Articles in Professional Journals
- J. A. Starzyk, M. Jaszuk, Ł. Maciura, A. Horzyk, "Concurrent
Associative Memories with Synaptic Delays" accepted to the IEEE
Transactions on Neural Networks and Learning Systems, 2020, DOI: 10.1109/TNNLS.2020.3041048.
- A. Horzyk,
D. Bulanda, J. A. Starzyk, “ASA-Graphs for
Efficient Data Representation and Processing”, International Journal of
Applied Mathematics and Computer Science, 2021.
- Basawaraj, J. A. Starzyk, and A. Horzyk “Episodic Memory in a
Minicolumn Associative Knowledge Graph”, IEEE Trans on Neural networks
and Learning Systems, vol. 30, no.11, Nov. 2019, DOI:
10.1109/TNNLS.2019.2927106, pp. 3505-3516.
- J. A. Starzyk, Ł. Maciura,
and A. Horzyk, „Associative Memories
with Synaptic Delays” IEEE Trans on Neural networks and Learning
Systems, Jul. 2019, DOI: 10.1109/TNNLS.2019.2921143.
- A.Horzyk, J. A. Starzyk, J. Graham, “Integration
of Semantic and Episodic Memories”, IEEE Trans on Neural networks and
Learning Systems, vol. 28, no. 12, Dec. 2017, pp. 3084-3095.
- J.A. Starzyk, J. Graham, L. Puzio,
“Needs,
Pains, and Motivations in a Simulated Learning Agent,” IEEE Trans on
Neural networks and Learning Systems, vol. 28, no.11, Nov. 2017, pp.
2528-2540.
- J.A. Starzyk, J. Graham, “MLECOG
- Motivated Learning Embodied Cognitive Architecture” IEEE Systems
Journal, vol. 11, no. 3, 2017, pp. 1272-1283.
- J. Graham, J. A. Starzyk, and D. Jachyra, “Opportunistic
Behavior in Motivated Learning Agents”, IEEE Trans on Neural networks
and Learning Systems, vol. 26, no. 8, Aug. 2015, pp. 1735-1746.
- J. A. Starzyk, and Basawaraj,
“Memristor Crossbar Architecture for Synchronous Neural
Networks”, IEEE Trans. Circuits and Systems, Part I, vol. 61, no. 8,
Aug. 2014, pp.2390-2401.
- V.
A. Nguyen, J. A. Starzyk and W-B. A
Spatio-temporal Long-term Memory Approach for
Visual Place Recognition in Mobile Robotic Navigation " –Robotics
and Autonomous Systems, Elsevier, vol. 61, no. 12,Dec. 2013, pp. 1744 -
1758.
- W. Wang, B. Subagdja,
A.-H. Tan, and J. A. Starzyk,
“Neural Modeling of Episodic Memory: Encoding, Retrieval, and Forgetting”
IEEE Trans on Neural Networks and Learning Systems, vol. 23, no. 10, Oct.
2012, pp. 1574 - 1586.
- T. Huang, C. Li, S. Duan,
and J. A. Starzyk, "Robust
exponential stability of uncertain delayed neural networks with stochastic
perturbation and impulse effects”; IEEE Trans on Neural Networks
and Learning Systems, vol. 23, no. 6, June 2012, pp. 866 – 875.
- V.
A. Nguyen, J. A. Starzyk, W-B. Goh, D. Jachyra, “Neural Network Structure for Spatio-Temporal Long-Term Memory” IEEE Trans on Neural Networks and Learning Systems, vol.23 no. 6,
June, 2012, pp. 971-983.
- J. A. Starzyk, J. T. Graham, P. Raif, and A-H.Tan, “Motivated Learning for
Development of Autonomous Systems”, Cognitive Systems Research, v.14, no.1, 2012, p.10(16) pp.
10-25.
- P. Moghadam, J. A.
Starzyk, and W. S. Wijesoma, "Fast Vanishing Point
Detection in Unstructured Environments"
IEEE Trans. on Image Processing, vol. 21, no. 1, Jan 2012, pp. 425-430.
- J. A. Starzyk and D. Prasad, “A Computational Model of
Machine Consciousness” International Journal of
Machine Consciousness, vol. 3, No. 2 (2011) pp. 255-281.
- J. Feng, W-H. Qiu, J.
