Jonathan Tapson

Publication Activity (10 Years)

Years Active: 2006-2022
Publications (10 Years): 34

Top Topics

Linear Discriminant Analysis

Pattern Recognition

Fpga Implementation

Top Venues

IEEE Trans. Circuits Syst. I Regul. Pap.

Publications

Dennis V. Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano, Carlo Ricciardi, Shi-Jun Liang, Feng Miao, Mario Lanza, Tyler J. Quill, Scott T. Keene, Alberto Salleo, Julie Grollier, Danijela Markovic, Alice Mizrahi, Peng Yao, J. Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Xuan Li, Wolfram H. P. Pernice, Harish Bhaskaran, Steve B. Furber, Emre Neftci, Franz Scherr, Wolfgang Maass, Srikanth Ramaswamy, Jonathan Tapson, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A. Cleland, Christoph Posch, Shih-Chii Liu, Gabriella Panuccio, Mufti Mahmud, Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Elisa Donati, Silvia Tolu, Roberto Galeazzi, Martin Ejsing Christensen, Sune Holm, Daniele Ielmini, N. Pryds
2022 roadmap on neuromorphic computing and engineering. Neuromorph. Comput. Eng. 2 (2) (2022)
Dennis V. Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano, Carlo Ricciardi, Shi-Jun Liang, Feng Miao, Mario Lanza, Tyler J. Quill, Scott T. Keene, Alberto Salleo, Julie Grollier, Danijela Markovic, Alice Mizrahi, Peng Yao, J. Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Xuan Li, Wolfram H. P. Pernice, Harish Bhaskaran, Emre Neftci, Srikanth Ramaswamy, Jonathan Tapson, Franz Scherr, Wolfgang Maass, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A. Cleland, Christoph Posch, Shih-Chii Liu, Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Elisa Donati, Silvia Tolu, Roberto Galeazzi, Martin Ejsing Christensen, Sune Holm, Daniele Ielmini, N. Pryds
2021 Roadmap on Neuromorphic Computing and Engineering. CoRR (2021)
Mina A. Khoei, Amirreza Yousefzadeh, Arash Pourtaherian, Orlando Moreira, Jonathan Tapson
SpArNet: Sparse Asynchronous Neural Network execution for energy efficient inference. AICAS (2020)
Orlando Moreira, Amirreza Yousefzadeh, Fabian Chersi, Gokturk Cinserin, Rik-Jan Zwartenkot, Ajay Kapoor, Peng Qiao, Peter Kievits, Mina A. Khoei, Louis Rouillard, Aimee Ferouge, Jonathan Tapson, Ashoka Visweswara
NeuronFlow: a neuromorphic processor architecture for Live AI applications. DATE (2020)
Orlando Moreira, Amirreza Yousefzadeh, Fabian Chersi, Ajay Kapoor, Rik-Jan Zwartenkot, Peng Qiao, Gokturk Cinserin, Mina A. Khoei, Menno Lindwer, Jonathan Tapson
NeuronFlow: A Hybrid Neuromorphic - Dataflow Processor Architecture for AI Workloads. AICAS (2020)
Saeed Afshar, Nicholas Ralph, Ying Xu, Jonathan Tapson, André van Schaik, Gregory Cohen
Event-Based Feature Extraction Using Adaptive Selection Thresholds. Sensors 20 (6) (2020)
Guang-Bin Huang, E. S. Eleftheriou, Dhireesha Kudithipudi, Jonathan Tapson, H. Yu
Guest Editorial: Special Issue on New Trends in Smart Chips and Smart Hardware. IEEE Trans. Emerg. Top. Comput. Intell. 3 (1) (2019)
Leendert A. Remmelzwaal, George F. R. Ellis, Jonathan Tapson
One-time learning in a biologically-inspired Salience-affected Artificial Neural Network (SANN). CoRR (2019)
Amirreza Yousefzadeh, Teresa Serrano-Gotarredona, Bernabé Linares-Barranco, Mina A. Khoei, Sahar Hosseini, Priscila C. Holanda, Sam Leroux, Orlando Moreira, Jonathan Tapson, Bart Dhoedt, Pieter Simoens
Asynchronous Spiking Neurons, the Natural Key to Exploit Temporal Sparsity. IEEE J. Emerg. Sel. Topics Circuits Syst. 9 (4) (2019)
Saeed Afshar, Ying Xu, Jonathan Tapson, André van Schaik, Gregory Cohen
Event-based Feature Extraction Using Adaptive Selection Thresholds. CoRR (2019)
Chetan Singh Thakur, Runchun Wang, Tara Julia Hamilton, Ralph Etienne-Cummings, Jonathan Tapson, André van Schaik
An Analogue Neuromorphic Co-Processor That Utilizes Device Mismatch for Learning Applications. IEEE Trans. Circuits Syst. I Regul. Pap. (4) (2018)
