Constrained Fourier estimation of short-term time-series gene expression data reduces noise and improves clustering and gene regulatory network predictions.
Nadav S. BarBahareh NikparvarNaresh Doni JayaveluFabienne Krystin RoesslerPublished in: BMC Bioinform. (2022)
Keyphrases
- short term
- long term
- gene expression data
- gene regulatory networks
- clustering algorithm
- short term and long term
- high dimensionality
- long term memory
- short term prediction
- high dimensional data
- gene expression
- k means
- forecasting model
- structure learning
- microarray
- load forecasting
- network model
- arima model
- clustering method
- biological data
- data points
- medium term
- dimensionality reduction
- nearest neighbor
- data management
- cluster analysis
- feature selection