Starzyk, “Risk Assessment of Credit Card Application Based on Self-organizing
Learning Array (SOLAR)”, Industrial Engineering Journal, vol. 13, no. 6,
pp. 71-75. Nov. 2010.
- J. A. Starzyk, H. He, “Spatio-Temporal Memories for Machine Learning: A
Long-Term Memory Organization”,
IEEE Trans. on Neural Networks, vol. 20, no. 5, May 2009, pp. 768 - 780.
- H. He, X. Shen, J. A. Starzyk, ”Power Quality Disturbances
Analysis Based on EDMRA Method”,
Int. Journal of Electrical
Power & Energy Systems, vol. 31 (6), pp. 258-268, May 2009.
- Y. Liu, J. A. Starzyk, and Z. Zhu, “Optimized Approximation
Algorithm in Neural Network without Overfitting”, IEEE Trans. on Neural Networks, vol. 19, no. 4, June, 2008,
pp. 983-995.
- H. F. A. Hamed, S.
Kaya, J. A. Starzyk, “Use of nano-scale
double-gate MOSFETs in low-power tunable current mode analog circuits” Analog Integrated Circuits and
Signal Processing, Feb., 2008.
- J. A. Starzyk, and H. He, “Anticipation-Based Temporal
Sequences Learning in Hierarchical Structure”, IEEE Trans. on Neural Networks, vol. 18, no. 2,
March 2007, pp. 344 – 358. Received the best research paper award in the
College of Engineering and Technology at Ohio University.
- J. A. Starzyk and H. He, “A Novel Low Power Logic Circuit
Design Scheme,” IEEE Trans. Circuits Syst.
II, vol. 54, no. 2, pp.176-180, Feb. 2007.
- Z. Zhu, F. van Graas
and J. A. Starzyk, “GPS signal acquisition using
the repeatability of successive code phase measurements” GPS Solutions, Springer, May 2007.
- S. Kaya, H. F. A. Hamed
and J. A. Starzyk, “Low-Power Tunable Analog
Circuit Blocks Based on Nanoscale Double-Gate MOSFETs,” IEEE Trans. Circuits Syst. II, vol. 54, no. 7, July 2007, pp. 571-575.
- J. A. Starzyk, H. He, and Y. Li, “A Hierarchical Self-organizing
Associative Memory for Machine Learning”,
Lecture Notes in Computer Science 4491: pp. 413-423, 2007.
- J. A. Starzyk, Y. Liu, D. Vogel, ”Sparse Coding in Sparse Winner
Networks”, Lecture Notes in Computer
Science 4492: pp. 534-541, 2007.
- Z. Zhu, H. He, J.A. Starzyk, and C. Tseng “Self-Organizing Learning Array
and its Application to Economic and Financial Problems” Elsevier Science, Information Sciences, vol. 177, no 5, 1 March 2007, Pages 1180-1192.
- J. A. Starzyk, M. Ding, Y. Liu, ”Hybrid Pipeline Structure for
Self-Organizing Learning Array”,
Lecture Notes in Computer Science, 2007.
- H. He, and J. A. Starzyk, “Online Dynamic Value System for
Machine Learning”, Lecture Notes in Computer
Science 4491: pp. 441-448, 2007.
- J. A. Starzyk, Z. Zhu, and Y. Li, "Associative Learning in
Hierarchical Self Organizing Learning Arrays“, IEEE Trans. Neural Networks, vol.17, no. 6, pp.1460-1470, Nov. 2006.
- H. He and J. A. Starzyk, "A Self Organizing Learning
Array System for Power Quality Classification based on Wavelet Transform", IEEE Trans. on Power Delivery, Jan. 2006.
- J. A. Starzyk, Y. Guo,
Z. Zhu, ”Dynamically reconfigurable neuron
architecture for the implementation of self-organising
learning array”, International Journal of Embedded Systems, Vol. 2, Number
1-2 / 2006 ,pp. 95-105.
- J. A. Starzyk, Z. Zhu and T.-H. Liu "Self-Organizing Learning
Array" IEEE Trans. on Neural
Networks, vol. 16, no. 2, pp. 355-363, March 2005.
- J. A. Starzyk, Z. Zhu, and Y. Li, "Associative Learning in
Hierarchical Self Organizing Learning Arrays", Artificial Neural Networks: Biological Inspirations. Lecture Notes in Computer Science 3696: pp. 91-96, 2005.
