Machine learning and knowledge extraction : 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 / Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar Weippl (eds.).

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 41 submissions. The cross-d...

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Bibliographic Details
Corporate Author:	IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference Online
Other Authors:	Holzinger, Andreas, Kieseberg, Peter, Tjoa, A. Min, Weippl, Edgar R.
Format:	eBook
Language:	English
Published:	Cham, Switzerland : Springer, 2020.
Series:	Lecture notes in computer science ; 12279. LNCS sublibrary. Information systems and applications, incl. Internet/Web, and HCI.
Subjects:	Machine learning > Congresses. Data mining > Congresses. Computer vision. Software Engineering. Information technology: general issues. Artificial intelligence. Computers > Computer Vision & Pattern Recognition. Computers > Software Development & Engineering > General. Computers > Social Aspects > Human-Computer Interaction. Computers > Data Processing. Computers > Intelligence (AI) & Semantics. Data mining Machine learning proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès.
Online Access:	Click for online access

Table of Contents:

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 Co llaboration: 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.

Machine learning and knowledge extraction : 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 / Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar Weippl (eds.).

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