Table of Contents
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Machine Learning and Knowledge Extraction
Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar Weippl |
Front Matter |
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Digital Transformation for Sustainable Development Goals (SDGs) - A Security, Safety and Privacy Perspective on AI
Andreas Holzinger, Edgar Weippl, A Min Tjoa, Peter Kieseberg |
1-20 |
When in Doubt, Ask: Generating Answerable and Unanswerable Questions, Unsupervised
Liubov Nikolenko, Pouya Rezazadeh Kalehbasti |
21-33 |
Self-propagating Malware Containment via Reinforcement Learning
Sebastian Eresheim, Daniel Pasterk |
35-50 |
Text2PyCode: Machine Translation of Natural Language Intent to Python Source Code
Sridevi Bonthu, S. Rama Sree, M. Krishna Prasad |
51-60 |
Automated Short Answer Grading Using Deep Learning: A Survey
Sridevi Bonthu, S. Rama Sree, M. Krishna Prasad |
61-78 |
Fair and Adequate Explanations
Nicholas Asher, Soumya Paul, Chris Russell |
79-98 |
Mining Causal Hypotheses in Categorical Time Series by Iterating on Binary Correlations
Bora I. Kumova, Dirk Saller |
99-114 |
Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples
Zhe Xu, Bo Wu, Aditya Ojha, Daniel Neider, Ufuk Topcu |
115-135 |
Rice Seed Image-to-Image Translation Using Generative Adversarial Networks to Improve Weedy Rice Image Classification
Atthakorn Petchsod, Tanasai Sucontphunt |
137-151 |
Reliable AI Through SVDD and Rule Extraction
Alberto Carlevaro, Maurizio Mongelli |
153-171 |
Airbnb Price Prediction Using Machine Learning and Sentiment Analysis
Pouya Rezazadeh Kalehbasti, Liubov Nikolenko, Hoormazd Rezaei |
173-184 |
Towards Financial Sentiment Analysis in a South African Landscape
Michelle Terblanche, Vukosi Marivate |
185-202 |
Weighted Utility: A Utility Metric Based on the Case-Wise Raters’ Perceptions
Andrea Campagner, Enrico Conte, Federico Cabitza |
203-210 |
Deep Convolutional Neural Network (CNN) Design for Pathology Detection of COVID-19 in Chest X-Ray Images
Narayana Darapaneni, Anindya Sil, Balaji Kagiti, S. Krishna Kumar, N. B. Ramanathan, S. B. Vasanthakumara, Anwesh Reddy Paduri, Abdul Manuf |
211-223 |
Anomaly Detection for Skin Lesion Images Using Replicator Neural Networks
Fabrizio Nunnari, Hasan Alam, Daniel Sonntag |
225-240 |
On the Overlap Between Grad-CAM Saliency Maps and Explainable Visual Features in Skin Cancer Images
Fabrizio Nunnari, Md Abdul Kadir, Daniel Sonntag |
241-253 |
From Explainable to Reliable Artificial Intelligence
Sara Narteni, Melissa Ferretti, Vanessa Orani, Ivan Vaccari, Enrico Cambiaso, Maurizio Mongelli |
255-273 |
Explanatory Pluralism in Explainable AI
Yiheng Yao |
275-292 |
On the Trustworthiness of Tree Ensemble Explainability Methods
Angeline Yasodhara, Azin Asgarian, Diego Huang, Parinaz Sobhani |
293-308 |
Human-in-the-Loop Model Explanation via Verbatim Boundary Identification in Generated Neighborhoods
Xianlong Zeng, Fanghao Song, Zhongen Li, Krerkkiat Chusap, Chang Liu |
309-327 |
MAIRE - A Model-Agnostic Interpretable Rule Extraction Procedure for Explaining Classifiers
Rajat Sharma, Nikhil Reddy, Vidhya Kamakshi, Narayanan C. Krishnan, Shweta Jain |
329-349 |
Transparent Ensembles for Covid-19 Prognosis
Guido Bologna |
351-364 |
