Communities with Inner Roles Using Poisson Link Generation -- Online Semi-supervised Learning for Multi-target Regression in Data streams Using AMRules -- A Toolkit for Analysis of Deep Learning Experiments -- The Optimistic Method for Model Estimation -- Does Feature Selection Improve Classification? A Large Scale Experiment in OpenML -- Learning from the News: Predicting Entity Popularity on Twitter -- Multi-scale Kernel PCA and Its Application to Curvelet-based Feature Extraction for Mammographic Mass Characterization -- Weakly-supervised Symptom Recognition for Rare Diseases in Biomedical Text -- Estimating Sequence Similarity from Read Sets for Clustering Sequencing Data -- Widened Learning of Bayesian Network Classifiers -- Vote Buying Detection via Independent Component Analysis -- Unsupervised Relation Extraction in Specialized Corpora Using Sequence Mining -- A Framework for Interpolating Scattered Data Using Space-filling Curves -- Privacy-Awareness of Distributed Data Clustering Algorithms Revisited -- Bi-stochastic Matrix Approximation Framework for Data Co-clustering -- Sequential Cost-Sensitive Feature Acquisition -- Explainable and Efficient Link Prediction in Real-World Network Data -- DGRMiner: Anomaly Detection and Explanation in Dynamic Graphs -- Similarity Based Hierarchical Clustering with an Application to Text Collections -- Determining Data Relevance Using Semantic Types and Graphical Interpretation Cues -- A First Step Toward Quantifying the Climate's Information Production over the Last 68,000 Years -- HAUCA Curves for the Evaluation of Biomarker Pilot Studies with Small Sample Sizes and Large Numbers of Features -- Stability Evaluation of Event Detection Techniques for Twitter -- IDA 2016 Industrial Challenge: Using Machine Learning for Predicting Failures -- An Optimized k-NN Approach for Classification on Imbalanced Datasets with Missing Data -- Combining Boosted Trees with Metafeature Engineering for Predictive Maintenance -- Prediction of Failures in the Air Pressure System of Scania Trucks Using a Random Forest and Feature Engineering Summary This book constitutes the refereed conference proceedings of the 15th International Conference on Intelligent Data Analysis, which was held in October 2016 in Stockholm, Sweden. The 36 revised full papers presented were carefully reviewed and selected from 75 submissions. The traditional focus of the IDA symposium series is on end-to-end intelligent support for data analysis. The symposium aims to provide a forum for inspiring research contributions that might be considered preliminary in other leading conferences and journals, but that have a potentially dramatic impact Notes International conference proceedings Includes author index Online resource; title from PDF title page (SpringerLink, viewed October 5, 2016) Subject Pattern recognition systems -- Congresses Mathematical statistics -- Congresses Mathematical statistics -- Data processing -- Congresses Information retrieval. Artificial intelligence. Algorithms & data structures. Data mining. Databases. Computers -- Information Technology. Computers -- Intelligence (AI) & Semantics. Computers -- System Administration -- Storage & Retrieval. Computers -- Programming -- Algorithms. Computers -- Database Management -- Data Mining. Computers -- Database Management -- General. Mathematical statistics Mathematical statistics -- Data processing Pattern recognition systems Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Boström, Henrik, editor Knobbe, Arno J., editor. Soares, Carlos A. Mota, 1945- editor. Papapetrou, Panagiotis, editor ISBN 9783319463490 3319463497 3319463489 9783319463483 9783319463506 3319463500

Other Titles Advances in intelligent data analysis 15 IDA 2016

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