Statistical Inference for Online Decision-Making: In a Contextual Bandit Setting [0.03%]
在线决策的统计推断： contextual bandit设置下
Haoyu Chen,Wenbin Lu,Rui Song
Haoyu Chen
Online decision-making problem requires us to make a sequence of decisions based on incremental information. Common solutions often need to learn a reward model of different actions given the contextual information and then maximize the lon...
Interpretable High-Dimensional Inference Via Score Projection with an Application in Neuroimaging [0.03%]
基于分数投影的高维解释性统计推断及其在神经影像中的应用
Simon N Vandekar,Philip T Reiss,Russell T Shinohara
Simon N Vandekar
In the fields of neuroimaging and genetics, a key goal is testing the association of a single outcome with a very high-dimensional imaging or genetic variable. Often, summary measures of the high-dimensional variable are created to sequenti...
Statistical Inference in Hidden Markov Models Using k-Segment Constraints [0.03%]
基于k段约束的隐马尔可夫模型统计推断方法研究
Michalis K Titsias,Christopher C Holmes,Christopher Yau
Michalis K Titsias
Hidden Markov models (HMMs) are one of the most widely used statistical methods for analyzing sequence data. However, the reporting of output from HMMs has largely been restricted to the presentation of the most-probable (MAP) hidden state ...
Local dependence in random graph models: characterization, properties and statistical inference [0.03%]
随机图模型中的局部相依性：特征、性质及统计推断
Michael Schweinberger,Mark S Handcock
Michael Schweinberger
Dependent phenomena, such as relational, spatial and temporal phenomena, tend to be characterized by local dependence in the sense that units which are close in a well-defined sense are dependent. In contrast with spatial and temporal pheno...
Resampling Procedures for Making Inference under Nested Case-control Studies [0.03%]
嵌套病例对照研究中推断的重抽样方法
Tianxi Cai,Yingye Zheng
Tianxi Cai
The nested case-control (NCC) design have been widely adopted as a cost-effective solution in many large cohort studies for risk assessment with expensive markers, such as the emerging biologic and genetic markers. To analyze data from NCC ...
Inference of Tamoxifen's Effects on Prevention of Breast Cancer from a Randomized Controlled Trial [0.03%]
一项随机对照试验中他莫昔芬对预防乳腺癌影响的统计推断
Yu Shen,Jing Qin,Joseph P Costantino
Yu Shen
The largest randomized, double-blind, placebo-controlled chemoprevention trial, the National Surgical Adjuvant Breast and Bowel Project's Breast Cancer Prevention Trial (NSABP-BCPT), evaluated the efficacy of tamoxifen in the prevention of ...