Publications

Book Chapter

1. Derek T Anderson, Grant J Scott, Muhammad Aminul Islam, Bryce Murray, Richard Marcum, "Fuzzy Choquet Integration of Deep Convolutional Neural Networks for Remote Sensing",Springer Computational Intelligence for Pattern Recognition, pp. 1–28, 2018. [bibtex] 
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   Bibtex

   @book{anderson2018fuzzy,
    author = {Derek T Anderson and Grant J Scott and Muhammad Aminul Islam and Bryce Murray and Richard Marcum},
    booktitle = {Computational Intelligence for Pattern Recognition},
    pages = {1–28},
    publisher = {Springer},
    title = {Fuzzy Choquet Integration of Deep Convolutional Neural Networks for Remote Sensing},
    year = {2018}
   }

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Journal Articles

1. Muhammad Aminul Islam, D. T. Anderson, John E Ball, Nicolas H Younan, "Fusion of heterogeneous bands and kernels in hyperspectral image processing", Journal of Applied Remote Sensing, 2019.   [bibtex] 
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   Bibtex

   @article{islam2018cloddfusion,
    author = {Muhammad Aminul Islam and D. T. Anderson and John E Ball and Nicolas H Younan},
    journal = {Journal of Applied Remote Sensing},
    title = {Fusion of heterogeneous bands and kernels in hyperspectral image processing},
    year = {2019}
   }

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2. S. Sharma, D. Carruth, M. Doude, J. E. Ball, B. Tang, Muhammad Aminul Islam, "Semantic Segmentation with Transfer Learning for Off-Road Autonomous Driving", Sensors, 2019.   [bibtex] 
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   Bibtex

   @article{sharma2019semantic,
    author = {S. Sharma and D. Carruth and M. Doude and J. E. Ball and B. Tang and Muhammad Aminul Islam},
    journal = {Sensors},
    publisher = {MDPI},
    title = {Semantic Segmentation with Transfer Learning for Off-Road Autonomous Driving},
    year = {2019}
   }

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3. Muhammad Aminul Islam, D. T. Anderson, A. J. Pinar, T. C. Havens, G. Scott, J. M. Keller, "Enabling Explainable Fusion in Deep Learning with Fuzzy Integral Neural Networks", Special Issue on Deep Fuzzy Models, IEEE Transactions on Fuzzy Systems, 2018.     [bibtex]  [arxiv] 
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   Bibtex

   @article{explicitIslam2018,
    author = {Muhammad Aminul Islam and D. T. Anderson and A. J. Pinar and T. C. Havens and G. Scott and J. M. Keller},
    journal = {Special Issue on Deep Fuzzy Models, IEEE Transactions on Fuzzy Systems},
    title = {Enabling Explainable Fusion in Deep Learning with Fuzzy Integral Neural Networks},
    url = {https://arxiv.org/abs/1905.04394},
    year = {2018}
   }

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4. Muhammad Aminul Islam, Derek T. Anderson, Fred Petry, Paul Elmore, "An Efficient Evolutionary Algorithm to Optimize the Choquet Integral", International Journal of Intelligent Systems, 2018.     [bibtex] 
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   Bibtex

   @article{islammissingdatalearning2017,
    author = {Muhammad Aminul Islam and Derek T. Anderson and Fred Petry and Paul Elmore},
    doi = {10.1002/int.22056},
    journal = {International Journal of Intelligent Systems},
    title = {An Efficient Evolutionary Algorithm to Optimize the Choquet Integral},
    url = {https://dx.doi.org/10.1002/int.22056},
    year = {2018}
   }

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5. Muhammad Aminul Islam, D. T. Anderson, A. J. Pinar, T. C. Havens, "Data-Driven Compression and Efficient Learning of the Choquet Integral", IEEE Transactions on Fuzzy Systems, 2017.     [bibtex] 
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   Bibtex

   @article{datadrivenlearning2017,
    author = {Muhammad Aminul Islam and D. T. Anderson and A. J. Pinar and T. C. Havens},
    doi = {10.1109/TFUZZ.2017.2755002},
    journal = {IEEE Transactions on Fuzzy Systems},
    title = {Data-Driven Compression and Efficient Learning of the Choquet Integral},
    url = {https://dx.doi.org/10.1109/TFUZZ.2017.2755002},
    year = {2017}
   }

