Associative Memory Networks

The human brain stores the information in synapses or in reverberating loops of electrical activity. Most of existing associative memory models store information in synapses.

[1]  Jinwen Ma.  The Stability of the Generalized Hopfield Networks in Randomly Asynchronous Mode , 1997, Neural Networks.

[2]  Marcos Eduardo Valle,et al.  Complex-Valued Recurrent Correlation Neural Networks , 2014, IEEE Transactions on Neural Networks and Learning Systems.

[3]  Jennie Si,et al.  Analysis and synthesis of a class of discrete-time neural networks with multilevel threshold neurons , 1995, IEEE Trans. Neural Networks.

[4]  Xinhua Zhuang,et al.  A general model for bidirectional associative memories , 1998, IEEE Trans. Syst. Man Cybern. Part B.

[5]  Ju-Jang Lee,et al.  Generalized asymmetrical bidirectional associative memory for multiple association , 2002, Appl. Math. Comput..

[6]  Masahiko Morita,et al.  Associative memory with nonmonotone dynamics , 1993, Neural Networks.

[7]  Peter Sussner,et al.  Morphological bidirectional associative memories , 1999, Neural Networks.

[8]  Stefen Hui,et al.  Dynamical analysis of the brain-state-in-a-box (BSB) neural models , 1992, IEEE Trans. Neural Networks.

[9]  Stella N. Batalama,et al.  An efficient learning algorithm for associative memories , 2000, IEEE Trans. Neural Networks Learn. Syst..

[10]  Andrew Chi-Sing Leung,et al.  The Behavior of Forgetting Learning in Bidirectional Associative Memory , 1997, Neural Computation.

[11]  Y. Park,et al.  A synthesis procedure for associative memories based on space-varying cellular neural networks , 2001, Neural Networks.

[12]  Jacek M. Zurada,et al.  A new design method for the complex-valued multistate Hopfield associative memory , 2003, IEEE Trans. Neural Networks.

[13]  Teuvo Kohonen,et al.  Correlation Matrix Memories , 1972, IEEE Transactions on Computers.

[14]  A.N. Michel,et al.  Analysis and synthesis of a class of discrete-time neural networks described on hypercubes , 1991, IEEE Trans. Neural Networks.

[15]  Zhigang Zeng,et al.  Design and Analysis of High-Capacity Associative Memories Based on a Class of Discrete-Time Recurrent Neural Networks , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[16]  L. Personnaz,et al.  Collective computational properties of neural networks: New learning mechanisms. , 1986, Physical review. A, General physics.

[17]  E. Gardner.  The space of interactions in neural network models , 1988 .

[18]  Juan Humberto Sossa Azuela,et al.  A New Two-Level Associative Memory for Efficient Pattern Restoration , 2006, Neural Processing Letters.

[19]  B Kosko,et al.  Adaptive bidirectional associative memories. , 1987, Applied optics.

[20]  Ralph R. Martin,et al.  Global Exponential Stability of Bidirectional Associative Memory Neural Networks With Time Delays , 2008, IEEE Transactions on Neural Networks.

[21]  D J Amit,et al.  The interaction space of neural networks with sign-constrained synapses , 1989 .

[22]  Richard P. Lippmann,et al.  An introduction to computing with neural nets , 1987 .

[23]  Jacek M. Zurada,et al.  Complex-valued multistate neural associative memory , 1996, IEEE Trans. Neural Networks.

[24]  G. Grassi,et al.  On discrete-time cellular neural networks for associative memories , 2001 .

[25]  Stephen Coombes,et al.  Using generalized principal component analysis to achieve associative memory in a Hopfield net , 1994 .

[26]  Donq-Liang Lee.  Improving the capacity of complex-valued neural networks with a modified gradient descent learning rule , 2001, IEEE Trans. Neural Networks.

[27]  A. Michel,et al.  Analysis and synthesis of a class of neural networks: linear systems operating on a closed hypercube , 1989 .

