Publications

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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] 

    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}
    }

Journal Articles

  1. Muthana Al-Amidie, Laith Alzubaidi, Muhammad Aminul Islam, Derek T Anderson, "Enhancing Sensor Data Imputation: OWA-Based Model Aggregation for Missing Values", Future Internet, vol. 16, no. 6, pp. 193, 2024. [bibtex] 

    Bibtex

    @article{al2024enhancing,
     author = {Muthana Al-Amidie and Laith Alzubaidi and Muhammad Aminul Islam and Derek T Anderson},
     journal = {Future Internet},
     number = {6},
     pages = {193},
     publisher = {MDPI},
     title = {Enhancing Sensor Data Imputation: OWA-Based Model Aggregation for Missing Values},
     volume = {16},
     year = {2024}
    }
  2. Muhammad Aminul Islam, Derek T Anderson, Timothy C Havens, John E Ball, "A Generalized Fuzzy Extension Principle and Its Application to Information Fusion", IEEE Transactions on Fuzzy Systems, vol. 29, no. 9, pp. 2726–2738, 2020. [bibtex] 

    Bibtex

    @article{islam2020generalized,
     author = {Muhammad Aminul Islam and Derek T Anderson and Timothy C Havens and John E Ball},
     journal = {IEEE Transactions on Fuzzy Systems},
     number = {9},
     pages = {2726-2738},
     publisher = {IEEE},
     title = {A Generalized Fuzzy Extension Principle and Its Application to Information Fusion},
     volume = {29},
     year = {2020}
    }
  3. Siva Krishna Kakula, Anthony J Pinar, Muhammad Aminul Islam, Derek T Anderson, Timothy C Havens, "Novel regularization for learning the fuzzy choquet integral with limited training data", IEEE Transactions on Fuzzy Systems, vol. 29, no. 10, pp. 2890–2901, 2020. [bibtex] 

    Bibtex

    @article{kakula2020novel,
     author = {Siva Krishna Kakula and Anthony J Pinar and Muhammad Aminul Islam and Derek T Anderson and Timothy C Havens},
     journal = {IEEE Transactions on Fuzzy Systems},
     number = {10},
     pages = {2890-2901},
     publisher = {IEEE},
     title = {Novel regularization for learning the fuzzy choquet integral with limited training data},
     volume = {29},
     year = {2020}
    }
  4. Bryce J Murray, Muhammad Aminul Islam, Anthony J Pinar, Derek T Anderson, Grant J Scott, Timothy C Havens, James M Keller, "Explainable ai for the choquet integral", IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 5, no. 4, pp. 520–529, 2020. [bibtex] 

    Bibtex

    @article{murray2020explainable,
     author = {Bryce J Murray and Muhammad Aminul Islam and Anthony J Pinar and Derek T Anderson and Grant J Scott and Timothy C Havens and James M Keller},
     journal = {IEEE Transactions on Emerging Topics in Computational Intelligence},
     number = {4},
     pages = {520-529},
     publisher = {IEEE},
     title = {Explainable ai for the choquet integral},
     volume = {5},
     year = {2020}
    }
  5. Muhammad Aminul Islam, Bryce Murray, Andrew Buck, Derek T Anderson, Grant J Scott, Mihail Popescu, James Keller, "Extending the morphological hit-or-miss transform to deep neural networks", IEEE transactions on neural networks and learning systems, vol. 32, no. 11, pp. 4826–4838, 2020. [bibtex] 

    Bibtex

    @article{islam2020extending,
     author = {Muhammad Aminul Islam and Bryce Murray and Andrew Buck and Derek T Anderson and Grant J Scott and Mihail Popescu and James Keller},
     journal = {IEEE transactions on neural networks and learning systems},
     number = {11},
     pages = {4826-4838},
     publisher = {IEEE},
     title = {Extending the morphological hit-or-miss transform to deep neural networks},
     volume = {32},
     year = {2020}
    }
  6. Muhammad Aminul Islam, Derek T Anderson, Fred Petry, Paul Elmore, "An efficient evolutionary algorithm to optimize the Choquet integral", International Journal of Intelligent Systems, vol. 34, no. 3, pp. 366–385, 2019. [bibtex] 

