TY  - BOOK
AU  - Bouadi,Tassadit
AU  - Fromont,Elisa
AU  - Hüllermeier,Eyke
TI  - Advances in Intelligent Data Analysis XX: 20th International Symposium on Intelligent Data Analysis, IDA 2022, Rennes, France, April 20-22, 2022, Proceedings 
T2  - Lecture Notes in Computer Science,
SN  - 9783031013331
U1  - 005.74 23
PY  - 2022///
CY  - Cham
PB  - Springer International Publishing, Imprint: Springer
KW  - Database management
KW  - Data structures (Computer science)
KW  - Information theory
KW  - Education-Data processing
KW  - Computer engineering
KW  - Computer networks 
KW  - Social sciences-Data processing
KW  - Computer vision
KW  - Database Management
KW  - Data Structures and Information Theory
KW  - Computers and Education
KW  - Computer Engineering and Networks
KW  - Computer Application in Social and Behavioral Sciences
KW  - Computer Vision
N1  - Multi-Modal Ensembles of Regressor Chains for Multi-Output Prediction -- A Two-Step Approach for Explainable Relation Extraction -- Towards Automation of Topic Taxonomy Construction -- A fault detection framework based on LSTM autoencoder: a case study for Volvo bus data -- Detection and Multi-Label Classification of Bats -- End-to-End Mobile System for Diabetic Retinopathy Screening Based on Lightweight Deep Neural Network -- Effcient Bayesian learning of sparse deep artificial neural networks -- Tensor Completion Post-Correction -- Hadi Fanaee-T S-LIME: Reconciling Locality and Fidelity in Linear Explanations -- Changes in Predictions of Classification Models for Data Streams -- Impact of dimensionality on nowcasting seasonal influenza with environmental factors -- On Usefulness of Outlier Elimination in Classification Tasks -- Suitability of Different Metric Choices for Concept Drift Detection -- Exploring the Geometry and Topology of Neural Network Loss Landscapes -- Selecting Outstanding Patterns Based on their Neighbourhood -- Using Explainable Boosting Machine to Compare Idiographic and Nomothetic Approaches for Ecological Momentary Assessment Data -- dunXai: DO-U-Net for Explainable (Multi-Label) Image Classification -- AGS: Attribution Guided Sharpening as a Defense Against Adversarial Attacks -- VAE-CE: Visual Contrastive Explanation using Disentangled VAEs -- Evaluation of Uplift Models with Non-Random Assignment Bias -- A Generic Trace Ordering Framework for Incremental Process Discovery -- Bank statements to network features: Extracting features out of time series using visibility graph -- Modular-Relatedness for Continual Learning -- Combining Multiple Data Sources to Predict IUCN Conservation Status of Reptiles -- LG4AV: Combining Language Models and Graph Neural Networks for Author Verification.-Effcient Subgroup Discovery Through Auto-Encoding -- Simulation of scientific experiments with generative models -- A Learning Vector Quantization Architecture for Transfer Learning Based Classification in Case of Multiple Sources by Means of Nullspace Evaluation -- MuseBar: Alleviating Posterior Collapse in Recurrent VAEs toward Music Generation -- Parameter Learning in ProbLog With Annotated Disjunctions -- Semantic-Based Few-Shot Classification by Psychometric Learning
N2  - This book constitutes the proceedings of the 20th International Symposium on Intelligent Data Analysis, IDA 2022, which was held in Rennes, France, during April 20-22, 2022. The 31 papers included in this book were carefully reviewed and selected from 73 submissions. They deal with high quality, novel research in intelligent data analysis.
UR  - https://doi.org/10.1007/978-3-031-01333-1
ER  -