MCR-ALS GUI 2.0: New features and applications

多集 计算机科学 算法 投影(关系代数) 子空间拓扑 数据挖掘 多线性映射 MATLAB语言 集合(抽象数据类型) 噪音(视频) 接口(物质) 人工智能 图形用户界面 数学 图像(数学) 程序设计语言 气泡 组合数学 最大气泡压力法 并行计算 纯数学
作者
Joaquim Jaumot,Anna de Juan,Romà Tauler
出处
期刊:Chemometrics and Intelligent Laboratory Systems [Elsevier]
卷期号:140: 1-12 被引量:738
标识
DOI:10.1016/j.chemolab.2014.10.003
摘要

An updated version of the graphical user-friendly interface related to the Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS) algorithm is presented. This GUI works under MATLAB® environment and includes recently published advances of this algorithm linked to the implementation of additional constraints, such as kinetic hard-modeling and correlation (calibration), as well as constraints linked to model structure for multiset and multi-way data analysis, such as the possibility to use fully or partially multilinear models (trilinear or quadrilinear) to describe the data set. In addition, a step has been included to allow the preliminary subspace maximum likelihood projection to decrease noise propagation effects in case of large non-homoscedastic uncertainties, and the possibility of direct selection of number of components and of initial estimates. Finally, a number of options to present and handle the output information have been added, such as the display of data fitting evolution, improvement in the display of loading profiles in different modes for multi-way data, refolding MCR scores into 2D distribution maps for hyperspectral images and the internal connection to the MCR-Bands GUI, previously designed for the assessment of the extent and location of ambiguities in the MCR resolved profiles. Different examples of use of this updated interface are given in this work.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
lovehuahua发布了新的文献求助10
4秒前
we发布了新的文献求助10
5秒前
啦啦啦完成签到,获得积分10
5秒前
小星发布了新的文献求助30
5秒前
lucas发布了新的文献求助10
6秒前
科研通AI6应助菩提石头采纳,获得10
6秒前
zky完成签到,获得积分20
7秒前
奇趣糖发布了新的文献求助20
8秒前
陈哇塞完成签到,获得积分20
8秒前
彭茜关注了科研通微信公众号
9秒前
烟花应助we采纳,获得10
12秒前
整齐便当发布了新的文献求助10
13秒前
yyzhou应助科研通管家采纳,获得10
16秒前
小马甲应助科研通管家采纳,获得200
16秒前
顾矜应助科研通管家采纳,获得10
16秒前
上官若男应助科研通管家采纳,获得10
16秒前
雨姐科研应助科研通管家采纳,获得10
16秒前
浮游应助科研通管家采纳,获得10
16秒前
CipherSage应助科研通管家采纳,获得10
16秒前
汉堡包应助科研通管家采纳,获得30
17秒前
宅多点应助科研通管家采纳,获得10
17秒前
浮游应助科研通管家采纳,获得10
17秒前
yyzhou应助科研通管家采纳,获得10
17秒前
雨姐科研应助科研通管家采纳,获得10
17秒前
汉堡包应助科研通管家采纳,获得10
17秒前
小马甲应助科研通管家采纳,获得10
17秒前
酷波er应助科研通管家采纳,获得10
17秒前
boltos应助chenzhi采纳,获得10
17秒前
yyzhou应助科研通管家采纳,获得10
17秒前
研友_VZG7GZ应助陈哇塞采纳,获得10
17秒前
深情安青应助科研通管家采纳,获得10
17秒前
ilihe应助科研通管家采纳,获得10
17秒前
华仔应助科研通管家采纳,获得10
17秒前
17秒前
17秒前
Xulyun完成签到 ,获得积分10
20秒前
23秒前
Chiuchiu完成签到,获得积分10
26秒前
27秒前
小二郎应助奇趣糖采纳,获得10
27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
List of 1,091 Public Pension Profiles by Region 1621
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 800
Biology of the Reptilia. Volume 21. Morphology I. The Skull and Appendicular Locomotor Apparatus of Lepidosauria 620
A Guide to Genetic Counseling, 3rd Edition 500
Laryngeal Mask Anesthesia: Principles and Practice. 2nd ed 500
The Composition and Relative Chronology of Dynasties 16 and 17 in Egypt 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 5560313
求助须知:如何正确求助?哪些是违规求助? 4645465
关于积分的说明 14675208
捐赠科研通 4586593
什么是DOI,文献DOI怎么找? 2516488
邀请新用户注册赠送积分活动 1490109
关于科研通互助平台的介绍 1460915