Gregory Cohen, Saeed Afshar, Garrick Orchard, Jonathan Tapson, Ryad Benosman, André van Schaik
Spatial and Temporal Downsampling in Event-Based Visual Classification. IEEE Trans. Neural Networks Learn. Syst. 29 (10) (2018)
Gregory Cohen, Saeed Afshar, Jonathan Tapson, André van Schaik
EMNIST: an extension of MNIST to handwritten letters. CoRR (2017)
Runchun Wang, Chetan Singh Thakur, Gregory Cohen, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
Neuromorphic Hardware Architecture Using the Neural Engineering Framework for Pattern Recognition. IEEE Trans. Biomed. Circuits Syst. 11 (3) (2017)
Gregory Cohen, Saeed Afshar, Jonathan Tapson, André van Schaik
EMNIST: Extending MNIST to handwritten letters. IJCNN (2017)
Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A Stochastic Approach to STDP. CoRR (2016)
Chetan Singh Thakur, Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A Low Power Trainable Neuromorphic Integrated Circuit That Is Tolerant to Device Mismatch. IEEE Trans. Circuits Syst. I Regul. Pap. (2) (2016)
Runchun Wang, Gregory Cohen, Chetan Singh Thakur, Jonathan Tapson, André van Schaik
An SRAM-based implementation of a convolutional neural network. BioCAS (2016)
Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A stochastic approach to STDP. ISCAS (2016)
Ying Xu, Chetan Singh Thakur, Ram Kuber Singh, Runchun Wang, Jonathan Tapson, André van Schaik
Electronic cochlea: CAR-FAC model on FPGA. BioCAS (2016)
Chetan Singh Thakur, Runchun Wang, Saeed Afshar, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
An Online Learning Algorithm for Neuromorphic Hardware Implementation. CoRR (2015)
Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A compact aVLSI conductance-based silicon neuron. CoRR (2015)
Ying Xu, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, Runchun Wang, André van Schaik
A reconfigurable mixed-signal implementation of a neuromorphic ADC. BioCAS (2015)
Saeed Afshar, Libin George, Chetan Singh Thakur, Jonathan Tapson, André van Schaik, Philip de Chazal, Tara Julia Hamilton
Turn Down That Noise: Synaptic Encoding of Afferent SNR in a Single Spiking Neuron. IEEE Trans. Biomed. Circuits Syst. 9 (2) (2015)
Philip de Chazal, Jonathan Tapson, André van Schaik
A comparison of extreme learning machines and back-propagation trained feed-forward networks processing the mnist database. ICASSP (2015)
Jonathan Tapson, Gregory Cohen, André van Schaik
ELM solutions for event-based systems. Neurocomputing 149 (2015)
Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, Richard F. Lyon, André van Schaik
FPGA Implementation of the CAR Model of the Cochlea. CoRR (2015)
Chetan Singh Thakur, Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A Trainable Neuromorphic Integrated Circuit that Exploits Device Mismatch. CoRR (2015)
Chetan Singh Thakur, Tara Julia Hamilton, Runchun Wang, Jonathan Tapson, André van Schaik
A neuromorphic hardware framework based on population coding. IJCNN (2015)
André van Schaik, Jonathan Tapson
Online and adaptive pseudoinverse solutions for ELM weights. Neurocomputing 149 (2015)
Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A neuromorphic hardware architecture using the Neural Engineering Framework for pattern recognition. CoRR (2015)
Ying Xu, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, Runchun Wang, André van Schaik
A Reconfigurable Mixed-signal Implementation of a Neuromorphic ADC. CoRR (2015)
Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A compact aVLSI conductance-based silicon neuron. BioCAS (2015)
Chetan Singh Thakur, Tara Julia Hamilton, Runchun Wang, Jonathan Tapson, André van Schaik
A neuromorphic hardware framework based on population coding. CoRR (2015)
Jonathan Tapson, Philip de Chazal, André van Schaik
Explicit Computation of Input Weights in Extreme Learning Machines. CoRR (2014)
Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
An FPGA design framework for large-scale spiking neural networks. ISCAS (2014)
