Journal: Machine Learning and Knowledge Extraction

Volume 4, Issue 4

814 -- 826Ioannis D. Apostolopoulos, Nikolaos I. Papandrianos, Elpiniki I. Papageorgiou, Dimitris J. Apostolopoulos. Artificial Intelligence Methods for Identifying and Localizing Abnormal Parathyroid Glands: A Review Study
827 -- 838Amarah Epp-Stobbe, Ming-Chang Tsai, Marc Klimstra. Comparison of Imputation Methods for Missing Rate of Perceived Exertion Data in Rugby
839 -- 851Bonginkosi A. Thango. On the Application of Artificial Neural Network for Classification of Incipient Faults in Dissolved Gas Analysis of Power Transformers
852 -- 864Kseniia Gromova, Vinayak Elangovan. Automatic Extraction of Medication Information from Cylindrically Distorted Pill Bottle Labels
865 -- 887Jialin Zhang 0002. Entropic Statistics: Concept, Estimation, and Application in Machine Learning and Knowledge Extraction
888 -- 911Mostafa Shahriari, Rudolf Ramler, Lukas Fischer 0001. How Do Deep-Learning Framework Versions Affect the Reproducibility of Neural Network Models?
912 -- 923Laura Petrescu, Iren-Adelina Moldovan. Prospective Neural Network Model for Seismic Precursory Signal Detection in Geomagnetic Field Records
924 -- 953Anna Saranti, Miroslav Hudec, Erika Mináriková, Zdenko Takác, Udo Großschedl, Christoph Koch 0006, Bastian Pfeifer, Alessa Angerschmid, Andreas Holzinger. Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning
954 -- 967Ryan Bluteau, Robin Gras, Zachary Innes, Mitchel Paulin. Lottery Ticket Structured Node Pruning for Tabular Datasets
968 -- 993Felix Fischer 0005, Alexander Birk, Peter Somers, Karsten Frenner, Cristina Tarín, Alois Herkommer. FeaSel-Net: A Recursive Feature Selection Callback in Neural Networks
994 -- 1010Sebastian Kiefer, Mareike Hoffmann, Ute Schmid. Semantic Interactive Learning for Text Classification: A Constructive Approach for Contextual Interactions
1011 -- 1023Giuseppe Nuti, Andreea-Ingrid Cross, Philipp Rindler. Evidence-Based Regularization for Neural Networks
1024 -- 1041Dilanga Abeyrathna, Shailabh Rauniyar, Rajesh Kumar Sani, Pei-Chi Huang. A Morphological Post-Processing Approach for Overlapped Segmentation of Bacterial Cell Images
1042 -- 1064Arjun Vinayak Chikkankod, Luca Longo. On the Dimensionality and Utility of Convolutional Autoencoder's Latent Space Trained with Topology-Preserving Spectral EEG Head-Maps
1065 -- 1087Yoshie Ishii, Koki Iwao, Tsuguki Kinoshita. A New Rough Set Classifier for Numerical Data Based on Reflexive and Antisymmetric Relations
1088 -- 1106Ivan Izonin, Roman Tkachenko, Rostyslav Holoven, Kyrylo Yemets, Myroslav Havryliuk, Shishir Kumar Shandilya. SGD-Based Cascade Scheme for Higher Degrees Wiener Polynomial Approximation of Large Biomedical Datasets
1107 -- 1123Sebastian Meznar, Matej Bevec, Nada Lavrac, Blaz Skrlj. Ontology Completion with Graph-Based Machine Learning: A Comprehensive Evaluation
1124 -- 1135Ioannis D. Apostolopoulos, Ifigeneia Athanasoula, Mpesi Tzani, Peter P. Groumpos. An Explainable Deep Learning Framework for Detecting and Localising Smoke and Fire Incidents: Evaluation of Grad-CAM++ and LIME

Volume 4, Issue 3

580 -- 590Youfa Liu, Guo Chen. Real Quadratic-Form-Based Graph Pooling for Graph Neural Networks
591 -- 620Ananth Mahadevan, Michael Mathioudakis. Certifiable Unlearning Pipelines for Logistic Regression: An Experimental Study
621 -- 640Adithi D. Chakravarthy, Dilanga Abeyrathna, Mahadevan Subramaniam, Parvathi Chundi, Venkataramana Gadhamshetty. Semantic Image Segmentation Using Scant Pixel Annotations
641 -- 664Nontakan Nuntachit, Prompong Sugunnasil. Do We Need a Specific Corpus and Multiple High-Performance GPUs for Training the BERT Model? An Experiment on COVID-19 Dataset
665 -- 687Daniel Sobien, Erik Higgins, Justin Krometis, Justin Kauffman, Laura J. Freeman. Improving Deep Learning for Maritime Remote Sensing through Data Augmentation and Latent Space
688 -- 699Pejman Peykani, Fatemeh Sadat Seyed Esmaeili, Mirpouya Mirmozaffari, Armin Jabbarzadeh, Mohammad Khamechian. Input/Output Variables Selection in Data Envelopment Analysis: A Shannon Entropy Approach
700 -- 714Agus Santoso, Fransisco Danang Wijaya, Noor Akhmad Setiawan, Joko Waluyo. Data Mining Algorithms for Operating Pressure Forecasting of Crude Oil Distribution Pipelines to Identify Potential Blockages
715 -- 737Antonina L. Nazarova, Aiichiro Nakano. VLA-SMILES: Variable-Length-Array SMILES Descriptors in Neural Network-Based QSAR Modeling
753 -- 767Abdelouahid Ben Tamou, Abdesslam Benzinou, Kamal Nasreddine. Live Fish Species Classification in Underwater Images by Using Convolutional Neural Networks Based on Incremental Learning with Knowledge Distillation Loss
768 -- 778Martha Chadyiwa, Juliana Kagura, Aimee Stewart. Investigating Machine Learning Applications in the Prediction of Occupational Injuries in South African National Parks
779 -- 802Dirk Tasche. Factorizable Joint Shift in Multinomial Classification
803 -- 813Cedric Roussel, Klaus Böhm, Pascal Neis. Sensor Fusion for Occupancy Estimation: A Study Using Multiple Lecture Rooms in a Complex Building