    Bibtex

    @article{islam2019efficient,
     author = {Muhammad Aminul Islam and Derek T Anderson and Fred Petry and Paul Elmore},
     journal = {International Journal of Intelligent Systems},
     number = {3},
     pages = {366-385},
     title = {An efficient evolutionary algorithm to optimize the Choquet integral},
     volume = {34},
     year = {2019}
    }
  7. Muhammad Aminul Islam, Derek T Anderson, Anthony J Pinar, Timothy C Havens, Grant Scott, James M Keller, "Enabling explainable fusion in deep learning with fuzzy integral neural networks", IEEE Transactions on Fuzzy Systems, vol. 28, no. 7, pp. 1291–1300, 2019. [bibtex] 

    Bibtex

    @article{islam2019enabling,
     author = {Muhammad Aminul Islam and Derek T Anderson and Anthony J Pinar and Timothy C Havens and Grant Scott and James M Keller},
     journal = {IEEE Transactions on Fuzzy Systems},
     number = {7},
     pages = {1291-1300},
     publisher = {IEEE},
     title = {Enabling explainable fusion in deep learning with fuzzy integral neural networks},
     volume = {28},
     year = {2019}
    }
  8. Muhammad Aminul Islam, Derek T Anderson, John E Ball, Nicolas H Younan, "Fusion of heterogeneous bands and kernels in hyperspectral image processing", Journal of Applied Remote Sensing, vol. 13, no. 2, pp. 026508–026508, 2019. [bibtex] 

    Bibtex

    @article{islam2019fusion,
     author = {Muhammad Aminul Islam and Derek T Anderson and John E Ball and Nicolas H Younan},
     journal = {Journal of Applied Remote Sensing},
     number = {2},
     pages = {026508-026508},
     publisher = {Society of Photo-Optical Instrumentation Engineers},
     title = {Fusion of heterogeneous bands and kernels in hyperspectral image processing},
     volume = {13},
     year = {2019}
    }
  9. Suvash Sharma, John E Ball, Bo Tang, Daniel W Carruth, Matthew Doude, Muhammad Aminul Islam, "Semantic segmentation with transfer learning for off-road autonomous driving", Sensors, vol. 19, no. 11, pp. 2577, 2019. [bibtex] 

    Bibtex

    @article{sharma2019semantic,
     author = {Suvash Sharma and John E Ball and Bo Tang and Daniel W Carruth and Matthew Doude and Muhammad Aminul Islam},
     journal = {Sensors},
     number = {11},
     pages = {2577},
     publisher = {MDPI},
     title = {Semantic segmentation with transfer learning for off-road autonomous driving},
     volume = {19},
     year = {2019}
    }
  10. Muhammad Aminul Islam, Derek T Anderson, Anthony J Pinar, Timothy C Havens, "Data-driven compression and efficient learning of the Choquet integral", IEEE Transactions on Fuzzy Systems, vol. 26, no. 4, pp. 1908–1922, 2017. [bibtex] 

    Bibtex

    @article{islam2017data,
     author = {Muhammad Aminul Islam and Derek T Anderson and Anthony J Pinar and Timothy C Havens},
     journal = {IEEE Transactions on Fuzzy Systems},
     number = {4},
     pages = {1908-1922},
     publisher = {IEEE},
     title = {Data-driven compression and efficient learning of the Choquet integral},
     volume = {26},
     year = {2017}
    }

Conference Articles

  1. Muhammad Aminul Islam, Charlie Veal, Yashaswini Gouru, Derek T Anderson, "Attribution modeling for deep morphological neural networks using saliency maps", 2021 International Joint Conference on Neural Networks (IJCNN), pp. 1–8, 2021. [bibtex] 

