Giovanni Chierchia

@article{Gupta_2023,
  author  = {Gupta, P. and Goel, A. and Majumdar, A. and Chouzenoux, E. and Chierchia, G.},
  title   = {DeConFCluster: Deep Convolutional Transform Learning based Multiview Clustering Fusion Framework},
  journal = {Preprint},
  year    = {2023},
}

@article{Gupta_2023,
  author  = {Gupta, P. and Majumdar, A. and Chouzenoux, E. and Chierchia, G.},
  title   = {DeConDFFuse : Predicting Drug-Drug Interaction using joint Deep Convolutional Transform Learning and Decision Forest fusion framework},
  journal = {Expert Systems With Applications},
  year    = {2023},
}

@article{Petric_2022,
  author  = {Petric Materic, H. and El Gheche, M. and Minder, M. and Chierchia, G. and Frossard, P.},
  title   = {Wasserstein-based Graph Alignment},
  journal = {IEEE Transactions on Signal and Information Processing over Networks},
  year    = {2022},
  volume  = {8},
  pages   = {353--363},
  month   = apr,
}

@article{Singh_acm2021,
  author  = {S. Singh and J. Maggu and A. Majumdar and E. Chouzenoux and G. Chierchia},
  title   = {Multi-label Deep Convolutional Transform Learning for Non-intrusive Load Monitoring},
  journal = {ACM Transactions on Knowledge Discovery from Data},
  year    = {2021},
  month   = nov,
}

@Article{Nguyen_access2021,
  author  = {T. X. Nguyen and G. Chierchia and O. Razim and R. F. Peletier and L. Najman and H. Talbot and B. Perret},
  title   = {Object Detection With Component-Graphs in Multi-Band Images: Application to Source Detection in Astronomical Images},
  journal = {IEEE Access},
  year    = {2021},
  month   = nov,
}

@article{Chierchia_jsm2020,
  author  = {Chierchia, G. and Perret, B.},
  title   = {Ultrametric Fitting by Gradient Descent},
  journal = {Journal of Statistical Mechanics: Theory and Experiment},
  year    = {2020},
  volume  = {2020},
  number  = {12},
}

@Article{Gupta2020,
  author  = {P. Gupta and A. Majumdar and E. Chouzenoux and G. Chierchia},
  title   = {SuperDeConFuse: A Supervised Deep Convolutional Transform based Fusion Framework for Financial Trading Systems},
  journal = {Expert Systems With Applications},
  volume  = {},
  number  = {},
  pages   = {},
  year    = {2020},
  month   = {},
}

@Article{ElGheche2020_tsipn,
  author  = {El Gheche, M. and Chierchia, G. and Frossard, P.},
  title   = {OrthoNet: Multilayer Network Data Clustering},
  journal = {IEEE Transactions on Signal and Information Processing over Networks},
  volume  = {6},
  number  = {1},
  pages   = {13--23},
  year    = {2020},
  month   = dec,
}

@article{Maggu2020,
  title = "Deeply transformed subspace clustering",
  journal = "Signal Processing",
  volume = "174",
  pages = "107628",
  year = "2020",
  author = "J. Maggu and A. Majumdar and E. Chouzenoux and G. Chierchia",
}

@Article{Gupta2020_deconfuse,
  author  = {P. Gupta and J. Maggu and A. Majumdar and E. Chouzenoux and G. Chierchia},
  title   = {DeConFuse: A Deep Convolutional Transform based Unsupervised Fusion Framework},
  journal = {EURASIP Journal on Advances in Signal Processing},
  year    = {2020},
  month   = may,
}

@Article{Perret2019_higra,
  author  = {B. Perret and G. Chierchia and J. Cousty and S. Guimar{\~a}es and Y. Kenmochi and L. Najman},
  title   = {Higra: Hierarchical Graph Analysis},
  journal = {SoftwareX},
  volume  = {10},
  pages   = {100335},
  year    = {2019},
  month   = {Jul.--Dec.},
}