- Janusz A. Starzyk, and Yue Li, David D. Vogel,
"Neural Network with Memory and
Cognitive Functions", Artificial Neural
Networks: Biological Inspirations. Lecture Notes in Computer Science 3696: pp. 85-90, 2005.
- J. A. Starzyk, Dong Liu, Zhi-Hong
Liu, D. Nelson, and J. Rutkowski, “Entropy-based optimum test
points selection for analog fault dictionary techniques,” IEEE Transactions on Instrumentation and Measurement, vol. 53,
no. 3, June 2004, pp. 754-761.
- J. A. Starzyk and F. Wang, "Dynamic Probability Estimator
for Machine Learning" IEEE Trans. on Neural
Networks, vol.15, no 2, March 2004, pp.298-308.
- J. A. Starzyk, R. P. Mohn,
and L. Jing, L., "A Cost-Effective Approach to
the Design and Layout of a 14-b Current-Steering DAC Macrocell", IEEE Trans. on Circuits and
Systems I: Fundamental Theory and Applications, Vol. 51 , no.
1, Jan. 2004, pp. 196 - 200.
- D. E. Nelson, J. A. Starzyk, and D. D. Ensley,
"Iterated wavelet transformation
and signal discrimination for HRR radar target recognition", IEEE Trans. on Systems, Man and Cybernetics, Part A
,Vol. 33 , no.1 , Jan. 2003 , pp. 52 - 57.
- D. Liu and J. A. Starzyk, " A generalized fault diagnosis
in dynamic analog circuits"
Int. Journal of Circuit
Theory and Applications, vol. 30, 2002, pp.
487-510.
- D. E. Nelson, J. A. Starzyk, and D. D. Ensley,
"Wavelet Transformation and
Signal Discrimination for HRR Radar Target Recognition," Multidimensional Systems and Signal Processing, Vol. 14,
no.2. 2002.
- J. Becker, A. Alsolaim,
M. Glesner, and J. Starzyk, “A Parallel Dynamically
Reconfigurable Architecture for Flexible Application-Tailored
Hardware/Software Systems in Future Mobile Communication”, The Journal of Supercomputing, Erratum Vol. 23, 132, 2002, 19(1): 105-127 (2001).
- J. Pang and J. A. Starzyk, "Fault Diagnosis in Mixed-Signal
Low Testability System" An Int. Journal of
Analog Integrated Circuits and Signal Processing, vol. 28, no.2, August
2001, pp. 159-170.
- J. A. Starzyk and Y.-W. Jan, and F. Qiu, "A DC-DC Charge Pump Based on
Voltage Doublers", IEEE Trans. Circuits and Systems, Part I,
vol. 48, no. 3, March 2001, pp. 350-359.
- G. N. Stenbakken, D.
Liu J. A. Starzyk, and B. C. Waltrip, "Nonrandom Quatization
Errors in Timebases", IEEE Trans. on Instrumentation and Measurement, vol. 50,
no. 4, Aug. 2001, pp.888-892.
- J. A. Starzyk, D. E. Nelson, and K. Sturtz, " A Mathematical Foundation for
Improved Reduct Generation in Information
Systems", Journal of Knowledge
and Information Systems, v. 2 n. 2, March 2000 p.131-146.
- J. A. Starzyk, J. Pang, S. Manetti,
G. Fedi, and C. Piccirilli,
"Finding Ambiguity Groups in Low
Testability Analog Circuits",
IEEE Trans. Circuits and Systems, Part I, vol 47, no. 8, 2000, pp.
1125-1137.
- G. Fedi, S. Manetti, J. A. Starzyk, M. C. Piccirilli
"Determination of an Optimum Set
of Testable Components in the Fault Diagnosis of Analog Circuits", IEEE Trans. Circuits and Systems, Part I,
vol. 46, no.7, 1999, 779-787.
- J. A. Starzyk, D. E. Nelson, and K. Sturtz, "Reduct Generation in Information Systems", Bulletin of International Rough Set Society, 1999, 3 (1/2).
- J. A. Starzyk, "Hierarchical Analysis of High
Frequency Interconnect Networks",
IEEE Trans. on Computer Aided Design of Integrated Circuits and Systems,
vol.13, no.5, 1994, pp. 658-664.
- J. A. Starzyk and X. Fang, "A CMOS Current Mode
Winner-Take-All Circuit with both Excitatory and Inhibitory Feedback", Electronics Letters, 1993.