Volume 4, Issue 2

316 -- 349Nicholas Asher, Lucas de Lara, Soumya Paul, Chris Russell 0001. Counterfactual Models for Fair and Adequate Explanations
350 -- 370Tareq Tayeh, Sulaiman A. Aburakhia, Ryan Myers, Abdallah Shami. An Attention-Based ConvLSTM Autoencoder with Dynamic Thresholding for Unsupervised Anomaly Detection in Multivariate Time Series
371 -- 396Kabul Kurniawan, Andreas Ekelhart, Elmar Kiesling, Dietmar Winkler 0001, Gerald Quirchmayr, A Min Tjoa. VloGraph: A Virtual Knowledge Graph Framework for Distributed Security Log Analysis
397 -- 417Bahareh Najafi, Saeedeh Parsaeefard, Alberto Leon-Garcia. Missing Data Estimation in Temporal Multilayer Position-Aware Graph Neural Network (TMP-GNN)
418 -- 431Tomonari Horikawa, Munenori Takahashi, Masaki Endo, Shigeyoshi Ohno, Masaharu Hirota, Hiroshi Ishikawa 0004. Estimating the Best Time to View Cherry Blossoms Using Time-Series Forecasting Method
432 -- 445Tong Yang, Yifei Wang, Long Sha, Jan Engelbrecht, Pengyu Hong. Knowledgebra: An Algebraic Learning Framework for Knowledge Graph
446 -- 473Vasileios Linardos, Maria Drakaki, Panagiotis Tzionas, Yannis L. Karnavas. Machine Learning in Disaster Management: Recent Developments in Methods and Applications
474 -- 487Anastazia Zunic, Padraig Corcoran, Irena Spasic. The Case of Aspect in Sentiment Analysis: Seeking Attention or Co-Dependency?
488 -- 501Amirarsalan Rajabi, Özlem Özmen Garibay. TabFairGAN: Fair Tabular Data Generation with Generative Adversarial Networks
502 -- 518Nyle Siddiqui, Rushit Dave, Mounika Vanamala, Naeem Seliya. Machine and Deep Learning Applications to Mouse Dynamics for Continuous User Authentication
519 -- 541Anastasia Gurina, Vladimir Eliseev. Quality Criteria and Method of Synthesis for Adversarial Attack-Resistant Classifiers
542 -- 555Cornelia Ferner, Stefan Wegenkittl. Benefits from Variational Regularization in Language Models
556 -- 579Alessa Angerschmid, Jianlong Zhou, Kevin Theuermann, Fang Chen 0001, Andreas Holzinger. Fairness and Explanation in AI-Informed Decision Making

Volume 4, Issue 1

1 -- 21Nikolaos Tsokanas, Roland Pastorino, Bozidar Stojadinovic. A Comparison of Surrogate Modeling Techniques for Global Sensitivity Analysis in Hybrid Simulation
22 -- 41Nermeen Abou Baker, Nico Zengeler, Uwe Handmann. A Transfer Learning Evaluation of Deep Neural Networks for Image Classification
42 -- 65Luís Filipe Costa Cunha, José Carlos Ramalho. NER in Archival Finding Aids: Extended
66 -- 102Mehdi Hassanpour, Marc Riera, Antonio González 0001. A Survey of Near-Data Processing Architectures for Neural Networks
103 -- 104. Acknowledgment to Reviewers of Machine Learning and Knowledge Extraction in 2021
105 -- 130Austin Schmidt, Md Wasi Ul Kabir, Md. Tamjidul Hoque. Machine Learning Based Restaurant Sales Forecasting
131 -- 149Ivan-Alejandro Garcia-Ramirez, Arturo Calderon-Mora, Andres Mendez-Vazquez, Susana Ortega-Cisneros, Ivan Reyes-Amezcua. A Novel Framework for Fast Feature Selection Based on Multi-Stage Correlation Measures
150 -- 171Scarlet Stadtler, Clara Betancourt, Ribana Roscher. Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset
172 -- 221Matthias Hutsebaut-Buysse, Kevin Mets, Steven Latré. Hierarchical Reinforcement Learning: A Survey and Open Research Challenges
222 -- 239Monica Arenas, Hüseyin Demirci, Gabriele Lenzini. An Analysis of Cholesteric Spherical Reflector Identifiers for Object Authenticity Verification
240 -- 253Arashdeep Singh, Jashandeep Singh, Ariba Khan, Amar Gupta. Developing a Novel Fair-Loan Classifier through a Multi-Sensitive Debiasing Pipeline: DualFair
254 -- 275Nadeesha Perera, Thi Thuy Linh Nguyen, Matthias Dehmer, Frank Emmert-Streib. Comparison of Text Mining Models for Food and Dietary Constituent Named-Entity Recognition
276 -- 315Janosch Moos, Kay Hansel, Hany Abdulsamad, Svenja Stark, Debora Clever, Jan Peters 0001. Robust Reinforcement Learning: A Review of Foundations and Recent Advances