    Bibtex

    @inproceedings{islam2021attribution,
     author = {Muhammad Aminul Islam and Charlie Veal and Yashaswini Gouru and Derek T Anderson},
     booktitle = {2021 International Joint Conference on Neural Networks (IJCNN)},
     organization = {IEEE},
     pages = {1-8},
     title = {Attribution modeling for deep morphological neural networks using saliency maps},
     year = {2021}
    }
  2. Blake Ruprecht, Wenlong Wu, Muhammad Aminul Islam, Derek Anderson, James Keller, Grant Scott, Curt Davis, Fred Petry, Paul Elmore, Kristen Nock, others, "Possibilistic clustering enabled neuro fuzzy logic", 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp. 1–8, 2020. [bibtex] 

    Bibtex

    @inproceedings{ruprecht2020possibilistic,
     author = {Blake Ruprecht and Wenlong Wu and Muhammad Aminul Islam and Derek Anderson and James Keller and Grant Scott and Curt Davis and Fred Petry and Paul Elmore and Kristen Nock and others},
     booktitle = {2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
     organization = {IEEE},
     pages = {1-8},
     title = {Possibilistic clustering enabled neuro fuzzy logic},
     year = {2020}
    }
  3. Andrew R Buck, Derek T Anderson, James M Keller, Timothy Wilkin, Muhammad Aminul Islam, "A weighted matrix visualization for fuzzy measures and integrals", 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp. 1–8, 2020. [bibtex] 

    Bibtex

    @inproceedings{buck2020weighted,
     author = {Andrew R Buck and Derek T Anderson and James M Keller and Timothy Wilkin and Muhammad Aminul Islam},
     booktitle = {2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
     organization = {IEEE},
     pages = {1-8},
     title = {A weighted matrix visualization for fuzzy measures and integrals},
     year = {2020}
    }
  4. Grant J Scott, J Alex Hurt, Alex Yang, Muhammad Aminul Islam, Derek T Anderson, Curt H Davis, "Differential morphological profile neural network for object detection in overhead imagery", 2020 International Joint Conference on Neural Networks (IJCNN), pp. 1–7, 2020. [bibtex] 

    Bibtex

    @inproceedings{scott2020differential,
     author = {Grant J Scott and J Alex Hurt and Alex Yang and Muhammad Aminul Islam and Derek T Anderson and Curt H Davis},
     booktitle = {2020 International Joint Conference on Neural Networks (IJCNN)},
     organization = {IEEE},
     pages = {1-7},
     title = {Differential morphological profile neural network for object detection in overhead imagery},
     year = {2020}
    }
  5. Will Meadows, Christopher Hudson, Chris Goodin, Lalitha Dabbiru, Brandon Powell, Matt Doude, Daniel Carruth, Muhammad Islam, John E Ball, Bo Tang, "Multi-LIDAR placement, calibration, co-registration, and processing on a Subaru Forester for off-road autonomous vehicles operations", Autonomous Systems: Sensors, Processing, and Security for Vehicles and Infrastructure 2019, vol. 11009, pp. 99–116, 2019. [bibtex] 

    Bibtex

    @inproceedings{meadows2019multi,
     author = {Will Meadows and Christopher Hudson and Chris Goodin and Lalitha Dabbiru and Brandon Powell and Matt Doude and Daniel Carruth and Muhammad Islam and John E Ball and Bo Tang},
     booktitle = {Autonomous Systems: Sensors, Processing, and Security for Vehicles and Infrastructure 2019},
     organization = {SPIE},
     pages = {99-116},
     title = {Multi-LIDAR placement, calibration, co-registration, and processing on a Subaru Forester for off-road autonomous vehicles operations},
     volume = {11009},
     year = {2019}
    }
  6. Charlie Veal, Alex Yang, Alex Hurt, Muhammad Aminul Islam, Derek T Anderson, Grant Scott, James M Keller, Timothy C Havens, Bo Tang, "Linear order statistic neuron", 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp. 1–6, 2019. [bibtex] 

    Bibtex

    @inproceedings{veal2019linear,
     author = {Charlie Veal and Alex Yang and Alex Hurt and Muhammad Aminul Islam and Derek T Anderson and Grant Scott and James M Keller and Timothy C Havens and Bo Tang},
     booktitle = {2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
     organization = {IEEE},
     pages = {1-6},
     title = {Linear order statistic neuron},
     year = {2019}
    }
  7. Bryce Murray, Muhammad Aminul Islam, Anthony Pinar, Derek T Anderson, Grant Scott, Timothy C Havens, Fred Petry, Paul Elmore, "Transfer learning for the Choquet integral", 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp. 1–6, 2019. [bibtex] 

