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Image Credit: Arxiv

Implicit High-Order Moment Tensor Estimation and Learning Latent Variable Models

  • We study the task of learning latent-variable models.
  • We develop a general efficient algorithm for implicit moment tensor computation.
  • The algorithm enables poly-time learning algorithms for mixtures of linear regressions, mixtures of spherical Gaussians, and positive linear combinations of non-linear activations.
  • The complexity of the algorithm depends on the desired error and the target class of functions.

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