[28]  Peter Sussner,et al.  Gray-scale morphological associative memories , 2006, IEEE Transactions on Neural Networks.

[29]  Martin Hasler,et al.  Recursive neural networks for associative memory , 1990, Wiley-interscience series in systems and optimization.

[30]  Masahiko Morita,et al.  Capacity of associative memory using a nonmonotonic neuron model , 1993, Neural Networks.

[31]  Mounir Boukadoum,et al.  A bidirectional heteroassociative memory for binary and grey-level patterns , 2006, IEEE Transactions on Neural Networks.

[32]  Mark C. W. van Rossum,et al.  Dynamics and Robustness of Familiarity Memory , 2007, Neural Computation.

[33]  Jacek Mandziuk,et al.  Experimental Study of Perceptron-Type Local Learning Rule for Hopfield Associative Memory , 1998, Inf. Sci..

[34]  James A. Anderson,et al.  A simple neural network generating an interactive memory , 1972 .

[35]  Stephen Grossberg,et al.  Absolute stability of global pattern formation and parallel memory storage by competitive neural networks , 1983, IEEE Transactions on Systems, Man, and Cybernetics.

[36]  Rodney M. Goodman,et al.  Recurrent correlation associative memories , 1991, IEEE Trans. Neural Networks.

[37]  S Coombes,et al.  Efficient learning beyond saturation by single-layered neural networks , 1996 .

[38]  Bill Baird,et al.  Associative Memory in a Simple Model of Oscillating Cortex , 1989, NIPS.

[39]  Stephen Grossberg,et al.  Nonlinear neural networks: Principles, mechanisms, and architectures , 1988, Neural Networks.

[40]  Rafal Bogacz,et al.  Comparison of computational models of familiarity discrimination in the perirhinal cortex , 2003, Hippocampus.

[41]  James L. McClelland,et al.  Why there are complementary learning systems in the hippocampus and neocortex: insights from the successes and failures of connectionist models of learning and memory. , 1995, Psychological review.

[42]  Raúl Rojas,et al.  Neural Networks - A Systematic Introduction , 1996 .

[43]  Elisa Ricci,et al.  Associative Memory Design Using Support Vector Machines , 2006, IEEE Transactions on Neural Networks.

[44]  Demetri Psaltis,et al.  Linear and logarithmic capacities in associative neural networks , 1989, IEEE Trans. Inf. Theory.

[45]  Jinwen Ma,et al.  The asymptotic memory capacity of the generalized Hopfield network , 1999, Neural Networks.

[46]  Shun-ichi Amari,et al.  Learning Patterns and Pattern Sequences by Self-Organizing Nets of Threshold Elements , 1972, IEEE Transactions on Computers.

[47]  Tzi-Dar Chiueh,et al.  Multivalued associative memories based on recurrent networks , 1993, IEEE Trans. Neural Networks.

[48]  Zhigang Zeng,et al.  Associative memories based on continuous-time cellular neural networks designed using space-invariant cloning templates , 2009, Neural Networks.

[49]  Tony R. Martinez,et al.  Quantum associative memory , 2000, Inf. Sci..

[50]  Péter Szolgay,et al.  A fast fixed point learning method to implement associative memory on CNNs , 1997 .

[51]  Amos J. Storkey,et al.  Increasing the Capacity of a Hopfield Network without Sacrificing Functionality , 1997, ICANN.

[52]  Guanrong Chen,et al.  Large Memory Capacity in Chaotic Artificial Neural Networks: A View of the Anti-Integrable Limit , 2009, IEEE Transactions on Neural Networks.

[53]  Alexandre C. B. Delbem,et al.  Design of associative memories using cellular neural networks , 2009, Neurocomputing.

[54]  Daniel J. Amit,et al.  Modeling brain function: the world of attractor neural networks, 1st Edition , 1989 .

[55]  Teuvo Kohonen,et al.  Self-Organization and Associative Memory , 1988 .

