Abstract:
We describe a dendritic lattice hetero-associative memory (DLHAM) that performs multivariate numerical data mapping with respect to a set of prototype data vectors select...Show MoreMetadata
Abstract:
We describe a dendritic lattice hetero-associative memory (DLHAM) that performs multivariate numerical data mapping with respect to a set of prototype data vectors selected by diverse objective or subjective criteria. The memory is a feedforward four-layer dendritic neural network based on lattice algebra operations that computes the nearest match between input and prototype data vectors. Our approach shows the inherent capability of n-dimensional vector association to realize coarse or fine data mapping that is computationally simple. Specifically, we apply the DLHAM in a two stage algorithm to the quantization and transfer of Red-Green-Blue (RGB) color coded images. Input color pixels are first quantized and then the resulting representative colors are mapped to another set of palette colors by hetero-association. Examples and quantization error are included to show the DLHAM performance.
Date of Conference: 08-10 November 2017
Date Added to IEEE Xplore: 08 February 2018
ISBN Information:
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- IEEE Keywords
- Index Terms
- Multivariate Data ,
- Neural Network ,
- Algebra ,
- Color Code ,
- Quantization Error ,
- Vector Data ,
- Objective Criteria ,
- Color Palette ,
- Dendritic Network ,
- Artificial Neural Network ,
- Output Layer ,
- Input Layer ,
- Data Clustering ,
- Color Images ,
- Neurons In Layer ,
- Functional Identification ,
- Color Space ,
- Color Map ,
- Intermediate Layer ,
- Output Neurons ,
- Axonal Fibers ,
- Uniform Color ,
- Normalized Mean Square Error ,
- Axon Branching ,
- Postsynaptic Responses ,
- Input Neurons ,
- Dendritic Structure ,
- Distinct Color ,
- Presynaptic Neurons ,
- City Block
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Multivariate Data ,
- Neural Network ,
- Algebra ,
- Color Code ,
- Quantization Error ,
- Vector Data ,
- Objective Criteria ,
- Color Palette ,
- Dendritic Network ,
- Artificial Neural Network ,
- Output Layer ,
- Input Layer ,
- Data Clustering ,
- Color Images ,
- Neurons In Layer ,
- Functional Identification ,
- Color Space ,
- Color Map ,
- Intermediate Layer ,
- Output Neurons ,
- Axonal Fibers ,
- Uniform Color ,
- Normalized Mean Square Error ,
- Axon Branching ,
- Postsynaptic Responses ,
- Input Neurons ,
- Dendritic Structure ,
- Distinct Color ,
- Presynaptic Neurons ,
- City Block