Roman Ilin

According to our database, Roman Ilin authored at least 41 papers between 2005 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

Design Choices for Enhancing Noisy Student Self-Training.

Aswathnarayan Radhakrishnan, Jim Davis, Zachary Rabin, Benjamin Lewis, Matthew Scherreik, Roman Ilin

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

2023

Enhancing Self-Training Methods.

Aswathnarayan Radhakrishnan, Jim Davis, Zachary Rabin, Benjamin Lewis, Matthew Scherreik, Roman Ilin

CoRR, 2023

2021

Detection of rare events with uncertain outcomes.

Roman Ilin

Int. J. Approx. Reason., 2021

Bottom-up Hierarchical Classification Using Confusion-based Logit Compression.

Tong Liang, Jim Davis, Roman Ilin

CoRR, 2021

A Framework for Semi-automatic Collection of Temporal Satellite Imagery for Analysis of Dynamic Regions.

Nicholas Kashani Motlagh, Aswathnarayan Radhakrishnan, Jim Davis, Roman Ilin

Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

2020

Deep Learning Based Domain Adaptation with Data Fusion for Aerial Image Data Analysis.

Jingyang Lu, Chenggang Yu, Erik Blasch, Roman Ilin, Hua-mei Chen, Dan Shen, Nichole Sullivan, Genshe Chen, Robert Kozma

Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

Hierarchical Classification with Confidence using Generalized Logits.

Jim Davis, Tong Liang, James Enouen, Roman Ilin

Proceedings of the 25th International Conference on Pattern Recognition, 2020

Decision Making with "Gray Swan" events.

Galina L. Rogova, Roman Ilin

Proceedings of the IEEE Conference on Cognitive and Computational Aspects of Situation Management, 2020

2019

A Framework for Collecting and Classifying Objects in Satellite Imagery.

Aswathnarayan Radhakrishnan, James Cunningham, Jim Davis, Roman Ilin

Proceedings of the Advances in Visual Computing, 2019

Hierarchical Semantic Labeling with Adaptive Confidence.

Jim Davis, Tong Liang, James Enouen, Roman Ilin

Proceedings of the Advances in Visual Computing, 2019

Multi-Agent System for Threat Assessment and Action Selection under Uncertainty and Ambiguity.

Galina L. Rogova, Roman Ilin

Proceedings of the 22th International Conference on Information Fusion, 2019

Reasoning and Decision Making under Uncertainty and Risk for Situation Management.

Galina L. Rogova, Roman Ilin

Proceedings of the IEEE Conference on Cognitive and Computational Aspects of Situation Management, 2019

2018

A Classification Refinement Strategy for Semantic Segmentation.

James W. Davis, Christopher Menart, Muhammad Akbar, Roman Ilin

CoRR, 2018

Evolution of Abstraction Across Layers in Deep Learning Neural Networks.

Robert Kozma, Roman Ilin, Hava T. Siegelmann

Proceedings of the INNS Conference on Big Data and Deep Learning 2018, 2018

Multi-Model Threat Assessment Involving Low Probability High Consequence Events.

Roman Ilin, Galina L. Rogova

Proceedings of the 21st International Conference on Information Fusion, 2018

Action Selection Under Uncertainty and Risk Involving High Consequence Rare Events.

Galina L. Rogova, Roman Ilin

Proceedings of the IEEE Conference on Cognitive and Computational Aspects of Situation Management, 2018

2017

Abstraction hierarchy in deep learning neural networks.

Roman Ilin, Thomas Watson, Robert Kozma

Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

Decision-making involving low probability high consequence events under risk and uncertainty.

Roman Ilin, Galina L. Rogova

Proceedings of the IEEE Conference on Cognitive and Computational Aspects of Situation Management, 2017

2016

Fusion of privileged features for efficient classifier training.

Roman Ilin, Rauf Izmailov, Yuri Goncharov, Simon Streltsov

Proceedings of the 19th International Conference on Information Fusion, 2016

Classification with Concept Lattice and Choquet integral.

