Before revision:  To apply spectral methods in learning to massive datasets modeled as simplicial complexes, we sparsify simplicial complexes , while preserving the spectrum of the associated Laplacian operators .
After revision:  To apply spectral methods in learning to massive datasets modeled as simplicial complexes, we develop a method for sparsifying simplicial complexes that preserves the spectrum of the associated Laplacian operators .