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|a 9783030573218
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|a 10.1007/978-3-030-57321-8
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|a Machine Learning and Knowledge Extraction :
|b 4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, Dublin, Ireland, August 25-28, 2020, Proceedings /
|c edited by Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar Weippl.
|
| 250 |
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|a 1st ed. 2020.
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| 264 |
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1 |
|a Cham :
|b Springer International Publishing :
|b Imprint: Springer,
|c 2020.
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|a 1 online resource (XI, 552 pages 171 illustrations, 112 illustrations in color.)
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|a Information Systems and Applications, incl. Internet/Web, and HCI ;
|v 12279
|
| 505 |
0 |
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|a Explainable Artificial Intelligence: concepts, applications, research challenges and visions -- The Explanation Game: Explaining Machine Learning Models Using Shapley Values -- Back to the Feature: a Neural-Symbolic Perspective on Explainable AI -- Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification -- Explainable Reinforcement Learning: A Survey -- A Projected Stochastic Gradient algorithm for estimating Shapley Value applied in attribute importance -- Explaining predictive models with mixed features using Shapley values and conditional inference trees -- Explainable Deep Learning for Fault Prognostics in Complex Systems: A Particle Accelerator Use-Case -- eXDiL: A Tool for Classifying and eXplaining Hospital Discharge Letters -- Data Understanding and Interpretation by the Cooperation of Data Analyst and Medical Expert -- A study on the fusion of pixels and patient metadata in CNN-based classification of skin lesion images -- The European legal framework for medical AI -- An Efficient Method for Mining Informative Association Rules in Knowledge Extraction -- Interpretation of SVM using Data Mining Technique to Extract Syllogistic Rules -- Non-Local Second-Order Attention Network For Single Image Super Resolution -- ML-ModelExplorer: An explorative model-agnostic approach to evaluate and compare multi-class classifiers -- Subverting Network Intrusion Detection: Crafting Adversarial Examples Accounting for Domain-Specific Constraints -- Scenario-based Requirements Elicitation for User-Centric Explainable AI A Case in Fraud Detection -- On-the-fly Black-Box Probably Approximately Correct Checking of Recurrent Neural Networks -- Active Learning for Auditory Hierarchy -- Improving short text classification through global augmentation methods -- Interpretable Topic Extraction and Word Embedding Learning using row-stochastic DEDICOM -- A Clustering Backed Deep Learning Approach for Document Layout Analysis -- Calibrating Human-AI Collaboration: Impact of Risk, Ambiguity and Transparency on Algorithmic Bias -- Applying AI in Practice: Key Challenges and Lessons Learned -- Function Space Pooling For Graph Convolutional Networks -- Analysis of optical brain signals using connectivity graph networks -- Property-Based Testing for Parameter Learning of Probabilistic Graphical Models -- An Ensemble Interpretable Machine Learning Scheme for Securing Data Quality at the Edge -- Inter-Space Machine Learning in Smart Environments.
|
| 520 |
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|a This book constitutes the refereed proceedings of the 4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, held in Dublin, Ireland, in August 2020. The 30 revised full papers presented were carefully reviewed and selected from 140 submissions. The cross-domain integration and appraisal of different fields provides an atmosphere to foster different perspectives and opinions; it will offer a platform for novel ideas and a fresh look on the methodologies to put these ideas into business for the benefit of humanity. Due to the Corona pandemic CD-MAKE 2020 was held as a virtual event.
|
| 650 |
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0 |
|a Artificial intelligence.
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| 650 |
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0 |
|a Optical data processing.
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| 650 |
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|a Software engineering.
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| 650 |
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|a Computers.
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|a Application software.
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1 |
4 |
|a Artificial Intelligence.
|0 https://scigraph.springernature.com/ontologies/product-market-codes/I21000
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4 |
|a Computer Imaging, Vision, Pattern Recognition and Graphics.
|0 https://scigraph.springernature.com/ontologies/product-market-codes/I22005
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|a Software Engineering/Programming and Operating Systems.
|0 https://scigraph.springernature.com/ontologies/product-market-codes/I14002
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| 650 |
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4 |
|a Computing Milieux.
|0 https://scigraph.springernature.com/ontologies/product-market-codes/I24008
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| 650 |
2 |
4 |
|a Computer Applications.
|0 https://scigraph.springernature.com/ontologies/product-market-codes/I23001
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| 655 |
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7 |
|a Electronic books.
|2 local
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| 700 |
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|a Holzinger, Andreas.
|e editor.
|0 (orcid)0000-0002-6786-5194
|1 https://orcid.org/0000-0002-6786-5194
|4 edt
|4 http://id.loc.gov/vocabulary/relators/edt
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| 700 |
1 |
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|a Kieseberg, Peter.
|e editor.
|0 (orcid)0000-0002-2847-2152
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| 700 |
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|a Tjoa, A Min.
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|0 (orcid)0000-0002-8295-9252
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|4 edt
|4 http://id.loc.gov/vocabulary/relators/edt
|
| 700 |
1 |
|
|a Weippl, Edgar.
|e editor.
|4 edt
|4 http://id.loc.gov/vocabulary/relators/edt
|
| 710 |
2 |
|
|a SpringerLink (Online service)
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| 773 |
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|t Springer Nature eBook
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| 776 |
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|i Printed edition:
|z 9783030573201
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| 776 |
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|i Printed edition:
|z 9783030573225
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|a Information Systems and Applications, incl. Internet/Web, and HCI ;
|v 12279
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|a Computer Science (SpringerNature-11645)
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|a Texas A&M University
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|c Electronic Resources
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| 998 |
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