[56]  Mahesan Niranjan,et al.  A theoretical investigation into the performance of the Hopfield model , 1990, IEEE Trans. Neural Networks.

[57]  J J Hopfield,et al.  Neural networks and physical systems with emergent collective computational abilities. , 1982, Proceedings of the National Academy of Sciences of the United States of America.

[58]  Yaser S. Abu-Mostafa,et al.  Information capacity of the Hopfield model , 1985, IEEE Trans. Inf. Theory.

[59]  Mohammad Javad Yazdanpanah,et al.  Analysis of the dynamical behavior of a feedback auto-associative memory , 2008, Neurocomputing.

[60]  Santosh S. Venkatesh,et al.  The capacity of the Hopfield associative memory , 1987, IEEE Trans. Inf. Theory.

[61]  BART KOSKO,et al.  Bidirectional associative memories , 1988, IEEE Trans. Syst. Man Cybern..

[62]  Derong Liu,et al.  Sparsely interconnected neural networks for associative memories with applications to cellular neural networks , 1994 .

[63]  Masahiro Nakagawa,et al.  A hydrodynamic theory of compressible SmC* liquid crystals , 1996 .

[64]  Peter Sussner,et al.  Implicative Fuzzy Associative Memories , 2006, IEEE Transactions on Fuzzy Systems.

[65]  Yee Leung,et al.  Asymmetric bidirectional associative memories , 1994 .

[66]  Robert Proulx,et al.  NDRAM: nonlinear dynamic recurrent associative memory for learning bipolar and nonbipolar correlated patterns , 2005, IEEE Transactions on Neural Networks.

[67]  D. Amit,et al.  Statistical mechanics of neural networks near saturation , 1987 .

[68]  Jooyoung Park,et al.  An Optimization Approach to Design of Generalized BSB Neural Associative Memories , 2000, Neural Computation.

[69]  Michael Fleisher.  The Hopfield Model with Multi-Level Neurons , 1987, NIPS.

[70]  Peter Sussner,et al.  Morphological associative memories , 1998, IEEE Trans. Neural Networks.

[71]  Kristen Fortney,et al.  Computational Advantages of Reverberating Loops for Sensorimotor Learning , 2012, Neural Computation.

[72]  Derong Liu,et al.  A new synthesis approach for feedback neural networks based on the perceptron training algorithm , 1997, IEEE Trans. Neural Networks.

[73]  E. Oja.  Simplified neuron model as a principal component analyzer , 1982, Journal of mathematical biology.

[74]  Kei Kobayashi.  On the capacity of a neuron with a non-monotone output function , 1991 .

[75]  Jehoshua Bruck,et al.  On the number of spurious memories in the Hopfield model , 1990, IEEE Trans. Inf. Theory.

[76]  Masahiro Nakagawa,et al.  A Parameter Controlled Chaos Neural Network , 2013 .

[77]  Amos Storkey,et al.  Hopfield learning rule with high capacity storage of time-correlated patterns , 1997 .

[78]  Mohamad H. Hassoun,et al.  A two-level Hamming network for high performance associative memory , 2001, Neural Networks.

[79]  Mohamad H. Hassoun,et al.  The Hamming associative memory and its relation to the exponential capacity DAM , 1996, Proceedings of International Conference on Neural Networks (ICNN'96).

[80]  Iku Nemoto,et al.  Complex associative memory , 1996, Neural Networks.

[81]  Sébastien Hélie,et al.  Energy minimization in the nonlinear dynamic recurrent associative memory , 2008, Neural Networks.

[82]  Mahmood Amiri,et al.  BAM Learning of Nonlinearly Separable Tasks by Using an Asymmetrical Output Function and Reinforcement Learning , 2009, IEEE Transactions on Neural Networks.

[83]  Stephen A. Ritz,et al.  Distinctive features, categorical perception, and probability learning: some applications of a neural model , 1977 .

[84]  E. Gardner,et al.  Maximum Storage Capacity in Neural Networks , 1987 .