| 2018 | The minimum effort maximum output principle applied to Multiple Kernel Learning. | Ivano Lauriola, Mirko Polato, Fabio Aiolli |
| 2018 | A novel filter algorithm for unsupervised feature selection based on a space filling measure. | Mohamed Laib, Mikhail F. Kanevski |
| 2018 | Cheetah Based Optimization Algorithm: A Novel Swarm Intelligence Paradigm. | Carlos Eduardo Klein, Viviana Cocco Mariani, Leandro dos Santos Coelho |
| 2018 | Meerkats-inspired Algorithm for Global Optimization Problems. | Carlos Eduardo Klein, Leandro dos Santos Coelho |
| 2018 | Spatial pooling as feature selection method for object recognition. | Murat Kirtay, Lorenzo Vannucci, Ugo Albanese, Alessandro Ambrosano, Egidio Falotico, Cecilia Laschi |
| 2018 | CDTW-based classification for Parkinson's Disease diagnosis. | Nicolas Khoury, Ferhat Attal, Yacine Amirat, Abdelghani Chibani, Samer Mohammed |
| 2018 | Pollen grain recognition using convolutional neural network. | Natalia Khanzhina, Evgeny Putin, Andrey Filchenkov, Elena Zamyatina |
| 2018 | Extreme Minimal Learning Machine. | Tommi Krkkinen |
| 2018 | Capturing variabilities from Computed Tomography images with Generative Adversarial Networks (GANs). | Umair Javaid, John A. Lee |
| 2018 | Regularised maximum-likelihood inference of mixture of experts for regression and clustering. | Bao Tuyen Huynh, Faicel Chamroukhi |
| 2018 | Latent representations of transient candidates from an astronomical image difference pipeline using Variational Autoencoders. | Pablo Huijse, Nicolas Astorga, Pablo A. Estvez, Giuliano Pignata |
| 2018 | Feasibility based Large Margin Nearest Neighbor metric learning. | Babak Hosseini, Barbara Hammer |
| 2018 | One-class Autoencoder approach to classify Raman spectra outliers. | Katharina Hofer-Schmitz, Phuong-Ha Nguyen, Kristian Berwanger |
| 2018 | Inferencing based on unsupervised learning of disentangled representations. | Tobias Hinz, Stefan Wermter |
| 2018 | Scalable robust clustering method for large and sparse data. | Joonas Hmlinen, Tommi Krkkinen, Tuomo Rossi |
| 2018 | Slowness-based neural visuomotor control with an Intrinsically motivated Continuous Actor-Critic. | Muhammad Burhan Hafez, Matthias Kerzel, Cornelius Weber, Stefan Wermter |
| 2018 | Adaptive random forests for data stream regression. | Heitor Murilo Gomes, Jean Paul Barddal, Luis Eduardo Boiko Ferreira, Albert Bifet |
| 2018 | Impact of Biases in Big Data. | Patrick O. Glauner, Petko Valtchev, Radu State |
| 2018 | Incremental learning with deep neural networks using a test-time oracle. | Alexander Gepperth, Saad Abdullah Gondal |
| 2018 | Randomized Recurrent Neural Networks. | Claudio Gallicchio, Alessio Micheli, Peter Tio |
| 2018 | Deep Echo State Networks for Diagnosis of Parkinson's Disease. | Claudio Gallicchio, Alessio Micheli, Luca Pedrelli |
| 2018 | Short-term Memory of Deep RNN. | Claudio Gallicchio |
| 2018 | Information visualisation and machine learning: latest trends towards convergence. | Benot Frnay, Bruno Dumas, John A. Lee |
| 2018 | LANN-DSVD: A privacy-preserving distributed algorithm for machine learning. | Oscar Fontenla-Romero, Bertha Guijarro-Berdias, Beatriz Prez-Snchez, Marcelo Gmez-Casal |
| 2018 | Near-optimal facial emotion classification using a WiSARD-based weightless system. | Leopoldo Lusquino Filho, Felipe M. G. Frana, Priscila M. V. Lima |