2 papers
math.ST2025
Density estimation using the perceptron
Patrik Róbert Gerber, Tianze Jiang, Yury Polyanskiy +1
We propose a new density estimation algorithm. Given i.i.d. observations from a distribution belonging to a class of densities on , our estimator outputs any dens…
math.ST2024
Prediction from compression for models with infinite memory, with applications to hidden Markov and renewal processes
Yanjun Han, Tianze Jiang, Yihong Wu
Consider the problem of predicting the next symbol given a sample path of length n, whose joint distribution belongs to a distribution class that may have long-term memory. The goa…