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On the Integration of Knowledge Graphs into Deep Learning Models for a More Comprehensible AI—Three Challenges for Future Research

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1006/ijhc.1995.1081openalex-snapshot
Toward principles for the design of ontologies used for knowledge sharing?
inferredcites →https://doi.org/10.1007/978-3-030-01261-8_32openalex-snapshot
Choose Your Neuron: Incorporating Domain Knowledge Through Neuron-Importance
inferredcites →https://doi.org/10.1007/978-3-031-79432-2openalex-snapshot
Linked Data
inferredcites →https://doi.org/10.1007/s10115-017-1116-3openalex-snapshot
Auditing Black-Box Models for Indirect Influence
inferredcites →https://doi.org/10.1007/s13347-017-0279-xopenalex-snapshot
Fair, Transparent, and Accountable Algorithmic Decision-making Processes
inferredcites →https://doi.org/10.1016/j.eswa.2010.07.134openalex-snapshot
Employee churn prediction
inferredcites →https://doi.org/10.1016/j.neunet.2020.07.010openalex-snapshot
Towards explainable deep neural networks (xDNN)
inferredcites →https://doi.org/10.1038/323533a0openalex-snapshot
Learning representations by back-propagating errors
inferredcites →https://doi.org/10.1038/s41551-018-0324-9openalex-snapshot
An explainable deep-learning algorithm for the detection of acute intracranial haemorrhage from small datasets
inferredcites →https://doi.org/10.1109/access.2018.2870052openalex-snapshot
Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)
inferredcites →https://doi.org/10.1109/sp.2016.42openalex-snapshot
Algorithmic Transparency via Quantitative Input Influence: Theory and Experiments with Learning Systems
inferredcites →https://doi.org/10.1109/tits.2014.2345663openalex-snapshot
Traffic Flow Prediction With Big Data: A Deep Learning Approach
inferredcites →https://doi.org/10.1145/219717.219748openalex-snapshot
WordNet
inferredcites →https://doi.org/10.1145/2939672.2939778openalex-snapshot
"Why Should I Trust You?"
inferredcites →https://doi.org/10.1145/3077257.3077260openalex-snapshot
Interpreting Black-Box Classifiers Using Instance-Level Visual Explanations
inferredcites →https://doi.org/10.1145/3233231openalex-snapshot
The Mythos of Model Interpretability
inferredcites →https://doi.org/10.1145/3240508.3240646openalex-snapshot
Interpretable Multimodal Retrieval for Fashion Products
inferredcites →https://doi.org/10.1145/3287560.3287574openalex-snapshot
Explaining Explanations in AI
inferredcites →https://doi.org/10.1214/ss/1009213726openalex-snapshot
Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author)
inferredcites →https://doi.org/10.1371/journal.pone.0176244openalex-snapshot
Prediction of crime occurrence from multi-modal data using deep learning
inferredcites →https://doi.org/10.1609/aaai.v31i1.10495openalex-snapshot
Marrying Uncertainty and Time in Knowledge Graphs
inferredcites →https://doi.org/10.1609/aaai.v32i1.12176openalex-snapshot
Explainable Cross-Domain Recommendations Through Relational Learning
inferredcites →https://doi.org/10.2200/s00334ed1v01y201102wbe001openalex-snapshot
Linked Data: Evolving the Web into a Global Data Space
inferredcites →https://doi.org/10.24963/ijcai.2017/179openalex-snapshot
Explicit Knowledge-based Reasoning for Visual Question Answering
inferredcites →https://doi.org/10.24963/ijcai.2019/932openalex-snapshot
Explainable Deep Neural Networks for Multivariate Time Series Predictions
inferredcites →https://doi.org/10.3233/978-1-60750-643-0-207openalex-snapshot
Semantic Clustering Using Multiple Ontologies
inferredcites →https://doi.org/10.3233/ds-170004openalex-snapshot
Data Science and symbolic AI: Synergies, challenges and opportunities
inferredcites →https://doi.org/10.3233/ds-170007openalex-snapshot
The knowledge graph as the default data model for learning on heterogeneous knowledge
inferredcites →https://doi.org/10.3233/sw-140134openalex-snapshot
DBpedia – A large-scale, multilingual knowledge base extracted from Wikipedia
inferredcites →https://doi.org/10.3233/sw-160224openalex-snapshot
Semantic Web for the Legal Domain: The next step
inferredcites →https://doi.org/10.3233/sw-190374openalex-snapshot
On the role of knowledge graphs in explainable AI
inferredcites →https://doi.org/10.3389/fenvs.2015.00080openalex-snapshot
DeepTox: Toxicity Prediction using Deep Learning
inferredcites →https://doi.org/10.48550/arxiv.1503.01161openalex-snapshot
