Conditional Moment Kernels: Joint Modeling of Expected Returns and Covariances in Unbalanced Panels

We propose the conditional moment kernel (CMK), a joint model of the conditional mean and covariance matrix of asset returns given their characteristics. A single kernel function of the characteristics gives the means and second moments of all returns. The implied covariance matrices are positive se