    Bibtex

    @inproceedings{murray2019transfer,
     author = {Bryce Murray and Muhammad Aminul Islam and Anthony Pinar and Derek T Anderson and Grant Scott and Timothy C Havens and Fred Petry and Paul Elmore},
     booktitle = {2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
     organization = {IEEE},
     pages = {1-6},
     title = {Transfer learning for the Choquet integral},
     year = {2019}
    }
  8. Madelyn Davis, Lucas Cagle, Courtney Morgan, Christopher Hudson, Bostic Shell, David Gardner, Muhammad Aminul Islam, Cindy L Bethel, John E Ball, James R Gafford, others, "Hydra: a modular, universal multi-sensor data collection system", Autonomous Systems: Sensors, Vehicles, Security, and the Internet of Everything, vol. 10643, pp. 78–95, 2018. [bibtex] 

    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 others},
     booktitle = {Autonomous Systems: Sensors, Vehicles, Security, and the Internet of Everything},
     organization = {SPIE},
     pages = {78-95},
     title = {Hydra: a modular, universal multi-sensor data collection system},
     volume = {10643},
     year = {2018}
    }
  9. Muhammad Aminul Islam, Derek T Anderson, Xiaoxiao Du, Timothy C Havens, Christian Wagner, "Efficient binary fuzzy measure representation and Choquet integral learning", Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations: 17th International Conference, IPMU 2018, Cádiz, Spain, June 11-15, 2018, Proceedings, Part I 17, pp. 115–126, 2018. [bibtex] 

    Bibtex

    @inproceedings{islam2018efficient,
     author = {Muhammad Aminul Islam and Derek T Anderson and Xiaoxiao Du and Timothy C Havens and Christian Wagner},
     booktitle = {Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations: 17th International Conference, IPMU 2018, Cádiz, Spain, June 11-15, 2018, Proceedings, Part I 17},
     organization = {Springer International Publishing},
     pages = {115-126},
     title = {Efficient binary fuzzy measure representation and Choquet integral learning},
     year = {2018}
    }
  10. Bryce Murray, M 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), pp. 1–8, 2018. [bibtex] 

    Bibtex

    @inproceedings{murray2018explainable,
     author = {Bryce Murray and M 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)},
     organization = {IEEE},
     pages = {1-8},
     title = {Explainable ai for understanding decisions and data-driven optimization of the choquet integral},
     year = {2018}
    }
  11. 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] 

    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)},
     organization = {IEEE},
     pages = {1-8},
     title = {The fuzzy integral for missing data},
     year = {2017}
    }
  12. 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] 

    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)},
     organization = {IEEE},
     pages = {1-6},
     title = {Visualization and learning of the Choquet integral with limited training data},
     year = {2017}
    }
  13. 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] 

    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)},
     organization = {IEEE},
     pages = {676-681},
     title = {Binary fuzzy measures and Choquet integration for multi-source fusion},
     year = {2017}
    }
  14. Muhammad A 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, 2016. [bibtex] 

    Bibtex

    @inproceedings{islam2016clodd,
     author = {Muhammad A Islam and Derek T Anderson and John E Ball and Nicolas H Younan},
     booktitle = {2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
     organization = {IEEE},
     pages = {36-39},
     title = {CLODD based band group selection},
     year = {2016}
    }
  15. 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] 

    Bibtex

    @inproceedings{islam2016fusion,
     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)},
     organization = {IEEE},
     pages = {1-5},
     title = {Fusion of diverse features and kernels using LP-norm based multiple kernel learning in hyperspectral image processing},
     year = {2016}
    }
  16. 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] 

    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)},
     organization = {IEEE},
     pages = {1-6},
     title = {Multi-criteria based learning of the choquet integral using goal programming},
     year = {2015}
    }

Theses

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

    Bibtex

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

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