The Bayesian Case Model: A Generative Approach for Case-Based Reasoning and Prototype Classification
inferredcites →https://doi.org/10.48550/arxiv.1703.04730openalex-snapshot
Understanding Black-box Predictions via Influence Functions
inferredcites →https://doi.org/10.48550/arxiv.1710.00794openalex-snapshot
What Does Explainable AI Really Mean? A New Conceptualization of Perspectives
inferredcites →https://doi.org/10.48550/arxiv.1710.04324openalex-snapshot
Explaining Trained Neural Networks with Semantic Web Technologies: First Steps
inferredcites →https://doi.org/10.48550/arxiv.1712.00547openalex-snapshot
Explainable AI: Beware of Inmates Running the Asylum Or: How I Learnt to Stop Worrying and Love the Social and Behavioural Sciences
inferredcites →https://doi.org/10.48550/arxiv.1810.03292openalex-snapshot
Sanity Checks for Saliency Maps
inferredcites →https://doi.org/10.48550/arxiv.1902.03501openalex-snapshot
Assessing the Local Interpretability of Machine Learning Models
inferredcites →https://doi.org/10.7551/mitpress/1170.001.0001openalex-snapshot
Artificial Intelligence

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Generating Local Textual Explanations for CNNs: A Semantic Approach Based on Knowledge Graphs
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Ontology-Based Explanations of Neural Networks for Collaborative Human-AI Decision Support Systems
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inferred← citeshttps://doi.org/10.1007/978-3-031-83845-3_24openalex-snapshot
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Conceptual Framework for Assessing the Use of Artificial Intelligence in Wealth and Asset Management Offered by Fintech
inferred← citeshttps://doi.org/10.1007/978-981-19-0316-8_6openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/978-981-95-3658-0_25openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/978-981-96-2413-3_13openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/978-981-96-5408-6_22openalex-snapshot
Optimizations of Ideological and Political Teaching Content in Financial Management Major by Combining Knowledge Graph and Deep Learning
inferred← citeshttps://doi.org/10.1007/s00354-022-00201-2openalex-snapshot
Explainable AI: To Reveal the Logic of Black-Box Models
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Unlocking the black box: an in-depth review on interpretability, explainability, and reliability in deep learning
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Toward Human-centered XAI in Practice: A survey
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From black box to clear box: A hypothesis testing framework for scalar regression problems using deep artificial neural networks
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A hybrid deep learning-based framework for future terrorist activities modeling and prediction
inferred← citeshttps://doi.org/10.1016/j.fmre.2021.08.018openalex-snapshot
WITHDRAWN: Knowledge Graph Quality Control: A Survey
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Knowledge graph quality control: A survey
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Improving the cross-cultural functioning of deep artificial neural networks through machine enculturation
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Selective interactive networks with knowledge graphs for image classification
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Causal reasoning over ontology-enriched graphs for interpretable medical AI
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The hidden engine of AI in electrocatalysis: Databases and knowledge graphs at work
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Towards a terminology for a fully contextualized XAI
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Combining an explainable model based on ontologies with an explanation interface to classify images
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Forecasting and decision making of firm’s financial indicators based on the SSA-MLP-BPNN model
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‘Small Data’ for big insights in ecology
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Comprehensible Artificial Intelligence on Knowledge Graphs: A survey
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An unsupervised XAI framework for dementia detection with context enrichment
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