Publications


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machine learning
N. Ahmed, Sample, E. M., and Campbell, M. E., Bayesian Multicategorical Soft Data Fusion for Human–Robot Collaboration, IEEE Transactions on Robotics, vol. 29, pp. 189–206, 2013.
latent variables
N. Ahmed and Campbell, M. E., Variational Bayesian Learning of Probabilistic Discriminative Models With Latent Softmax Variables, IEEE Transactions on Signal Processing, vol. 59, pp. 3143–3154, 2011.
Information Fusion
R. Tse, Ahmed, N., and Campbell, M. E., Unified mixture-model based terrain estimation with Markov Random Fields, in IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), 2012, pp. 238–243.
Hybrid Bayesian networks
N. Ahmed and Campbell, M. E., On estimating simple probabilistic discriminative models with subclasses, Expert Systems with Applications, vol. 39, pp. 6659–6664, 2012.
human- robot interaction
N. Ahmed, Sample, E. M., and Campbell, M. E., Bayesian Multicategorical Soft Data Fusion for Human–Robot Collaboration, IEEE Transactions on Robotics, vol. 29, pp. 189–206, 2013.
Gaussian mixtures
N. Ahmed and Campbell, M. E., Fast Consistent Chernoff Fusion of Gaussian Mixtures for Ad Hoc Sensor Networks, IEEE Transactions on Signal Processing, vol. 60, pp. 6739–6745, 2012.
N. Ahmed, Sample, E. M., and Campbell, M. E., Bayesian Multicategorical Soft Data Fusion for Human–Robot Collaboration, IEEE Transactions on Robotics, vol. 29, pp. 189–206, 2013.
cooperative robots
D. J. Lee, McClelland, M., Schneider, J., Yang, T. - L., Gallagher, D., Wang, J., Shah, D. C., Ahmed, N., Moran, P., Jones, B., Leung, T. - S., Nathan, A., Kress-Gazit, H., and Campbell, M. E., Distributed, Collaborative Human-Robotic Networks for Outdoor Experiments in Search, Identify and Track, in SPIE Europe Conference on Unmanned/Unattended Sensors and Sensor Networks, Toulouse, France, 2010, vol. 7833, p. 78330E–78330E–21.
Chernoff fusion
N. Ahmed and Campbell, M. E., Fast Consistent Chernoff Fusion of Gaussian Mixtures for Ad Hoc Sensor Networks, IEEE Transactions on Signal Processing, vol. 60, pp. 6739–6745, 2012.
bayesian networks
N. Ahmed and Campbell, M. E., Variational Bayesian Learning of Probabilistic Discriminative Models With Latent Softmax Variables, IEEE Transactions on Signal Processing, vol. 59, pp. 3143–3154, 2011.

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