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245	1	0	_aAdvances in Intelligent Data Analysis XX _h[electronic resource] : _b20th International Symposium on Intelligent Data Analysis, IDA 2022, Rennes, France, April 20-22, 2022, Proceedings / _cedited by Tassadit Bouadi, Elisa Fromont, Eyke Hüllermeier.
250			_a1st ed. 2022.
264		1	_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2022.
300			_aXIII, 406 p. 126 illus., 101 illus. in color. _bonline resource.
336			_atext _btxt _2rdacontent
337			_acomputer _bc _2rdamedia
338			_aonline resource _bcr _2rdacarrier
347			_atext file _bPDF _2rda
490	1		_aLecture Notes in Computer Science, _x1611-3349 ; _v13205
505	0		_aMulti-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.
520			_aThis 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. .
650		0	_aDatabase management. _93157
650		0	_aData structures (Computer science). _98188
650		0	_aInformation theory. _914256
650		0	_aEducation _xData processing. _982607
650		0	_aComputer engineering. _910164
650		0	_aComputer networks . _931572
650		0	_aSocial sciences _xData processing. _983360
650		0	_aComputer vision. _9123621
650	1	4	_aDatabase Management. _93157
650	2	4	_aData Structures and Information Theory. _931923
650	2	4	_aComputers and Education. _941129
650	2	4	_aComputer Engineering and Networks. _9123622
650	2	4	_aComputer Application in Social and Behavioral Sciences. _931815
650	2	4	_aComputer Vision. _9123623
700	1		_aBouadi, Tassadit. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9123624
700	1		_aFromont, Elisa. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9123625
700	1		_aHüllermeier, Eyke. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9123626
710	2		_aSpringerLink (Online service) _9123627
773	0		_tSpringer Nature eBook
776	0	8	_iPrinted edition: _z9783031013324
776	0	8	_iPrinted edition: _z9783031013348
830		0	_aLecture Notes in Computer Science, _x1611-3349 ; _v13205 _923263
856	4	0	_uhttps://doi.org/10.1007/978-3-031-01333-1
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