Self-organization and associative memory: 3rd edition
Self-organization and associative memory: 3rd edition
Neural Networks
Self-organizing maps
Learning Temporal Sequences in Recurrent Self-Organising Neural Nets
AI '97 Proceedings of the 10th Australian Joint Conference on Artificial Intelligence: Advanced Topics in Artificial Intelligence
Recursive self-organizing network models
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Activation-Based Recursive Self-Organising Maps: A General Formulation and Empirical Results
Neural Processing Letters
Dynamics and Topographic Organization of Recursive Self-Organizing Maps
Neural Computation
Extracting drug utilization knowledge using self-organizing map and rough set theory
Expert Systems with Applications: An International Journal
Structure clustering for Chinese patent documents
Expert Systems with Applications: An International Journal
A Novel Architecture for the Classification and Visualization of Sequential Data
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Temporal Hebbian Self-Organizing Map for Sequences
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Self organized mapping of data clusters to neuron groups
Neural Networks
Visualization of Structured Data via Generative Probabilistic Modeling
Similarity-Based Clustering
Incremental Unsupervised Time Series Analysis Using Merge Growing Neural Gas
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
Gamma SOM for Temporal Sequence Processing
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
Generalized Self-Organizing Mixture Autoregressive Model
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
A Bag of Strings Representation for Image Categorization
Journal of Mathematical Imaging and Vision
Metric properties of structured data visualizations through generative probabilistic modeling
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Generalized Self-Organizing Mixture Autoregressive Model for Modeling Financial Time Series
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Recurrent Neural Networks as Local Models for Time Series Prediction
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Extracting finite structure from infinite language
Knowledge-Based Systems
Neurocomputing
Unsupervised recursive sequence processing
Neurocomputing
VISRED: numerical data mining with linear and nonlinear techniques
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
The neuronal replicator hypothesis
Neural Computation
Gamma-filter self-organizing neural networks for time series analysis
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Fault Detection, Diagnosis and Prediction in Electrical Valves Using Self-Organizing Maps
Journal of Electronic Testing: Theory and Applications
On non-markovian topographic organization of receptive fields in recursive self-organizing map
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Recursive self-organizing map as a contractive iterative function system
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Residual activity in the neurons allows SOMs to learn temporal order
ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I
Segmentation of DNA using simple recurrent neural network
Knowledge-Based Systems
Perspectives of self-adapted self-organizing clustering in organic computing
BioADIT'06 Proceedings of the Second international conference on Biologically Inspired Approaches to Advanced Information Technology
Bio-inspired model of spatial cognition
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I
Time series relevance determination through a topology-constrained hidden markov model
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Self-organized reservoirs and their hierarchies
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
Detection of locally relevant variables using SOM-NG algorithm
Engineering Applications of Artificial Intelligence
Self-Organizing Hidden Markov Model Map (SOHMMM)
Neural Networks
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This paper explores the combination of self-organizing map (SOM) and feedback, in order to represent sequences of inputs. In general, neural networks with time-delayed feedback represent time implicitly, by combining current inputs and past activities. It has been difficult to apply this approach to SOM, because feedback generates instability during learning. We demonstrate a solution to this problem, based on a nonlinearity. The result is a generalization of SOM that learns to represent sequences recursively. We demonstrate that the resulting representations are adapted to the temporal statistics of the input series.