Publications

Homayun Afrabandpey, Goutham Rangu, Honglei Zhang, Francesco Cricri, Emre Aksu, Hamed Rezazadegan Tavakoli (2022). On the importance of temporal dependencies of weight updates in communication efficient federated learning. International Conference on Visual Communication and Image Processing (VCIP).

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Homayun Afrabandpey, Michael Spranger (2022). Feasible and Desirable Counterfactual Generation by Preserving Human Defined Constraints. NeurIPS Workshop on Human-in-the-Loop Learning (HiLL’22).

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Rangu Goutham, Homayun Afrabandpey, Francesco Cricri, Honglei Zhang, Emre Aksu, Miska Hannuksela, Hamed Rezazadegan Tavakoli (2022). Stochastic Binary-Ternary Quantization for Communication Efficient Federated Computation. International Conference on Image Processing (ICIP’22).

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Ville Tanskanen, Chang Rajani, Homayun Afrabandpey, Aini Putkonen, Aurélien Nioche, Arto Klami (2021). Modeling risky choices in unknown environments. Asian Conference on Machine Learning (ACML’21).

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Homayun Afrabandpey, Anton Muravev, Hamed Rezazadegan Tavakoli, Honglei Zhang, Francesco Cricri, Moncef Gabbouj, Emre Aksu (2021). Mind the structure: adopting structural information for deep neural network compression. International Conference on Image Processing (ICIP’21).

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Homayun Afrabandpey, Tomi Peltola, Juho Piironen, Aki Vehtari, Samuel Kaski (2020). A decision-theoretic approach for model interpretability in Bayesian framework. Machine Learning.

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Homayun Afrabandpey, Tomi Peltola, Samuel Kaski (2019). Human-in-the-loop active covariance learning for improving prediction in small data sets. International Joint Conference on Artificial Intelligence (IJCAI’19).

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Javad Salimi Sartakhti, Homayun Afrabandpey, Nasser Ghadiri (2019). Fuzzy least squares twin support vector machines. Engineering Applications of Artificial Intelligence.

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Iiris Sundin, Tomi Peltola, Luana Micallef, Homayun Afrabandpey, Marta Soare, Muntasir Mamun Majumder, Pedram Daee, Chen He, Baris Serim, Aki Havulinna, Caroline Heckman, Giulio Jacucci, Pekka Martinen, Samuel Kaski (2018). Improving genomics-based predictions for precision medicine through active elicitation of expert knowledge. Bioinformatics.

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Mehran Safayani, Seyed Hashem Ahmadi, Homayun Afrabandpey, Abdolreza Mirzaei (2018). An EM based probabilistic two-dimensional CCA with application to face recognition. Applied Intelligence.

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Homayun Afrabandpey, Tomi Peltola, Samuel Kaski (2017). Interactive prior elicitation of feature similarities for small sample size prediction. International Conference on User Modeling, Adaptation and Personalization (UMAP’17).

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Javad Salimi Sartakhti, Homayun Afrabandpey, Mohamad Saraee (2017). Simulated annealing least squares twin support vector machine (SA-LSTSVM) for pattern classification. Soft Computing.

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Seppo Virtanen, Homayun Afrabandpey, Samuel Kaski (2016). Visualizations relevant to the user by multi-view latent variable factorization. International Conference on Acoustics, Speech and Signal Processing (ICASSP’16).

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Homayun Afrabandpey, Meysam Ghaffari, Abdolreza mirzaei, Mehran Safayani (2014). A novel bat algorithm based on chaos for optimization tasks. Iranian Conference on Intelligent Systems (ICIS).

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