Chetan Singh Thakur, James Wright, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
Live demonstration: FPGA implementation of the CAR model of the cochlea. ISCAS (2014)
Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik, Richard F. Lyon
FPGA implementation of the CAR Model of the cochlea. ISCAS (2014)
André van Schaik, Jonathan Tapson
Online and Adaptive Pseudoinverse Solutions for ELM Weights. CoRR (2014)
Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A generalised conductance-based silicon neuron for large-scale spiking neural networks. ISCAS (2014)
Jonathan Tapson, André van Schaik
ELM Solutions for Event-Based Systems. CoRR (2014)
Tara Julia Hamilton, Saeed Afshar, André van Schaik, Jonathan Tapson
Stochastic Electronics: A Neuro-Inspired Design Paradigm for Integrated Circuits. Proc. IEEE 102 (5) (2014)
Mark D. McDonnell, Migel D. Tissera, André van Schaik, Jonathan Tapson
Fast, simple and accurate handwritten digit classification using extreme learning machines with shaped input-weights. CoRR (2014)
Levin Kuhlmann, Michael Hauser-Raspe, Jonathan H. Manton, David B. Grayden, Jonathan Tapson, André van Schaik
Approximate, Computationally Efficient Online Learning in Bayesian Spiking Neurons. Neural Comput. 26 (3) (2014)
Saeed Afshar, Libin George, Jonathan Tapson, André van Schaik, Philip de Chazal, Tara Julia Hamilton
Turn Down that Noise: Synaptic Encoding of Afferent SNR in a Single Spiking Neuron. CoRR (2014)
Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A compact neural core for digital implementation of the Neural Engineering Framework. BioCAS (2014)
Philip de Chazal, Jonathan Tapson, André van Schaik
Learning ELM network weights using linear discriminant analysis. CoRR (2014)
Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
A compact reconfigurable mixed-signal implementation of synaptic plasticity in spiking neurons. ISCAS (2014)
Saeed Afshar, Libin George, Jonathan Tapson, André van Schaik, Tara Julia Hamilton
Racing to Learn: Statistical Inference and Learning in a Single Spiking Neuron. CoRR (2014)
Jonathan Tapson, André van Schaik
Learning the pseudoinverse solution to network weights. Neural Networks 45 (2013)
Klaus M. Stiefel, Jonathan Tapson, André van Schaik
Temporal Order Detection and Coding in Nervous Systems. Neural Comput. 25 (2) (2013)
Runchun Wang, Gregory Cohen, Tara Julia Hamilton, Jonathan Tapson, André van Schaik
An improved aVLSI axon with programmable delay using spike timing dependent delay plasticity. ISCAS (2013)
Jonathan Tapson, Gregory Cohen, Saeed Afshar, Klaus M. Stiefel, Y. Buskila, Runchun Wang, Tara Julia Hamilton, André van Schaik
Synthesis of neural networks for spatio-temporal spike pattern recognition and processing CoRR (2013)
Saeed Afshar, Gregory Cohen, Runchun Wang, André van Schaik, Jonathan Tapson, Torsten Lehmann, Tara Julia Hamilton
The Ripple Pond: Enabling Spiking Networks to See. CoRR (2013)
Gaetano D. Gargiulo, Jonathan Tapson, André van Schaik, Alistair Lee McEwan, Aravinda Thiagalingam
Unipolar ECG circuits: Towards more precise cardiac event identification. ISCAS (2013)
Francesco Galluppi, Jörg Conradt, Terrence C. Stewart, Chris Eliasmith, Timothy K. Horiuchi, Jonathan Tapson, Bryan P. Tripp, Steve B. Furber, Ralph Etienne-Cummings
Live Demo: Spiking ratSLAM: Rat hippocampus cells in spiking neural hardware. BioCAS (2012)
Jonathan Tapson, André van Schaik
An asynchronous parallel neuromorphic ADC architecture. ISCAS (2012)
Runchun Wang, Jonathan Tapson, Tara Julia Hamilton, André van Schaik
An aVLSI programmable axonal delay circuit with spike timing dependent delay adaptation. ISCAS (2012)
Jonathan Tapson, André van Schaik
Learning the Pseudoinverse Solution to Network Weights CoRR (2012)
Saeed Afshar, Omid Kavehei, André van Schaik, Jonathan Tapson, Stan Skafidas, Tara Julia Hamilton
Emergence of competitive control in a memristor-based neuromorphic circuit. IJCNN (2012)
