Twenty years since Joinpoint 1.0: Two major enhancements, their justification, and impact

计算机科学 推论 软件 排列(音乐) 参数统计 航程(航空) 分位数 数据挖掘 选择(遗传算法) 计量经济学 统计 机器学习 人工智能 数学 物理 材料科学 声学 复合材料 程序设计语言
作者
Hyune‐Ju Kim,Huann‐Sheng Chen,Jeffrey Byrne,Bill Wheeler,Eric J. Feuer
出处
期刊:Statistics in Medicine [Wiley]
卷期号:41 (16): 3102-3130 被引量:92
标识
DOI:10.1002/sim.9407
摘要

Since its release of Version 1.0 in 1998, Joinpoint software developed for cancer trend analysis by a team at the US National Cancer Institute has received a considerable attention in the trend analysis community and it became one of most widely used software for trend analysis. The paper published in Statistics in Medicine in 2000 (a previous study) describes the permutation test procedure to select the number of joinpoints, and Joinpoint Version 1.0 implemented the permutation procedure as the default model selection method and employed parametric methods for the asymptotic inference of the model parameters. Since then, various updates and extensions have been made in Joinpoint software. In this paper, we review basic features of Joinpoint, summarize important updates of Joinpoint software since its first release in 1998, and provide more information on two major enhancements. More specifically, these enhancements overcome prior limitations in both the accuracy and computational efficiency of previously used methods. The enhancements include: (i) data driven model selection methods which are generally more accurate under a broad range of data settings and more computationally efficient than the permutation test and (ii) the use of the empirical quantile method for construction of confidence intervals for the slope parameters and the location of the joinpoints, which generally provides more accurate coverage than the prior parametric methods used. We show the impact of these changes in cancer trend analysis published by the US National Cancer Institute.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
小石完成签到,获得积分10
刚刚
量子星尘发布了新的文献求助10
1秒前
明理的寒云完成签到,获得积分10
1秒前
Cynthia完成签到,获得积分10
2秒前
醉熏的水绿完成签到 ,获得积分10
4秒前
拾柒完成签到,获得积分10
4秒前
xinxin完成签到,获得积分10
4秒前
popvich完成签到,获得积分0
4秒前
hotongue发布了新的文献求助10
5秒前
ywhys发布了新的文献求助10
5秒前
浮游应助陈思雨采纳,获得10
5秒前
悦耳亦云完成签到 ,获得积分10
5秒前
una发布了新的文献求助10
6秒前
7秒前
7秒前
赘婿应助加油呀采纳,获得10
7秒前
chen完成签到 ,获得积分10
7秒前
科研通AI6应助郑木木采纳,获得10
8秒前
8秒前
8秒前
Gaowenjie发布了新的文献求助10
11秒前
脑洞疼应助朱小燕采纳,获得10
11秒前
11秒前
11秒前
包容念文完成签到,获得积分10
12秒前
12秒前
13秒前
天天快乐应助xyx采纳,获得10
14秒前
14秒前
SYSUer完成签到,获得积分10
14秒前
ahui完成签到 ,获得积分10
14秒前
14秒前
14秒前
Cherish完成签到,获得积分10
15秒前
啦啦啦完成签到 ,获得积分10
15秒前
xiaoan完成签到,获得积分10
16秒前
huoo完成签到,获得积分10
16秒前
NexusExplorer应助Gaowenjie采纳,获得10
16秒前
加油呀发布了新的文献求助10
16秒前
彭于晏应助hotongue采纳,获得10
18秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Encyclopedia of Reproduction Third Edition 3000
Comprehensive Methanol Science Production, Applications, and Emerging Technologies 2000
化妆品原料学 1000
Psychology of Self-Regulation 800
1st Edition Sports Rehabilitation and Training Multidisciplinary Perspectives By Richard Moss, Adam Gledhill 600
Red Book: 2024–2027 Report of the Committee on Infectious Diseases 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5641780
求助须知:如何正确求助?哪些是违规求助? 4757199
关于积分的说明 15014597
捐赠科研通 4800184
什么是DOI,文献DOI怎么找? 2565890
邀请新用户注册赠送积分活动 1524058
关于科研通互助平台的介绍 1483707