| 2021 | Opportunistic Resource Allocation driven by pattern recognition to attain High Availability in Vision based Edge Compute Systems. | Muhammad Sibtain Hamayun, Olga Ivina |
| 2021 | Analyzing and Repairing Concept Drift Adaptation in Data Stream Classification. | Ben Halstead, Yun Sing Koh, Patricia Riddle, Russel Pears, Mykola Pechenizkiy, Albert Bifet, Gustavo Olivares, Guy Coulson |
| 2021 | Sequential Dependency Enhanced Graph Neural Networks for Session-based Recommendations. | Wei Guo, Shoujin Wang, Wenpeng Lu, Hao Wu, Qian Zhang, Zhufeng Shao |
| 2021 | A Generalized Optimization Embedded Framework of Undersampling Ensembles for Imbalanced Classification. | Hongjiao Guan, Yingtao Zhang, Bin Ma, Jian Li, Chunpeng Wang |
| 2021 | Explaining Multimodal Errors in Autonomous Vehicles. | Leilani H. Gilpin, Vishnu Penubarthi, Lalana Kagal |
| 2021 | Parallel Multi-Graph Convolution Network For Metro Passenger Volume Prediction. | Fuchen Gao, Zhanquan Wang, Zhenguang Liu |
| 2021 | A Multilayer Network Perspective on Customer Segmentation Through Cashless Payment Data. | Alessia Galdeman, Cheick Tidiane Ba, Matteo Zignani, Sabrina Gaito |
| 2021 | Misalignment problem in matrix decomposition with missing values. | Sofia Fernandes, Mrio Antunes, Diogo Gomes, Rui L. Aguiar |
| 2021 | Leveraging Latent Economic Concepts and Sentiments in the News for Market Prediction. | Saeede Anbaee Farimani, Majid Vafaei Jahan, Amin Milani Fard, Gholamreza Haffari |
| 2021 | Predictive maintenance based on anomaly detection using deep learning for air production unit in the railway industry. | Narjes Davari, Bruno Veloso, Rita P. Ribeiro, Pedro Mota Pereira, Joo Gama |
| 2021 | V2W-BERT: A Framework for Effective Hierarchical Multiclass Classification of Software Vulnerabilities. | Siddhartha Shankar Das, Edoardo Serra, Mahantesh Halappanavar, Alex Pothen, Ehab Al-Shaer |
| 2021 | Non-Technical Losses Detection in Energy Consumption Focusing on Energy Recovery and Explainability: Extended Abstract. | Bernat Coma-Puig, Josep Carmona |
| 2021 | A Neural Network Architecture with an Attention-based Layer for Spatial Prediction of Fine Particulate Matter. | Luis E. Colchado, Edwin Villanueva, Jos Ochoa Luna |
| 2021 | The use of machine learning to identify the correctness of HS Code for the customs import declarations. | Hao Chen, Ben van Rijnsoever, Marcel Molenhuis, Dennis van Dijk, Yao-Hua Tan, Boriana Rukanova |
| 2021 | Analyzing Cultural Assimilation through the Lens of Yelp Restaurant Reviews. | Zaiqian Chen, Joonsuk Park |
| 2021 | Combining Static and Dynamic Analysis to Improve Machine Learning-based Malware Classification. | Rajchada Chanajitt, Bernhard Pfahringer, Heitor Murilo Gomes |
| 2021 | Efficient Modeling of Digital Shadows for Production Processes: A Case Study for Quality Prediction in High Pressure Die Casting Processes. | Arnab Chakrabarti, Ravi Prasanna Sukumar, Matthias Jarke, Maximilian Rudack, Paul Buske, Carlo Holly |
| 2021 | XPROAX-Local explanations for text classification with progressive neighborhood approximation. | Yi Cai, Arthur Zimek, Eirini Ntoutsi |
| 2021 | Dynamic Graph Convolutional LSTM application for traffic flow estimation from error-prone measurements: results and transferability analysis. | Safa Boudabous, Stphan Clmenon, Houda Labiod, Julian Garbiso |
| 2021 | Dynamic Graph Convolutional LSTM application for traffic flow estimation from error-prone measurements: results and transferability analysis. | Safa Boudabous, Stphan Clmenon, Houda Labiod, Julian Garbiso |
| 2021 | Active Learning for Imbalanced Domains: the ALOD and ALOD-RE Algorithms. | Mayukh Bhattacharjee, Hema Sri Kambhampati, Paula Branco, Lus Torgo |
| 2021 | Bayesian Independence Test with Mixed-type Variables. | Alessio Benavoli, Cassio P. de Campos |
| 2021 | A Unified Framework for Closed-Form Nonparametric Regression, Classification, Preference and Mixed Problems with Skew Gaussian Processes. | Alessio Benavoli, Dario Azzimonti, Dario Piga |
| 2021 | Individual Survival Curves with Conditional Normalizing Flows. | Guillaume Ausset, Tom Ciffreo, Franois Portier, Stphan Clmenon, Timothe Papin |
| 2021 | A generic framework for forecasting short-term traffic conditions on urban highways. | Seif-Eddine Attoui, Maroua Meddeb |