Intelligent Data Analysis 2020 Video Submissions
43 Lectures · Apr 9, 2020
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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Uploaded videos:
Classification and regression
68 - LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-...
Apr 23, 2020
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51 Views
103 - Reconciling predictions in the regression setting: an application to bus t...
Apr 23, 2020
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33 Views
100 - Discriminative Bias for Learning Probabilistic Sentential Decision Diagram...
Apr 21, 2020
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28 Views
77 - Improving Prediction with Casual Probabilistic Variables
Apr 20, 2020
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34 Views
91 - Transfer Learning by Learning Projections from Target to Source
Apr 21, 2020
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29 Views
15 - Efficient Batch-Increamental Classification for Evolving Data Streams
Apr 23, 2020
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20 Views
Clustering
64 - Computing Vertex-Vertex Dissimilarities Using Random Trees: Application to ...
Apr 21, 2020
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18 Views
22 - Enriched Weisfeiler-Lehman Kernel for Improved Graph Clustering of Source C...
Apr 21, 2020
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21 Views
83 - A consensus approach to improve NMF document clustering
Apr 21, 2020
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11 Views
82 - Even Faster Exact k-Means Clustering (Part 1 - Short Version, Part 2 - Full...
Apr 20, 2020
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29 Views
79 - Ising-based Consensus Clustering on Specialized Hardware
Apr 21, 2020
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12 Views
55 - Overlapping Hierarchical Clustering (OHC)
Apr 21, 2020
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48 Views
Deep learning
43 - Estimating uncertainty in deep learning for reporting confidence: An applic...
Apr 20, 2020
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50 Views
54 - Dual Sequential Variational Autoencoders For Fraud Detection
Apr 20, 2020
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28 Views
63 - Do-U-Net for Segmentation and Counting
Apr 20, 2020
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151 Views
107 - Event Recognition Based On Classification Of Generazed Image Captions
Apr 20, 2020
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20 Views
71 - Multivariate Time Series as Images: Imputation using Convolutional Denoisin...
Apr 21, 2020
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51 Views
113 - Evaluation of CNN performance in semantically relevant latent spaces
Apr 21, 2020
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33 Views
General themes and applications
88 - AVATAR- Machine Learning Pipeline Evaluation Using Surrogate Model
Apr 21, 2020
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31 Views
6 - Adversarial attacks hidden in plain sight
Apr 21, 2020
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30 Views
114 - Aleatoric and Epistemic Uncertainty with Random Forests
Apr 21, 2020
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42 Views
87 - Angle-based Crowding Degree Estimation for Many-Objective Optimization
Apr 20, 2020
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34 Views
111 - Combining Machine Learning and Simulation to a Hybrid Modelling Approach
Apr 21, 2020
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47 Views
18 - Digital footporints of international migration on Twitter
Apr 20, 2020
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40 Views
34 - Master Your Metrics With Calibration
Apr 21, 2020
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33 Views
Graphs and networks
62 - A Principled Approach to Analyze Expressiveness and Accuracy of Graph Neura...
Apr 20, 2020
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20 Views
28 - A Late-fusion Approach to Community Detection in Attributed Networks
Apr 20, 2020
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23 Views
20 - Addressing the Resolution Limit and the Filed of View Limit in Community Mi...
Apr 20, 2020
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17 Views
31 - Comparing the preservation of network properties by graph embeddings
Apr 20, 2020
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26 Views
27 - Orometric Methods in Bounded Metric Data
Apr 20, 2020
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10 Views
10 - Percolation-Based Detection of Anomalous Subgraphs in Complex Networks
Apr 21, 2020
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17 Views
23 - Interpretable Neuron Structuring with Graph Spectral Regularization
Apr 23, 2020
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18 Views
Learning theory
92 - A Distribution Dependent and Independent Complexity Analysis of Manifold Re...
Apr 21, 2020
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63 Views
25 - Detection of Derivative Discontinuizies in Observational Data
Apr 21, 2020
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22 Views
90 - Making Learners (More) Monotone
Apr 21, 2020
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60 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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14 Views
30 - Towards Content Sensitivity Analysis
Apr 21, 2020
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22 Views
Pattern discovery
58 - Actionable Subgroup Discovery and Urban Farm Optimization
Apr 20, 2020
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104 Views
60 - Gibbs sampling subjectively interesting tiles
Apr 20, 2020
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30 Views
73 - GraphMDL: Graph Pattern Selection based on Minimum Description Length
Apr 21, 2020
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37 Views
57 - VOUW: Geometric Pattern Mining using the MDL Principle
Apr 21, 2020
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28 Views
26 - Widening for MDL-based Retail Signature Discovery
Apr 21, 2020
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22 Views