Roman Ilin

Proceedings of the 19th International Conference on Information Fusion, 2016

2015

Information fusion with topological event spaces.

Roman Ilin, Jun Zhang

Proceedings of the 18th International Conference on Information Fusion, 2015

Information fusion with belief functions: A comparison of proportional conflict redistribution PCR5 and PCR6 rules for networked sensors.

Roman Ilin, Erik Blasch

Proceedings of the 18th International Conference on Information Fusion, 2015

2014

Learning with Privileged Information for Improved Target Classification.

Roman Ilin, Simon Streltsov, Rauf Izmailov

Int. J. Monit. Surveillance Technol. Res., 2014

Phase cone detection optimization in EEG data.

Mark H. Myers, Robert Kozma, Jeffery Jonathan Davis, Roman Ilin

Proceedings of the 2014 International Joint Conference on Neural Networks, 2014

Information fusion with uncertainty modeled on topological event spaces.

Roman Ilin, Jun Zhang

Proceedings of the 2014 IEEE Symposium on Foundations of Computational Intelligence, 2014

Abnormal event detection in EEG imaging - Comparing predictive and model-based approaches.

Jayanta K. Dutta, Bonny Banerjee, Roman Ilin, Robert Kozma

Proceedings of the IEEE Symposium on Computational Intelligence in Brain Computer Interfaces, 2014

2013

Detection of spatiotemporal phase patterns in ECoG using adaptive mixture models.

Roman Ilin, Robert Kozma

Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

2012

Unsupervised Learning of Categorical Data With Competing Models.

Roman Ilin

IEEE Trans. Neural Networks Learn. Syst., 2012

Cognitively motivated learning of categorical data with Modeling Fields Theory.

Roman Ilin, Robert Kozma

Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

2011

Dynamic Logic learning in cognitive-based situation models.

Roman Ilin, Leonid I. Perlovsky

Proceedings of the IEEE International Inter-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support, 2011

Neurally and Mathematically Motivated Architecture for Language and Cognition.

Leonid I. Perlovsky, Roman Ilin

Proceedings of the Biologically Inspired Cognitive Architectures 2011, 2011

2010

Cognitively Inspired Neural Network for Recognition of Situations.

Roman Ilin, Leonid I. Perlovsky

Int. J. Nat. Comput. Res., 2010

The knowledge instinct of autonomous adaptation.

Leonid I. Perlovsky, Roman Ilin

Proceedings of the International Joint Conference on Neural Networks, 2010

Grounded symbols in the brain.

Leonid I. Perlovsky, Roman Ilin

Proceedings of the International Joint Conference on Neural Networks, 2010

2009

Cross-situational learning of object-word mapping using Neural Modeling Fields.

José Fernando Fontanari, Vadim Tikhanoff, Angelo Cangelosi, Roman Ilin, Leonid I. Perlovsky

Neural Networks, 2009

Sensor integration in KIV brain model for decision making.

Roman Ilin, Robert Kozma

Proceedings of the International Joint Conference on Neural Networks, 2009

2008

Beyond Feedforward Models Trained by Backpropagation: A Practical Training Tool for a More Efficient Universal Approximator.

Roman Ilin, Robert Kozma, Paul J. Werbos

IEEE Trans. Neural Networks, 2008

Intentional Control for Planetary Rover SRR.

Robert Kozma, Terry Huntsberger, Hrand Aghazarian, Edward W. Tunstel, Roman Ilin, Walter J. Freeman

Adv. Robotics, 2008

2007

Control of multi-stable chaotic neural networks using input constraints.

Roman Ilin, Robert Kozma

Proceedings of the International Joint Conference on Neural Networks, 2007

2006

Cellular SRN Trained by Extended Kalman Filter Shows Promise for ADP.

Roman Ilin, Robert Kozma, Paul J. Werbos

Proceedings of the International Joint Conference on Neural Networks, 2006

2005

Nonlinear Neurodynamics Tool for System Analysis and Application for Time Series Prediction.

Igor Beliaev, Roman Ilin, Robert Kozma

Proceedings of the IEEE International Conference on Systems, 2005