Information, Inference and Machine Learning Group at University College London

Gholamali Aminian

Postdoc

Contact

Where to Find Me

Malet Place Engineering Building
Torrington Place
London WC1E 7JE
United Kingdom

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Research Interests

Machine Learning, wireless communication, and information theory

About

Gholamali Aminian received the B.Sc. degree in electrical engineering from Amirkabir University, Tehran, Iran, in 2010, and M.Sc. and Ph.D degrees in electrical engineering from Sharif University of Technology, Tehran, Iran, in 2012 and 2017, respectively. He is awarded the Newton international Fellowship by Royal Society and he is now Honorary Research Fellow at UCL under supervision of Prof. Miguel Rodrigues.

Publications

@article{aminian2021exact,
  title={An Exact Characterization of the Generalization Error for the Gibbs Algorithm},
  author={Aminian*, Gholamali and Bu*, Yuheng and Toni, Laura and Rodrigues, Miguel and Wornell, Gregory},
  journal={Advances in Neural Information Processing Systems},
  volume={34},
  year={2021}
}
                
                @article{bu2021characterizing,
  title={Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm},
  author={Bu*, Yuheng and Aminian*, Gholamali and Toni, Laura and Wornell, Gregory and Rodrigues, Miguel},
   booktitle={AISTATS},
  year={2022}
}
                  
                @article{aminian2021information,
  title={Information-Theoretic Bounds on the Moments of the Generalization Error of Learning Algorithms},
  author={Aminian, Gholamali and Toni, Laura and Rodrigues, Miguel RD},
  booktitle={2021 IEEE International Symposium on Information Theory (ISIT)},
  year={2021}
}

@article{aminian2020jensen,
  title={Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms},
  author={Aminian, Gholamali and Toni, Laura and Rodrigues, Miguel RD},
  booktitle={2020 IEEE Information Theory Workshop(ITW)},
  year={2020}
}

@article{aminian2015capacity1,
  title={Capacity of diffusion-based molecular communication networks over LTI-Poisson channels},
  author={Aminian, Gholamali and Arjmandi, Hamidreza and Gohari, Amin and Nasiri-Kenari, Masoumeh and Mitra, Urbashi},
  journal={IEEE Transactions on Molecular, Biological and Multi-Scale Communications},
  volume={1},
  number={2},
  pages={188--201},
  year={2015},
  publisher={IEEE}
}

@article{aminian2015capacity2,
  title={On the capacity of point-to-point and multiple-access molecular communications with ligand-receptors},
  author={Aminian, Gholamali and Farahnak-Ghazani, Maryam and Mirmohseni, Mahtab and Nasiri-Kenari, Masoumeh and Fekri, Faramarz},
  journal={IEEE Transactions on Molecular, Biological and Multi-Scale Communications},
  volume={1},
  number={4},
  pages={331--346},
  year={2015},
  publisher={IEEE}
}

@article{farahnak2018medium,
  title={On medium chemical reaction in diffusion-based molecular communication: A two-way relaying example},
  author={Farahnak-Ghazani, Maryam and Aminian, Gholamali and Mirmohseni, Mahtab and Gohari, Amin and Nasiri-Kenari, Masoumeh},
  journal={IEEE Transactions on Communications},
  volume={67},
  number={2},
  pages={1117--1132},
  year={2018},
  publisher={IEEE}
}

@inproceedings{ghazani2016physical,
  title={Physical layer network coding in molecular two-way relay networks},
  author={Ghazani, Maryam Farahnak and Aminian, Gholamali and Mirmohseni, Mahtab and Gohari, Amin and Kenari, Masoumeh Nasiri},
  booktitle={2016 Iran Workshop on Communication and Information Theory (IWCIT)},
  pages={1--6},
  year={2016},
  organization={IEEE}
}

@article{ghourchian2018capacity,
  title={On the capacity of a class of signal-dependent noise channels},
  author={Ghourchian, Hamid and Aminian, Gholamali and Gohari, Amin and Mirmohseni, Mahtab and Nasiri-Kenari, Masoumeh},
  journal={IEEE Transactions on Information Theory},
  volume={64},
  number={12},
  pages={7828--7846},
  year={2018},
  publisher={IEEE}
}

@article{bafghi2018diffusion,
  title={Diffusion-based molecular communication with limited molecule production rate},
  author={Bafghi, Hamid G and Gohari, Amin and Mirmohseni, Mahtab and Aminian, Gholamali and Nasiri-Kenari, Masoumeh},
  journal={IEEE Transactions on Molecular, Biological and Multi-Scale Communications},
  volume={4},
  number={2},
  pages={61--72},
  year={2018},
  publisher={IEEE}
}

@inproceedings{aminian2015capacity3,
  title={Capacity of LTI-poisson channel for diffusion based molecular communication},
  author={Aminian, Gholamali and Arjmandi, Hamidreza and Gohari, Amin and Kenari, Masoumeh Nasiri and Mitra, Urbashi},
  booktitle={2015 IEEE International Conference on Communications (ICC)},
  pages={1060--1065},
  year={2015},
  organization={IEEE}
}

@inproceedings{aminian2015capacity4,
  title={On the capacity of level and type modulations in molecular communication with ligand receptors},
  author={Aminian, Gholamali and Mirmohseni, Mahtab and Kenari, Masoumeh Nasiri and Fekri, Faramarz},
  booktitle={2015 IEEE International Symposium on Information Theory (ISIT)},
  pages={1951--1955},
  year={2015},
  organization={IEEE}
}

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Gholamali Aminian

Postdoc

Contact

Where to Find Me

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Research Interests

About

Publications

Refereed Articles

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Conference and Workshop Papers

Pre-prints and Other Publications