Light Cone Reconstruction of States - Predictive State
Estimation From Spatio-Temporal Data
Estimates predictive states from spatio-temporal data and
consequently can provide provably optimal forecasts.  Currently
this implementation supports an N-dimensional spatial grid
observed over equally spaced time intervals. E.g. a video is a
2D spatial systems observed over time. This package implements
mixed LICORS, has plotting tools (for (1+1)D and (2+1)D
systems), and methods for optimal forecasting.
RColorBrewer, mvtnorm, zoo, FNN, itertools, fields, locfit,
gam
'compute_LC_coords.R' 'compute_LICORS_loglik.R'
'compute_margin_coords.R' 'compute_mixture_penalty.R'
'compute_NEC.R' 'contCA00.R' 'data2LCs.R' 'estimate_LC_pdfs.R'
'estimate_state_adj_matrix.R' 'estimate_state_probs.R'
'get_spacetime_iterator.R' 'get_LC_config.R' 'image2.R'
'initialize_states.R' 'kmeanspp.R' 'LC-utils.R'
'LICORS-package.R' 'merge_states.R' 'mixed_LICORS.R'
'normalize.R' 'predict_FLC_given_PLC.R' 'rdensity.R'
'relabel_vector.R' 'remove_small_sample_states.R'
'search_knn.R' 'setup_LC_geometry.R' 'sparsify_weights.R'
'states2weight_matrix.R' 'threshold.R' 'weight_matrix2states.R'
'wKDE.R' 'mixed_LICORS-utils.R'

Estimates predictive states from spatio-temporal data and
consequently can provide provably optimal forecasts.
Currently this implementation
supports an N-dimensional spatial grid observed over equally spaced time
intervals. E.g. a video is a 2D spatial systems observed over time. This
package implements mixed LICORS, has plotting tools (for (1+1)D and (2+1)D
systems), and methods for optimal forecasting.  Due to memory limitations
it is recommend to only analyze (1+1)D systems.
RColorBrewer, mvtnorm, zoo, FNN, fields, locfit

RColorBrewer, mvtnorm, zoo, FNN, itertools, fields, locfit

RColorBrewer, mvtnorm, zoo, FNN, fields, locfit, Matrix
'compute_LICORS_loglik.R' 'compute_mixture_penalty.R'
'compute_NEC.R' 'contCA00.R' 'data2LCs.R' 'estimate_LC_pdfs.R'
'estimate_state_adj_matrix.R' 'estimate_state_probs.R'
'get_LC_config.R' 'image2.R' 'initialize_states.R' 'kmeanspp.R'
'LC-utils.R' 'LICORS-package.R' 'merge_states.R'
'mixed_LICORS.R' 'normalize.R' 'predict_FLC_given_PLC.R'
'rdensity.R' 'relabel_vector.R' 'remove_small_sample_states.R'
'search_knn.R' 'setup_LC_geometry.R' 'sparsify_weights.R'
'states2weight_matrix.R' 'threshold.R' 'weight_matrix2states.R'
'wKDE.R' 'mixed_LICORS-utils.R' 'compute_LC_coordinates.R'
'compute_margin_coordinates.R' 'get_spacetime_grid.R'
'embed2.R'