Model Free Prediction with Uncertainty Assessment

no code implementations • 21 May 2024 • Yuling Jiao, Lican Kang, Jin Liu, Heng Peng, Heng Zuo

Deep nonparametric regression, characterized by the utilization of deep neural networks to learn target functions, has emerged as a focal point of research attention in recent years.

BOLT-SSI: A Statistical Approach to Screening Interaction Effects for Ultra-High Dimensional Data

1 code implementation • 10 Feb 2019 • Min Zhou, Mingwei Dai, Yuan YAO, Jin Liu, Can Yang, Heng Peng

In this paper, we first propose a simple method for sure screening interactions (SSI).

Methodology

BIVAS: A scalable Bayesian method for bi-level variable selection with applications

1 code implementation • 28 Mar 2018 • Mingxuan Cai, Mingwei Dai, Jingsi Ming, Heng Peng, Jin Liu, Can Yang

To address this problem, we consider variational inference for bi-level variable selection (BIVAS).

Applications

CIST System for CL-SciSumm 2016 Shared Task

no code implementations • WS 2016 • Lei Li, Liyuan Mao, Yazhao Zhang, Junqi Chi, Taiwen Huang, Xiaoyue Cong, Heng Peng

Document Summarization Information Retrieval +1

Bridging Information Criteria and Parameter Shrinkage for Model Selection

no code implementations • 8 Jul 2013 • Kun Zhang, Heng Peng, Laiwan Chan, Aapo Hyvarinen

Model selection based on classical information criteria, such as BIC, is generally computationally demanding, but its properties are well studied.

Model Selection