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Muhammad Aminul Islam

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2020 – today

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2024
[j9]
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Muthana Al-Amidie, Laith Alzubaidi, Muhammad Aminul Islam, Derek T. Anderson:
Enhancing Sensor Data Imputation: OWA-Based Model Aggregation for Missing Values. Future Internet 16(6): 193 (2024)
2021
[j8]
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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 Trans. Emerg. Top. Comput. Intell. 5(4): 520-529 (2021)
[j7]
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Muhammad Aminul Islam, Derek T. Anderson, Timothy C. Havens, John E. Ball:
A Generalized Fuzzy Extension Principle and Its Application to Information Fusion. IEEE Trans. Fuzzy Syst. 29(9): 2726-2738 (2021)
[j6]
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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 Trans. Fuzzy Syst. 29(10): 2890-2901 (2021)
[j5]
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Muhammad Aminul Islam, Bryce Murray, Andrew R. Buck, Derek T. Anderson, Grant J. Scott, Mihail Popescu, James Keller:
Extending the Morphological Hit-or-Miss Transform to Deep Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 32(11): 4826-4838 (2021)
[c13]
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Muhammad Aminul Islam, Charlie T. Veal, Yashaswini Gouru, Derek T. Anderson:
Attribution Modeling for Deep Morphological Neural Networks using Saliency Maps. IJCNN 2021: 1-8
2020
[j4]
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Muhammad Aminul Islam, Derek T. Anderson, Anthony J. Pinar, Timothy C. Havens, Grant J. Scott, James M. Keller:
Enabling Explainable Fusion in Deep Learning With Fuzzy Integral Neural Networks. IEEE Trans. Fuzzy Syst. 28(7): 1291-1300 (2020)
[c12]
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Andrew R. Buck, Derek T. Anderson, James M. Keller, Timothy Wilkin, Muhammad Aminul Islam:
A Weighted Matrix Visualization for Fuzzy Measures and Integrals. FUZZ-IEEE 2020: 1-8
[c11]
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Blake Ruprecht, Wenlong Wu, Muhammad Aminul Islam, Derek Anderson, James Keller, Grant J. Scott, Curt H. Davis, Fred Petry, Paul Elmore, Kristen Nock, Elizabeth Gilmour:
Possibilistic Clustering Enabled Neuro Fuzzy Logic. FUZZ-IEEE 2020: 1-8
[c10]
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  - conf/ijcnn/ScottHYIAD20
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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. IJCNN 2020: 1-7
[i4]
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  - journals/corr/abs-2007-02874
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Derek Anderson, Matthew Deardorff, Timothy C. Havens, Siva K. Kakula, Timothy Wilkin, Muhammad Aminul Islam, Anthony Pinar, Andrew R. Buck:
Fuzzy Integral = Contextual Linear Order Statistic. CoRR abs/2007.02874 (2020)

2010 – 2019

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2019
[j3]
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Muhammad Aminul Islam, Derek T. Anderson, Fred Petry, Paul Elmore:
An efficient evolutionary algorithm to optimize the Choquet integral. Int. J. Intell. Syst. 34(3): 366-385 (2019)
[j2]
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  - journals/sensors/SharmaBTCDI19
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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 19(11): 2577 (2019)
[c9]
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Bryce Murray, Muhammad Aminul Islam, Anthony Pinar, Derek T. Anderson, Grant J. Scott, Timothy C. Havens, Fred Petry, Paul Elmore:
Transfer Learning for the Choquet Integral. FUZZ-IEEE 2019: 1-6
[c8]
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Charlie T. Veal, Alex Yang, J. Alex Hurt, Muhammad Aminul Islam, Derek T. Anderson, Grant J. Scott, James M. Keller, Timothy C. Havens, Bo Tang:
Linear Order Statistic Neuron. FUZZ-IEEE 2019: 1-6
[i3]
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  - journals/corr/abs-1905-04394
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Muhammad Aminul Islam, Derek T. Anderson, Anthony J. Pinar, Timothy C. Havens, Grant J. Scott, James M. Keller:
Enabling Explainable Fusion in Deep Learning with Fuzzy Integral Neural Networks. CoRR abs/1905.04394 (2019)
[i2]
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  - journals/corr/abs-1905-09698
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Muhammad Aminul Islam, Derek T. Anderson, John E. Ball, Nicolas H. Younan:
Fusion of heterogeneous bands and kernels in hyperspectral image processing. CoRR abs/1905.09698 (2019)
[i1]
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  - journals/corr/abs-1912-02259
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Muhammad Aminul Islam, Bryce Murray, Andrew R. Buck, Derek T. Anderson, Grant J. Scott, Mihail Popescu, James Keller:
Deep Morphological Hit-or-Miss Transform Neural Network. CoRR abs/1912.02259 (2019)
2018
[j1]
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Muhammad Aminul Islam, Derek T. Anderson, Anthony J. Pinar, Timothy C. Havens:
Data-Driven Compression and Efficient Learning of the Choquet Integral. IEEE Trans. Fuzzy Syst. 26(4): 1908-1922 (2018)
[c7]
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Bryce Murray, Muhammad Aminul Islam, Anthony J. Pinar, Timothy C. Havens, Derek T. Anderson, Grant J. Scott:
Explainable AI for Understanding Decisions and Data-Driven Optimization of the Choquet Integral. FUZZ-IEEE 2018: 1-8
[c6]
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  - conf/ipmu/IslamADHW18
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Muhammad Aminul Islam, Derek T. Anderson, Xiaoxiao Du, Timothy C. Havens, Christian Wagner:
Efficient Binary Fuzzy Measure Representation and Choquet Integral Learning. IPMU (1) 2018: 115-126
2017
[c5]
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Muhammad Aminul Islam, Derek T. Anderson, Fred Petry, Denson Smith, Paul Elmore:
The fuzzy integral for missing data. FUZZ-IEEE 2017: 1-8
[c4]
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  - conf/fuzzIEEE/PinarHIA17
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Anthony J. Pinar, Timothy C. Havens, Muhammad Aminul Islam, Derek T. Anderson:
Visualization and learning of the Choquet integral with limited training data. FUZZ-IEEE 2017: 1-6
2016
[c3]
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  - conf/igarss/IslamABY16
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Muhammad Aminul Islam, Derek T. Anderson, John E. Ball, Nicolas H. Younan:
CLODD based band group selection. IGARSS 2016: 36-39
[c2]
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  - conf/whispers/IslamABY16
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Muhammad Aminul Islam, Derek T. Anderson, John E. Ball, Nicolas H. Younan:
Fusion of diverse features and kernels using LP-norm based multiple kernel learning in hyperspectral image processing. WHISPERS 2016: 1-5
2015
[c1]
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Muhammad Aminul Islam, Derek T. Anderson, Timothy C. Havens:
Multi-criteria based learning of the Choquet integral using Goal programming. NAFIPS/WConSC 2015: 1-6

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