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020 _a9783031144639
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024 7 _a10.1007/978-3-031-14463-9
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050 4 _aQ334-342
050 4 _aTA347.A78
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072 7 _aCOM004000
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082 0 4 _a006.3
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245 1 0 _aMachine Learning and Knowledge Extraction
_h[electronic resource] :
_b6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Vienna, Austria, August 23-26, 2022, Proceedings /
_cedited by Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar Weippl.
250 _a1st ed. 2022.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2022.
300 _aXIII, 378 p. 130 illus., 119 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
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490 1 _aLecture Notes in Computer Science,
_x1611-3349 ;
_v13480
505 0 _aExplain to Not Forget: Defending Catastrophic Forgetting with XAI -- Approximation of SHAP values for Randomized Tree Ensembles -- Color shadows (part I): exploratory usability evaluation of activation maps in radiological machine learning -- Effects of Fairness and Explanation on Trust in Ethical AI -- Towards Refined Classifications driven by SHAP explanations -- Global Intepretable Calibration Index, a New Metric to Estimate Machine Learning Models' Calibration -- The ROC Diagonal is not Layperson's Chance: a New Baseline Shows the Useful Area -- Debiasing MDI Feature Importance and SHAP values in Tree Ensembles -- The Influence of User Diversity on Motives and Barriers when Using Health Apps - A Conjoint Investigation of the Intention-Behavior Gap -- Identifying Fraud Rings Using Domain Aware Weighted Community Detection -- Capabilities, limitations and challenges of style transfer with CycleGANs: a study on automatic ring design generation -- Semantic Causal Abstraction for Event Prediction -- An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments -- Towards Generating Financial Reports From Tabular Data Using Transformers -- Evaluating the performance of SOBEK text mining keyword extraction algorithm -- Classification of Screenshot Image Captured in Online Meeting System -- A survey on the application of virtual reality in event-related potential research -- Visualizing Large Collections of URLs Using the Hilbert Curve -- How to Reduce the Time Necessary for Evaluation of Tree-based Models -- An Empirical Analysis of and Guidelines for Synthetic-Data-based Anomaly Detection -- SECI Model in Data-Based Procedure for the Assessment of the Frailty State in Diabetic Patients -- Comparing machine learning correlations to domain experts' causal knowledge: Employee turnover use case -- Machine learning and knowledge extraction to support work safety for smart forest operations.
520 _aThis book constitutes the refereed proceedings of the 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, held in Vienna, Austria during August 2022. The 23 full papers presented were carefully reviewed and selected from 45 submissions. The papers are covering a wide range from integrative machine learning approach, considering the importance of data science and visualization for the algorithmic pipeline with a strong emphasis on privacy, data protection, safety and security.
650 0 _aArtificial intelligence.
_93407
650 0 _aSoftware engineering.
_94138
650 0 _aDatabase management.
_93157
650 0 _aData mining.
_93907
650 0 _aInformation storage and retrieval systems.
_922213
650 0 _aMachine theory.
_9119630
650 1 4 _aArtificial Intelligence.
_93407
650 2 4 _aSoftware Engineering.
_94138
650 2 4 _aDatabase Management.
_93157
650 2 4 _aData Mining and Knowledge Discovery.
_9119631
650 2 4 _aInformation Storage and Retrieval.
_923927
650 2 4 _aFormal Languages and Automata Theory.
_9119632
700 1 _aHolzinger, Andreas.
_eeditor.
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_9119633
700 1 _aKieseberg, Peter.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_9119634
700 1 _aTjoa, A Min.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_9119635
700 1 _aWeippl, Edgar.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_9119636
710 2 _aSpringerLink (Online service)
_9119637
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031144622
776 0 8 _iPrinted edition:
_z9783031144646
830 0 _aLecture Notes in Computer Science,
_x1611-3349 ;
_v13480
_923263
856 4 0 _uhttps://doi.org/10.1007/978-3-031-14463-9
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