|
|
|
|
| LEADER |
04859nmm a2200445 u 4500 |
| 001 |
EB001901050 |
| 003 |
EBX01000000000000001063959 |
| 005 |
00000000000000.0 |
| 007 |
cr||||||||||||||||||||| |
| 008 |
200911 ||| eng |
| 020 |
|
|
|a 9783030573218
|
| 100 |
1 |
|
|a Holzinger, Andreas
|e [editor]
|
| 245 |
0 |
0 |
|a Machine Learning and Knowledge Extraction
|h Elektronische Ressource
|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 |
|
|
|a 1st ed. 2020
|
| 260 |
|
|
|a Cham
|b Springer International Publishing
|c 2020, 2020
|
| 300 |
|
|
|a XI, 552 p. 171 illus., 112 illus. in color
|b online resource
|
| 505 |
0 |
|
|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 --
|
| 505 |
0 |
|
|a 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 --
|
| 505 |
0 |
|
|a Calibrating Human-AI Collaboration: Impactof 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
|
| 653 |
|
|
|a Image processing / Digital techniques
|
| 653 |
|
|
|a Software engineering
|
| 653 |
|
|
|a Computer vision
|
| 653 |
|
|
|a Software Engineering
|
| 653 |
|
|
|a Artificial Intelligence
|
| 653 |
|
|
|a Computers
|
| 653 |
|
|
|a Application software
|
| 653 |
|
|
|a Computer Imaging, Vision, Pattern Recognition and Graphics
|
| 653 |
|
|
|a Artificial intelligence
|
| 653 |
|
|
|a Computer and Information Systems Applications
|
| 653 |
|
|
|a Computing Milieux
|
| 700 |
1 |
|
|a Kieseberg, Peter
|e [editor]
|
| 700 |
1 |
|
|a Tjoa, A Min
|e [editor]
|
| 700 |
1 |
|
|a Weippl, Edgar
|e [editor]
|
| 041 |
0 |
7 |
|a eng
|2 ISO 639-2
|
| 989 |
|
|
|b Springer
|a Springer eBooks 2005-
|
| 490 |
0 |
|
|a Information Systems and Applications, incl. Internet/Web, and HCI
|
| 028 |
5 |
0 |
|a 10.1007/978-3-030-57321-8
|
| 856 |
4 |
0 |
|u https://doi.org/10.1007/978-3-030-57321-8?nosfx=y
|x Verlag
|3 Volltext
|
| 082 |
0 |
|
|a 006.3
|
| 520 |
|
|
|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
|