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Conference Articles

1. C. Veal, A. Yang, A. Hurt, B. Murray, Muhammad Aminul Islam, D. T. Anderson, G. J. Scott, T. C. Havens, J. M. Keller, B. Tang, "Linear Order Statistic Neuron", 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2019. [bibtex] 
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   Bibtex

   @inproceedings{charlie2018los,
    author = {C. Veal and A. Yang and A. Hurt and B. Murray and Muhammad Aminul Islam and D. T. Anderson and G. J. Scott and T. C. Havens and J. M. Keller and B. Tang},
    booktitle = {2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
    title = {Linear Order Statistic Neuron},
    year = {2019}
   }

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2. B. Murray, Muhammad Aminul Islam, A. J. Pinar, D. T. Anderson, G. J. Scott, T. C. Havens, F. Petry, P. Elmore, "Transfer Learning for the Choquet Integral", 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2019. [bibtex] 
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   Bibtex

   @inproceedings{bryce2018transfer,
    author = {B. Murray and Muhammad Aminul Islam and A. J. Pinar and D. T. Anderson and G. J. Scott and T. C. Havens and F. Petry and P. Elmore},
    booktitle = {2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
    title = {Transfer Learning for the Choquet Integral},
    year = {2019}
   }

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3. Will Meadows, Christopher Hudson, Chris Goodin, Lalitha Dabbiru, Brandon Powell, Matt Doude, Daniel Carruth, Muhammad Aminul Islam, John Ball, Bo Tang, "Multi-LiDAR placement, calibration, co-registration, and processing on a Subaru Forrester for off-road autonomous vehicles operations", Autonomous Systems: Sensors, Vehicles, Security, and the Internet of Everything, 2019. [bibtex] 
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   Bibtex

   @inproceedings{meadows2018hydra,
    author = {Will Meadows and Christopher Hudson and Chris Goodin and Lalitha Dabbiru and Brandon Powell and Matt Doude and Daniel Carruth and Muhammad Aminul Islam and John Ball and Bo Tang},
    booktitle = {Autonomous Systems: Sensors, Vehicles, Security, and the Internet of Everything},
    organization = {International Society for Optics and Photonics},
    title = {Multi-LiDAR placement, calibration, co-registration, and processing on a Subaru Forrester for off-road autonomous vehicles operations},
    year = {2019}
   }

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4. Muhammad Aminul Islam, Derek T. Anderson, Xiaoxiao Du, Timothy C. Havens, Christian Wagner, "Efficient Binary Fuzzy Measure Representation and Choquet Integral Learning", 2018 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, June, 2018.   [bibtex] 
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   Bibtex

   @inproceedings{binaryfmlearning2018,
    author = {Muhammad Aminul Islam and Derek T. Anderson and Xiaoxiao Du and Timothy C. Havens and Christian Wagner},
    booktitle = {2018 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems},
    month = {June},
    organization = {Springer},
    title = {Efficient Binary Fuzzy Measure Representation and Choquet Integral Learning},
    year = {2018}
   }

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5. Bryce Murray, Muhammad Aminul Islam, Anthony J. Pinar, Timothy C. Havens, Derek T. Anderson, Grant Scott, "Explainable AI for Understanding Decisions and Data-Driven Optimization of the Choquet Integral", 2018 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), July, 2018. [bibtex] 
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   Bibtex

   @inproceedings{murray2018explainableAI,
    author = {Bryce Murray and Muhammad Aminul Islam and Anthony J. Pinar and Timothy C. Havens and Derek T. Anderson and Grant Scott},
    booktitle = {2018 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
    month = {July},
    title = {Explainable AI for Understanding Decisions and Data-Driven Optimization of the Choquet Integral},
    year = {2018}
   }

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6. Madelyn Davis, Lucas Cagle, Courtney Morgan, Christopher Hudson, Bostic Shell, David Gardner, Muhammad Aminul Islam, Cindy L Bethel, John E Ball, James R Gafford, D. T. Anderson, Y. Liu, A. LeClair, "Hydra: a modular, universal multi-sensor data collection system", Autonomous Systems: Sensors, Vehicles, Security, and the Internet of Everything, 2018. [bibtex] 
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   Bibtex

   @inproceedings{davis2018hydra,
    author = {Madelyn Davis and Lucas Cagle and Courtney Morgan and Christopher Hudson and Bostic Shell and David Gardner and Muhammad Aminul Islam and Cindy L Bethel and John E Ball and James R Gafford and D. T. Anderson and Y. Liu and A. LeClair},
    booktitle = {Autonomous Systems: Sensors, Vehicles, Security, and the Internet of Everything},
    organization = {International Society for Optics and Photonics},
    title = {Hydra: a modular, universal multi-sensor data collection system},
    year = {2018}
   }