- G. N. Stenbakken and J.
A. Starzyk, "Diakoptic and Large Change Sensitivity
Analysis", IEE Proc. G, Circuits,
Devices and Systems, vol. 139, no.1, 1992, pp.114-118.
- J. A. Starzyk and H. Dai, "A Decomposition Approach for Testing
Large Analog Networks," Journal of Electronic
Testing - Theory and Applications, no.3, 1992, pp. 181-195.
- J. A. Starzyk and A. Konczykowska,
"Flowgraph Analysis of Large Electronic
Networks", IEEE Trans. on Circuits
and Systems, vol. CAS-33,
1986.
- J. A. Starzyk and E. Sliwa,
"Upward Topological Analysis of
Large Circuits Using Directed Graph Representation", IEEE Trans. on Circuits and Systems, vol. CAS-31, 1984, pp.
410-414.
- E. Salama, J. A.
Starzyk and J. W. Bandler, "A Unified Decomposition
Approach for Fault Location in Large Analog Circuits", IEEE Trans. on Circuits and Systems, vol. CAS-31, 1984, pp.
609-622.
- J. A. Starzyk, R. M. Biernacki
and J. W. Bandler, "Evaluation of Faulty Elements
within Linear Subnetworks",
Int. Journal of Circuit
Theory and Applications, vol. 12, 1984, pp.
23-37.
- J. A. Starzyk and J. W. Bandler,
"Multiport Approach to
Multiple-Fault Location in Analog Circuits", IEEE Trans. on Circuits and Systems, vol. CAS-30, 1983, pp.
762-765.
- J. A. Starzyk, "An Efficient Cluster
Algorithm", Acta Polytechnica,
CVUT, Praha, 1981, pp. 49-55.
- J. A. Starzyk, "Signal Flow-Graph Analysis by
Decomposition Method", IEE Proc. on Electronic
Circuits and Systems, No. 2, April 1980, pp. 81-86.
- G. Centkowski and J. A.
Starzyk, "Topological Synthesis of LLF Networks", Acta Polytechnica, CVUT,
Praha, 1980, pp. 77-86.
- J. A. Starzyk and E. Sliwa,
"Hierarchic Decomposition Method
for the Topological Analysis of Electronic Networks", Int. Journal of Circuit Theory and Applications, Vol. 8, 1980, pp. 407-417.
- J. A. Starzyk, "Generation of Complete Trees
by the Method of Modified Structural Matrix", Arch. Elektrot., z.4, 1978, (in Polish), pp. 843-852.
- J. A. Starzyk, "New Method for Designing
Complete Trees of a Pair of Conjugate Graphs", Arch. Elektrot., z.1, 1977, (in Polish), pp. 41-46.
- J. A. Starzyk, "Application of the
Controlled Expansions Method to the Topological Analysis of
Circuits", Arch. Elektrot., z.1, 1977, (in Polish),
pp. 47-58.
- J. A. Starzyk, "Determination of the Nullator-Norator Graph's Complete Trees", Radio
Electronics and Communication Systems, t.XX 12,
1977, (in Russian), pp. 9-15.
- J. A. Starzyk, and J. Wojciechowski,
"Topological Analysis and Synthesis of Electrical Networks by the
Method of Structural Numbers", Raport Naukowy IPE, Warszawa, 1977, (in Polish).
- J. A. Starzyk, "Topological Synthesis of
Linear Active Networks Described by Multivariable Functions", Arch. Elektrot., z.2, 1976, (in Polish), pp. 287-295.
- J. A. Starzyk, "Topological Methods of
Analysis of LSL Networks with Nullators and Norators", Prace Naukowe PW, Elektronika, No.
20, Warszawa, 1975, (in Polish), pp. 73-89.
- J. A. Starzyk, "Topological, Analysis of LSL
Networks with Nullators and Norators;
Impedance Dependencies", Prace Naukowe PW, Elektronika, No.
20, Warszawa, 1975, (in Polish), pp. 61-71.
- J. A. Starzyk, "Complement of Columns of
Constant-row Structural Number to the Factorizable
Number", Arch. Elektrot., z.2, 1975 (in Polish), pp.
237-244.
- A. Konczykowska and J.
A. Starzyk "Determination of Structural Number of a Partitioned
Graph. Part I and II.", Arch. Elektrot z.2,
1975, (in Polish), pp. 245-262.