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
- short term and long term
- clustering algorithm
- short term prediction
- load forecasting
- short and long term
- clustering method
- microarray
- high dimensionality
- high dimensional data
- k means
- structure learning
- parameter estimation
- medium term
- long term memory
- cluster analysis
- forecasting model
- neural network
- gene expression
- data points
- biological data
- noise level
- cross validation
- data mining techniques
- arima model
- knowledge discovery
- feature selection