Imaginary CNN — Part 1
Research materials on convolutional neural networks, associative memory matrices, and neural-network methods.
Download research collectionPapers and Research
Published Papers, Presentations and Research Materials
Selected AI/ML, neural-network, visualization, signal-processing and analytical research, together with published papers and technical presentations.
Multipath Matrix and Nullspace Vectors
Research focused on matrix methods, multipath analysis, null-space methods, and related signal-processing work.
Download research collectionTukey EDA Visualization
Exploratory data analysis and visualization materials grounded in Tukey-style analytical methods.
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Louisiana Crawfish with NullSpace Tail — supporting research visualization.
RAINNE Brains — supporting neural research visualization.
Published Papers and Presentations
- 2025Examination of How an Adversarial or Naïve Change to an Image may be Tracked Visually, Layer by Layer, Using Both CNNs and AMMs
AIPR 2025 Workshop, George Washington University - 2024Circumventing Broken Neural Networks, both Real and Imaginary, Through SPSF-based Neural Decoding and Interconnected Associative Memory Matrices
SPIE Disruptive Technologies in Information Sciences VIII, paper 13058-12 - 2023Signal processing method applied to EEG using striatal beat frequency, single periods of single frequencies, and correlation coefficient
Society for Neuroscience Conference - 2023Inter-connecting “Real EEG and Imaginary Convolutional” Neural Networks Using Associative Memory Matrices
SPIE Disruptive Technologies Conference 12542-15 - 2021Track 2 Artificial Intelligence and Machine Learning
Idaho National Labs Resilience Week - 2021Application of AI/ML in support of Operations in the Information Environment
USMC Future Technologies Branch Thought Leadership Series, Pentagon - 2019Single-Period Single-Frequency (SPSF) Visualization of an EEG’s Striatal Beat Frequency
IEEE Applied Imagery Pattern Recognition Workshop - 2018Joint Proximity Association Template for Neural Networks
SPIE Defense and Security Disruptive Technologies in Information Sciences - 2017The Anatomy of a Neural Network
IEEE Applied Imagery Pattern Recognition Workshop - 2016Exploiting the Underlying Cepstral Coefficients for Large Scale and Fine-Tuned EKG Time-Imagery Analysis
IEEE Applied Imagery Pattern Recognition Workshop - 2015True Analytics and Base Band Visualization: A Return to Tukey’s Exploratory Data Analysis
Charter Global live webinar - 2015Exploiting Striatal Beat Frequency in Real and Artificial Neural Networks with Precision Signal Processing Concepts
Invited presentation, Space and Naval Warfare Center - 2013Stabilizing Bidirectional Associative Memory with Principles in Independent Component Analysis and Null Space
SPIE Defense, Security, and Sensing - 2012Computer Vision Tasks: Robust Discrimination of Objects in Clutter Enabled by a Novel Computational Model to Emulate Human Recognition
DARPA Innovation House - 2011Peak to Average Power Ratio Reduction for Digital Video Broadcast T2
IEEE Southeast Conference - 2010Co-Operative and Pro-active Sensors
ITEA Annual Technology Review Conference - 2008Blind Source Separation for Digital Modulation Schemes
Report to AFRL Information Directorate - 2007Singular Value Decomposition Analysis for Two Channel Signal Separation
Report to AFRL Information Directorate - 2007Distributed Architectures for Target Detection and Tracking
MSS RADAR Symposium - 2006Multipath Detection and Characterization
Passive Covert Radar Conference - 2005FM Click Detection and Repair, Stage Two
Signal Processing, Sensor Fusion, and Target Recognition XIV - 2004Phase Cycle-Slip Replacement via Data Fitting
International Waveform Diversity & Design Conference - 2004Spectrogram Analysis of Low to Mid Frequency Marine Mammal Clicks
Journal of the Acoustical Society of America, Vol. 115, Issue 5