About
Advancing Intelligent Data Analysis 2020 requires novel, potentially game-changing ideas. IDA’s mission is to promote ideas over performance: a solid motivation can be as convincing as exhaustive empirical evaluation. Therefore IDA accepts all inspiring papers for both presentation and publication. In order to create an open atmosphere that encourages discussion, IDA symposia are intentionally small-scale and single-track.
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Videos
Classification and regression

103 - Reconciling predictions in the regression setting: an application to bus t...
Apr 23, 2020
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33 views

15 - Efficient Batch-Increamental Classification for Evolving Data Streams
Apr 23, 2020
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20 views

91 - Transfer Learning by Learning Projections from Target to Source
Apr 21, 2020
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30 views

100 - Discriminative Bias for Learning Probabilistic Sentential Decision Diagram...
Apr 21, 2020
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30 views

77 - Improving Prediction with Casual Probabilistic Variables
Apr 20, 2020
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35 views

68 - LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-...
Apr 23, 2020
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52 views
Clustering

82 - Even Faster Exact k-Means Clustering (Part 1 - Short Version, Part 2 - Full...
Apr 20, 2020
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30 views

64 - Computing Vertex-Vertex Dissimilarities Using Random Trees: Application to ...
Apr 21, 2020
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19 views

55 - Overlapping Hierarchical Clustering (OHC)
Apr 21, 2020
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48 views

83 - A consensus approach to improve NMF document clustering
Apr 21, 2020
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11 views

22 - Enriched Weisfeiler-Lehman Kernel for Improved Graph Clustering of Source C...
Apr 21, 2020
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22 views

79 - Ising-based Consensus Clustering on Specialized Hardware
Apr 21, 2020
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12 views
Deep learning

54 - Dual Sequential Variational Autoencoders For Fraud Detection
Apr 20, 2020
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29 views

113 - Evaluation of CNN performance in semantically relevant latent spaces
Apr 21, 2020
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34 views

107 - Event Recognition Based On Classification Of Generazed Image Captions
Apr 20, 2020
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21 views

63 - Do-U-Net for Segmentation and Counting
Apr 20, 2020
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155 views

71 - Multivariate Time Series as Images: Imputation using Convolutional Denoisin...
Apr 21, 2020
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52 views

43 - Estimating uncertainty in deep learning for reporting confidence: An applic...
Apr 20, 2020
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52 views
General themes and applications

6 - Adversarial attacks hidden in plain sight
Apr 21, 2020
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31 views

114 - Aleatoric and Epistemic Uncertainty with Random Forests
Apr 21, 2020
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43 views

18 - Digital footporints of international migration on Twitter
Apr 20, 2020
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41 views

111 - Combining Machine Learning and Simulation to a Hybrid Modelling Approach
Apr 21, 2020
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48 views

88 - AVATAR- Machine Learning Pipeline Evaluation Using Surrogate Model
Apr 21, 2020
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31 views

87 - Angle-based Crowding Degree Estimation for Many-Objective Optimization
Apr 20, 2020
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36 views

34 - Master Your Metrics With Calibration
Apr 21, 2020
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34 views
Graphs and networks

62 - A Principled Approach to Analyze Expressiveness and Accuracy of Graph Neura...
Apr 20, 2020
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21 views

10 - Percolation-Based Detection of Anomalous Subgraphs in Complex Networks
Apr 21, 2020
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19 views

20 - Addressing the Resolution Limit and the Filed of View Limit in Community Mi...
Apr 20, 2020
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17 views

23 - Interpretable Neuron Structuring with Graph Spectral Regularization
Apr 23, 2020
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19 views

27 - Orometric Methods in Bounded Metric Data
Apr 20, 2020
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11 views

31 - Comparing the preservation of network properties by graph embeddings
Apr 20, 2020
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26 views

28 - A Late-fusion Approach to Community Detection in Attributed Networks
Apr 20, 2020
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24 views
Learning theory

90 - Making Learners (More) Monotone
Apr 21, 2020
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62 views

25 - Detection of Derivative Discontinuizies in Observational Data
Apr 21, 2020
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22 views

92 - A Distribution Dependent and Independent Complexity Analysis of Manifold Re...
Apr 21, 2020
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63 views
Natural language processing

86 - Enhanced Word Embeddings For Anorexia Nervosa Detection on Social Media
Apr 21, 2020
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27 views

67 - Supervised Phrase-boundary Embeddings
Apr 20, 2020
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15 views

30 - Towards Content Sensitivity Analysis
Apr 21, 2020
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23 views
Pattern discovery

60 - Gibbs sampling subjectively interesting tiles
Apr 20, 2020
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31 views

26 - Widening for MDL-based Retail Signature Discovery
Apr 21, 2020
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23 views

57 - VOUW: Geometric Pattern Mining using the MDL Principle
Apr 21, 2020
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29 views

58 - Actionable Subgroup Discovery and Urban Farm Optimization
Apr 20, 2020
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105 views

73 - GraphMDL: Graph Pattern Selection based on Minimum Description Length
Apr 21, 2020
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37 views