Levin Kuhlmann, Michael Hauser-Raspe, Jonathan H. Manton, David B. Grayden, Jonathan Tapson, André van Schaik
Online learning in Bayesian Spiking Neurons. IJCNN (2012)
Pamela Abshire, Amine Bermak, Raphael Berner, Gert Cauwenberghs, Shoushun Chen, Jennifer Blain Christen, Timothy G. Constandinou, Eugenio Culurciello, Marc Dandin, Timir Datta, Tobi Delbrück, Piotr Dudek, Amir Eftekhar, Ralph Etienne-Cummings, Giacomo Indiveri, Matthew K. Law, Bernabé Linares-Barranco, Jonathan Tapson, Wei Tang, Yiming Zhai
Confession session: Learning from others mistakes. ISCAS (2011)
Leendert A. Remmelzwaal, Jonathan Tapson, George F. R. Ellis
Combination of diffuse and local connections in the cortex. AFRICON (2011)
Tara Julia Hamilton, Jonathan Tapson
A neuromorphic cross-correlation chip. ISCAS (2011)
Chioniso Dube, Mohohlo Tsoeu, Jonathan Tapson
A model of the humanoid body for self collision detection based on elliptical capsules. ROBIO (2011)
Jonathan Tapson, Tara Julia Hamilton, André van Schaik
The self-tuned regenerative electromechanical arametric amplifier: A model for Active amplification in the cochlea. ISCAS (2010)
Leendert A. Remmelzwaal, Jonathan Tapson, George F. R. Ellis
Salience-Affected Neural Networks CoRR (2010)
Jonathan Tapson
Mixed signal phase sensitive detection. ISCAS (2010)
Alexander F. Russell, Garrick Orchard, Yi Dong, Stefan Mihalas, Ernst Niebur, Jonathan Tapson, Ralph Etienne-Cummings
Optimization Methods for Spiking Neurons and Networks. IEEE Trans. Neural Networks 21 (12) (2010)
Tara Julia Hamilton, Jonathan Tapson, Craig T. Jin, André van Schaik
Investigating the implications of outer hair cell connectivity using a silicon cochlea. ISCAS (2010)
Jonathan Tapson, Tara Julia Hamilton, André van Schaik
Live demonstration: The self-tuned regenerative electromechanical parametric amplifier. ISCAS (2010)
Alistair Lee McEwan, Jonathan Tapson, André van Schaik, David S. Holder
Code-Division-Multiplexed Electrical Impedance Tomography Spectroscopy. IEEE Trans. Biomed. Circuits Syst. 3 (5) (2009)
Jonathan Tapson, Craig T. Jin, André van Schaik, Ralph Etienne-Cummings
A First-Order Nonhomogeneous Markov Model for the Response of Spiking Neurons Stimulated by Small Phase-Continuous Signals. Neural Comput. 21 (6) (2009)
Helen N. Schwerdt, Jonathan Tapson, Ralph Etienne-Cummings
A color detection glove with haptic feedback for the visually disabled. CISS (2009)
Alistair Lee McEwan, David S. Holder, Jonathan Tapson, André van Schaik
Wide-Bandwidth, High Frame Rate Electrical Impedance Tomography / Spectroscopy - a Code Division Multiplexing (CDM) Approach. BIODEVICES (2) (2008)
Jonathan Tapson, Tara Julia Hamilton, Craig T. Jin, André van Schaik
Self-tuned regenerative amplification and the hopf bifurcation. ISCAS (2008)
Tara Julia Hamilton, Craig T. Jin, André van Schaik, Jonathan Tapson
A 2-D silicon cochlea with an improved automatic quality factor control-loop. ISCAS (2008)
Tara Julia Hamilton, Craig T. Jin, André van Schaik, Jonathan Tapson
An Active 2-D Silicon Cochlea. IEEE Trans. Biomed. Circuits Syst. 2 (1) (2008)
Jonathan Tapson, Craig T. Jin, André van Schaik, Ralph Etienne-Cummings
A First-Order Non-Homogeneous Markov Model for the Response of Spiking Neurons Stimulated by Small Phase-Continuous Signals CoRR (2008)
Fopefolu O. Folowosele, Francesco Tenore, Alexander F. Russell, Garrick Orchard, Mark P. Vismer, Jonathan Tapson, Ralph Etienne-Cummings
Implementing a neuromorphic cross-correlation engine with silicon neurons. ISCAS (2008)
Jonathan Tapson, Mark P. Vismer, Craig T. Jin, André van Schaik, Fopefolu O. Folowosele, Ralph Etienne-Cummings
A two-neuron cross-correlation circuit with a wide and continuous range of time delay. ISCAS (2008)
Jonathan Tapson, Ralph Etienne-Cummings
A Simple Neural Cross-Correlation Engine. ISCAS (2007)
Jonathan Tapson
Supercritical stability in a sonar receiver circuit. ISCAS (2006)