@Article{Briceno2019_coap,
  author  = {Briceno-Arias, L. M. and Chierchia, G. and Chouzenoux, E. and Pesquet, J.-C.},
  title   = {A Random Block-Coordinate Douglas-Rachford Splitting Method with Low Computational Complexity for Binary Logistic Regression},
  journal = {Computational Optimization and Applications},
  volume  = {72},
  number  = {3},
  pages   = {707--726},
  year    = {2019},
  month   = jan,
}

@Article{ElGheche2018_tit,
  author  = {El Gheche, M. and Chierchia, G. and Pesquet, J.-C.},
  title   = {Proximity Operators of Discrete Information Divergences},
  journal = {IEEE Transactions on Information Theory},
  volume  = {64},
  number  = {2},
  pages   = {1092--1104},
  year    = {2018},
  month   = feb,
}

@Article{Chierchia2014_tifs,
    author  = {Chierchia, G. and Poggi, G. and Sansone, C. and Verdoliva, L.},
    title   = {A {B}ayesian-{MRF} Approach for {PRNU}-based Image Forgery Detection},
    journal = {IEEE Transactions on Information Forensics and Security},
    year    = {2014},
    volume  = {9},
    number  = {4},
    pages   = {554--567},
    month   = apr,
}

@InProceedings{Michel_aaai2024,
  author  = {Michel, N. and Chierchia, G. and Negrel, R. and Bercher J.-F.},
  title   = {Learning Representations on the Unit Sphere: Investigating Angular Gaussian and von Mises-Fisher Distributions for Online Continual Learning},
  booktitle = {AAAI Conference on Artificial Intelligence},
  address   = {Vancouver, Canada},
  year    = {2024},
}

@InProceedings{Lapertot_2023,
  author  = {Lapertot, R. and Chierchia, G. and Perret, B.},
  title   = {Supervised Learning of Hierarchical Image Segmentation},
  booktitle = {Proceedings of CIARP},
  address   = {Coimbra, Portugal},
  year    = {2023},
}

@InProceedings{Michel_bmvc2023,
  author  = {Michel, N. and Negrel, R. and Chierchia, G. and Bercher J.-F.},
  title   = {Domain-Aware Augmentations for Unsupervised Online General Continual Learning},
  booktitle = {British Machine Vision Conference},
  address   = {Aberdeen, Scotland},
  year    = {2023},
  month   = nov,
}

@InProceedings{Petric_2022,
  author  = {Petric Materic, H. and El Gheche, M. and Chierchia, G. and Frossard, P.},
  title   = {FGOT: Graph Distances based on Filters and Optimal Transport},
  booktitle = {AAAI Conference on Artificial Intelligence},
  address   = {Vancouver, Canada},
  year    = {2022},
}

@InProceedings{Singh_icip2022,
  author  = {Michel, N. and Negrel, R. and and Chierchia, G. and Bercher J.-F.},
  title   = {Contrastive Learning for Online Semi-Supervised General Continual Learning},
  booktitle = {Proceedings of ICIP},
  address   = {Bordeaux, France},
  year    = {2022},
  month   = oct,
}

@InProceedings{Singh_icip2022,
  author  = {Singh, S. and Majumdar, A. and Chouzenoux, E. and Chierchia, G.},
  title   = {Semi-supervised Deep Convolutional Transform Learning for Hyperspectral Image Classification},
  booktitle = {Proceedings of ICIP},
  address   = {Bordeaux, France},
  year    = {2022},
  month   = oct,
}

@InProceedings{Jyoti_iconip2020,
  author  = {Maggu, J. and Majumdar, A. and Chouzenoux, E. and Chierchia, G.},
  title   = {Deep Convolutional Transform Learning},
  booktitle = {Proceedings of ICONIP},
  address   = {Bangkok, Thailand},
  year    = {2020},
  month   = nov,
}