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7. Muhammad Aminul Islam, Derek T. Anderson, Fred Petry, Denson Smith, Paul Elmore, "The fuzzy integral for missing data", 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp. 1–8, 2017.   [bibtex] 
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   Bibtex

   @inproceedings{islam2017fuzzy,
    author = {Muhammad Aminul Islam and Derek T. Anderson and Fred Petry and Denson Smith and Paul Elmore},
    booktitle = {2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
    pages = {1–8},
    title = {The fuzzy integral for missing data},
    year = {2017}
   }

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8. Anthony J Pinar, Timothy C Havens, Muhammad Aminul Islam, Derek T Anderson, "Visualization and learning of the Choquet integral with limited training data", 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp. 1–6, 2017. [bibtex] 
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   Bibtex

   @inproceedings{pinar2017visualization,
    author = {Anthony J Pinar and Timothy C Havens and Muhammad Aminul Islam and Derek T Anderson},
    booktitle = {2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
    pages = {1–6},
    title = {Visualization and learning of the Choquet integral with limited training data},
    year = {2017}
   }

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9. Derek T. Anderson, Muhammad Aminul Islam, Roger King, Nicolas H. Younan, Joshua R. Fairley, Stacy Howington, Frederick Petry, Paul Elmore, Alina Zare, "Binary fuzzy measures and Choquet integration for multi-source fusion", 2017 International Conference on Military Technologies (ICMT), pp. 676–681, 2017. [bibtex] 
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   Bibtex

   @inproceedings{anderson2017binary,
    author = {Derek T. Anderson and Muhammad Aminul Islam and Roger King and Nicolas H. Younan and Joshua R. Fairley and Stacy Howington and Frederick Petry and Paul Elmore and Alina Zare},
    booktitle = {2017 International Conference on Military Technologies (ICMT)},
    pages = {676–681},
    title = {Binary fuzzy measures and Choquet integration for multi-source fusion},
    year = {2017}
   }

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10. Muhammad Aminul Islam, Derek T Anderson, John E Ball, Nicholas H Younan, "Fusion of diverse features and kernels using LP-norm based multiple kernel learning in hyperspectral image processing", 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), pp. 1–5, 2016.   [bibtex] 
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    Bibtex

    @inproceedings{lpMKLHyper,
     author = {Muhammad Aminul Islam and Derek T Anderson and John E Ball and Nicholas H Younan},
     booktitle = {2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)},
     pages = {1–5},
     title = {Fusion of diverse features and kernels using LP-norm based multiple kernel learning in hyperspectral image processing},
     year = {2016}
    }

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11. Muhammad Aminul Islam, Derek T Anderson, John E Ball, Nicolas H Younan, "CLODD based band group selection", 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 36–39, July, 2016.   [bibtex] 
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    Bibtex

    @inproceedings{islam2016clodd,
     author = {Muhammad Aminul Islam and Derek T Anderson and John E Ball and Nicolas H Younan},
     booktitle = {2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
     month = {July},
     pages = {36–39},
     title = {CLODD based band group selection},
     year = {2016}
    }

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12. Muhammad Aminul Islam, Derek T Anderson, Timothy C Havens, "Multi-criteria based learning of the choquet integral using goal programming", 2015 Annual Conference of the North American Fuzzy Information Processing Society (NAFIPS) held jointly with 2015 5th World Conference on Soft Computing (WConSC), pp. 1–6, 2015.   [bibtex] 
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    Bibtex

    @inproceedings{islam2015multi,
     author = {Muhammad Aminul Islam and Derek T Anderson and Timothy C Havens},
     booktitle = {2015 Annual Conference of the North American Fuzzy Information Processing Society (NAFIPS) held jointly with 2015 5th World Conference on Soft Computing (WConSC)},
     pages = {1–6},
     title = {Multi-criteria based learning of the choquet integral using goal programming},
     year = {2015}
    }

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Theses

1. Muhammad Aminul Islam, "Efficient Data Driven Multi Source Fusion", PhD thesis, Mississippi State University, 2018. [bibtex] 
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   Bibtex

   @phdthesis{islam2018efficient,
    author = {Muhammad Aminul Islam},
    school = {Mississippi State University},
    title = {Efficient Data Driven Multi Source Fusion},
    year = {2018}
   }

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