Representative subset selection and outlier detection via isolation forest
Author:
Affiliation:
1. College of Chemistry and Chemical Engineering
2. Central South University
3. Changsha 410083
4. China
Abstract
A new algorithm, Isolation forest Outlier detection and Subset selection (IOS), has been proposed, which can simultaneously detect outliers and select representative subsets.
Funder
National Natural Science Foundation of China
Publisher
Royal Society of Chemistry (RSC)
Subject
General Engineering,General Chemical Engineering,Analytical Chemistry
Link
http://pubs.rsc.org/en/content/articlepdf/2016/AY/C6AY01574C
Reference24 articles.
1. X. Chu , Molecular spectroscopy analytical technology combined with chemometrics and its applications, Chemical Industry Press, Beijing, 2011, p. 95
2. Design of a reference value-based sample-selection method and evaluation of its prediction capability
3. Prediction of Normal Boiling Points for a Diverse Set of Industrially Important Organic Compounds from Molecular Structure
4. Random Forest Models To Predict Aqueous Solubility
5. Prediction of drug solubility from Monte Carlo simulations
Cited by 33 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Size stable batch mode model updating method;Vibrational Spectroscopy;2024-09
2. Building an XGBoost model based on landscape metrics and meteorological data for nonpoint source pollution management in the Nakdong river watershed;Ecological Indicators;2024-08
3. Calibration set reduction by the selection of a subset containing the best fitting samples showing optimally predictive ability;Talanta;2024-01
4. Anomaly detection in oil-producing wells: a comparative study of one-class classifiers in a multivariate time series dataset;Journal of Petroleum Exploration and Production Technology;2023-11-08
5. Streaming-Based Anomaly Detection in ITS Messages;Applied Sciences;2023-06-20
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3