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Homayun Afrabandpey
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2020 – today
- 2022
- [c7]Rangu Goutham, Homayun Afrabandpey, Francesco Cricri, Honglei Zhang, Emre Aksu, Miska M. Hannuksela, Hamed R. Tavakoli:
Stochastic Binary-Ternary Quantization for Communication Efficient Federated Computation. ICIP 2022: 2097-2101 - [c6]Homayun Afrabandpey, Rangu Goutham, Honglei Zhang, Francesco Criri, Emre Aksu, Hamed R. Tavakoli:
On the Importance of Temporal Dependencies of Weight Updates in Communication Efficient Federated Learning. VCIP 2022: 1-5 - [i8]Homayun Afrabandpey, Michael Spranger:
Feasible and Desirable Counterfactual Generation by Preserving Human Defined Constraints. CoRR abs/2210.05993 (2022) - 2021
- [c5]Ville Tanskanen, Chang Rajani, Homayun Afrabandpey, Aini Putkonen, Aurélien Nioche
, Arto Klami:
Modeling Risky Choices in Unknown Environments. ACML 2021: 1081-1096 - [c4]Homayun Afrabandpey, Anton Muravev
, Hamed R. Tavakoli, Honglei Zhang, Francesco Cricri, Moncef Gabbouj
, Emre Aksu:
Mind The Structure: Adopting Structural Information For Deep Neural Network Compression. ICIP 2021: 3532-3536 - 2020
- [b1]Homayun Afrabandpey:
Methods for probabilistic modeling of knowledge elicitation for improving machine learning predictions. Aalto University, Espoo, Finland, 2020 - [j5]Homayun Afrabandpey
, Tomi Peltola, Juho Piironen
, Aki Vehtari
, Samuel Kaski:
A decision-theoretic approach for model interpretability in Bayesian framework. Mach. Learn. 109(9-10): 1855-1876 (2020)
2010 – 2019
- 2019
- [j4]Javad Salimi Sartakhti, Homayun Afrabandpey, Nasser Ghadiri
:
Fuzzy least squares twin support vector machines. Eng. Appl. Artif. Intell. 85: 402-409 (2019) - [c3]Homayun Afrabandpey, Tomi Peltola, Samuel Kaski:
Human-in-the-loop Active Covariance Learning for Improving Prediction in Small Data Sets. IJCAI 2019: 1959-1966 - [i7]Homayun Afrabandpey, Tomi Peltola, Samuel Kaski:
Human-in-the-loop Active Covariance Learning for Improving Prediction in Small Data Sets. CoRR abs/1902.09834 (2019) - [i6]Homayun Afrabandpey, Tomi Peltola, Juho Piironen, Aki Vehtari, Samuel Kaski:
Making Bayesian Predictive Models Interpretable: A Decision Theoretic Approach. CoRR abs/1910.09358 (2019) - 2018
- [j3]Mehran Safayani, Seyed Hashem Ahmadi, Homayun Afrabandpey, Abdolreza Mirzaei:
An EM based probabilistic two-dimensional CCA with application to face recognition. Appl. Intell. 48(3): 755-770 (2018) - [j2]Iiris Sundin
, Tomi Peltola, Luana Micallef, Homayun Afrabandpey, Marta Soare, Muntasir Mamun Majumder
, Pedram Daee, Chen He
, Baris Serim, Aki S. Havulinna, Caroline Heckman
, Giulio Jacucci, Pekka Marttinen
, Samuel Kaski:
Improving genomics-based predictions for precision medicine through active elicitation of expert knowledge. Bioinform. 34(13): i395-i403 (2018) - 2017
- [j1]Javad Salimi Sartakhti, Homayun Afrabandpey, Mohamad Saraee:
Simulated annealing least squares twin support vector machine (SA-LSTSVM) for pattern classification. Soft Comput. 21(15): 4361-4373 (2017) - [c2]Homayun Afrabandpey, Tomi Peltola, Samuel Kaski:
Interactive Prior Elicitation of Feature Similarities for Small Sample Size Prediction. UMAP 2017: 265-269 - [i5]Mehran Safayani, Seyed Hashem Ahmadi, Homayun Afrabandpey, Abdolreza Mirzaei:
An EM Based Probabilistic Two-Dimensional CCA with Application to Face Recognition. CoRR abs/1702.07884 (2017) - [i4]Iiris Sundin, Tomi Peltola, Muntasir Mamun Majumder, Pedram Daee, Marta Soare, Homayun Afrabandpey, Caroline Heckman, Samuel Kaski, Pekka Marttinen:
Improving drug sensitivity predictions in precision medicine through active expert knowledge elicitation. CoRR abs/1705.03290 (2017) - 2016
- [c1]Seppo Virtanen, Homayun Afrabandpey, Samuel Kaski:
Visualizations relevant to the user by multi-view latent variable factorization. ICASSP 2016: 2464-2468 - [i3]Homayun Afrabandpey, Tomi Peltola, Samuel Kaski:
Interactive Prior Elicitation of Features Similarities for Small Sample Size Prediction. CoRR abs/1612.02802 (2016) - 2015
- [i2]Javad Salimi Sartakhti, Nasser Ghadiri, Homayun Afrabandpey:
Fuzzy Least Squares Twin Support Vector Machines. CoRR abs/1505.05451 (2015) - [i1]Seppo Virtanen, Homayun Afrabandpey, Samuel Kaski:
Visualizations Relevant to The User By Multi-View Latent Variable Factorization. CoRR abs/1512.07807 (2015)
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