@InProceedings{Nguyen_icip2020,
  author  = {T. X. Nguyen and G. Chierchia and L. Najman and A. Venhola and C. Haigh and R. Peletier and M. H.F. Wilkinson and H. Talbot and B. Perret},
  title   = {CGO: Multiband Astronomical Source Detection with Component-Graphs},
  booktitle = {Proceedings of ICIP},
  address   = {Abu Dhabi, UAE},
  year    = {2020},
  month   = oct,
}

@InProceedings{Gupta_eusipco2020,
  author  = {P. Gupta and J. Maggu and A. Majumdar and E. Chouzenoux and G. Chierchia},
  title   = {CONFUSE: Convolutional Transform Learning Fusion Framework For Multi-channel Data Analysis},
  booktitle = {Proceedings of EUSIPCO},
  address   = {Amsterdam, Netherlands},
  year    = {2020},
  month   = aug,
}

@InProceedings{Singh_icassp2020,
  author  = {S. Singh and J. Maggu and A. Majumdar and E. Chouzenoux and G. Chierchia},
  title   = {Multi-label Consistent Convolutional Transform Learning: Application To Non-intrusive Load Monitoring},
  booktitle = {Proceedings of ICASSP},
  address   = {Barcelona, Spain},
  year    = {2020},
  month   = may,
}

@incollection{Petric_neurips2019,
  author  = {Petric Materic, H. and El Gheche, M. and Chierchia, G. and Frossard, P.},
  title   = {GOT: An Optimal Transport framework for Graph comparison},
  booktitle = {Advances in Neural Information Processing Systems 32},
  editor = {H. Wallach and H. Larochelle and A. Beygelzimer and F. d\textquotesingle Alch\'{e}-Buc and E. Fox and R. Garnett},
  pages = {13876--13887},
  publisher = {Curran Associates, Inc.},
  year    = {2019},
}

@incollection{Chierchia_neurips2019,
  author  = {Chierchia, G. and Perret, B.},
  title   = {Ultrametric Fitting by Gradient Descent},
  booktitle = {Advances in Neural Information Processing Systems 32},
  editor = {H. Wallach and H. Larochelle and A. Beygelzimer and F. d\textquotesingle Alch\'{e}-Buc and E. Fox and R. Garnett},
  pages = {3175--3186},
  publisher = {Curran Associates, Inc.},
  year    = {2019},
}

@InProceedings{Luo2019_icivc,
  author   = {S. B. {Luo} and K. T. {Nguyen} and X. D. {Jiang} and J. F. {Wu} and B. H. {Wen} and Y. {Zhang} 
              and G. {Chierchia} and H. {Talbot} and T. {Bourouina} and D. L. {Kwong} and A. Q. {Liu}},  
  title    = {A High Performance of Single Cell Imaging Detection with Deep Learning},
  booktitle= {Proceedings of ICIVC},
  address  = {Xiamen, China},
  year     = {2019}, 
  pages    = {356--360}, 
  month    = {July},
}

@InProceedings{ElGheche2019_icassp,
  author  = {El Gheche, M. and Chierchia, G. and Frossard, P.},
  title   = {Stochastic Gradient Descent for Spectral Embedding with Implicit Orthogonality Constraint},
  booktitle = {Proceedings of ICASSP},
  address   = {Brighton, UK},
  year    = {2019},
  month   = may,
}

@InProceedings{Maggu2018_iconip,
    author    = {Maggu, J. and Chouzenoux, E. and Chierchia, G. and Majumdar, A.},
    title     = {Convolutional Transform Learning},
    booktitle = {Proceedings of ICONIP},
    year      = {2018},
    address   = {Siem Reap, Cambodia},
    month     = dec,
}

@InProceedings{Chierchia2017_igarss,
    author    = {Chierchia, G. and Cozzolino, D. and Poggi, G. and Verdoliva, L.},
    title     = {{SAR} Image Despeckling Through Convolutional Neural Networks},
    booktitle = {Proceedings of IGARSS},
    year      = {2017},
    address   = {Forth Worth, TX, USA},
    month     = jul,
}