Publications


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variational bayes (vb)
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.
variational Bayes
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.
subclasses
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.
N. Ahmed and Campbell, M. E., On estimating simple probabilistic discriminative models with subclasses, Expert Systems with Applications, vol. 39, pp. 6659–6664, 2012.
state estimation
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.
robot sensor fusion
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.
recur- sive state estimation
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.
Probabilistic models
N. Ahmed and Campbell, M. E., On estimating simple probabilistic discriminative models with subclasses, Expert Systems with Applications, vol. 39, pp. 6659–6664, 2012.
Probabilistic Methods
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.
Pattern recognition
N. Ahmed and Campbell, M. E., On estimating simple probabilistic discriminative models with subclasses, Expert Systems with Applications, vol. 39, pp. 6659–6664, 2012.
optimization
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.
Monte Carlo methods
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.
model selection
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.
Mobile Robots
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.
mixture of experts
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.
N. Ahmed and Campbell, M. E., On estimating simple probabilistic discriminative models with subclasses, Expert Systems with Applications, vol. 39, pp. 6659–6664, 2012.

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