A. Melkumyan

Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, 2015, 2015 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

A Machine Learning Approach for Material Type Logging and Chemical Assaying from Autonomous Measure-While-Drilling (MWD) Data

A. J. Hill, A. Melkumyan, R. Khushaba, 2021, Mathematical Geosciences.

Bayesian Surface Warping Approach for Rectifying Geological Boundaries Using Displacement Likelihood and Evidence from Geochemical Assays pdf

Arman Melkumyan, Anna Chlingaryan, Raymond Leung, 2020, ACM Trans. Spatial Algorithms Syst..

t-SNE Based Visualisation and Clustering of Geological Domain

Arman Melkumyan, Mehala Balamurali, A. Melkumyan, 2016, ICONIP.

Gaussian Processes for Estimating Wavelength Position of the Ferric Iron Crystal Field Feature at $\sim$900 nm From Hyperspectral Imagery Acquired in the Short-Wave Infrared (1002–1355 nm)

Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Incorporating Spatial Information and Endmember Variability Into Unmixing Analyses to Improve Abundance Estimates

Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, 2016, IEEE Transactions on Image Processing.

A Novel Spectral Unmixing Method Incorporating Spectral Variability Within Endmember Classes

Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Automated Multi-class Classification of Remotely Sensed Hyperspectral Imagery Via Gaussian Processes with a Non-stationary Covariance Function

Richard J. Murphy, Sven Schneider, Arman Melkumyan, 2016, Mathematical Geosciences.

Spectral Domain Noise Suppression in Dual-Sensor Hyperspectral Imagery Using Gaussian Processes

Richard J. Murphy, Arman Melkumyan, A. Melkumyan, 2010, ICONIP.

Automation and AI Technology in Surface Mining With a Brief Introduction to Open-Pit Operations in the Pilbara

A. J. Hill, A. Melkumyan, Raymond Leung, 2023, ArXiv.

Unsupervised ore/waste classification on open-cut mine faces using close-range hyperspectral data

A. Melkumyan, R. Murphy, Raymond Leung, 2023, Geoscience Frontiers.

Bedding Angle Identification from BIF Marker Shales via Modified Dynamic Time Warping

Katherine L. Silversides, A. Melkumyan, J. Zigman, 2021, Mathematical Geosciences.

Efficacy of Data Fusion Using Convolved Multi-Output Gaussian Processes

Steven Scheding, Arman Melkumyan, Shrihari Vasudevan, 2021, Journal of Data Science.

Boundary Identification and Surface Updates Using MWD

Katherine L. Silversides, A. Melkumyan, 2020, Mathematical Geosciences.

A comparison of t-SNE, SOM and SPADE for identifying material type domains in geological data

Arman Melkumyan, Mehala Balamurali, Katherine L. Silversides, 2019, Comput. Geosci..

Pretraining for Hyperspectral Convolutional Neural Network Classification

Richard J. Murphy, Rishi Ramakrishnan, Lloyd Windrim, 2018, IEEE Transactions on Geoscience and Remote Sensing.

A Dynamic Time Warping based covariance function for Gaussian Processes signature identification

Arman Melkumyan, Katherine L. Silversides, A. Melkumyan, 2016, Comput. Geosci..

Estimation and tracking of excavated material in mining

Eric Nettleton, Arman Melkumyan, Christopher Innes, 2011, 14th International Conference on Information Fusion.

On the linear and nonlinear observability analysis of the SLAM problem

E. Nettleton, E. Nettleton, A. Melkumyan, 2009, 2009 IEEE International Conference on Mechatronics.

Hyperspectral CNN Classification with Limited Training Samples pdf

Richard J. Murphy, Rishi Ramakrishnan, Lloyd Windrim, 2016, BMVC.

Multiple endmember spectral unmixing within a multi-task framework

Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, 2014, 2014 IEEE Geoscience and Remote Sensing Symposium.

Automated recognition of stratigraphic marker shales from geophysical logs in iron ore deposits

Arman Melkumyan, Katherine L. Silversides, Peter Hatherly, 2015, Comput. Geosci..

Unsupervised Feature-Learning for Hyperspectral Data with Autoencoders

A. Melkumyan, R. Murphy, Lloyd Windrim, 2019, Remote. Sens..

Detection of geological structure using gamma logs for autonomous mining

Eric Nettleton, Arman Melkumyan, Katherine L. Silversides, 2011, 2011 IEEE International Conference on Robotics and Automation.

Detection of Outliers in Geochemical Data Using Ensembles of Subsets of Variables

Arman Melkumyan, Mehala Balamurali, A. Melkumyan, 2018, Mathematical Geosciences.

An Observation Angle Dependent Nonstationary Covariance Function for Gaussian Process Regression

Eric Nettleton, Arman Melkumyan, E. Nettleton, 2009, ICONIP.

Influence of imperfect bonding on interface waves guided by piezoelectric/piezomagnetic composites

A. Melkumyan, Y. Mai, Y. Mai, 2008 .