CRAN/E | TCIU

TCIU

Spacekime Analytics, Time Complexity and Inferential Uncertainty

Installation

About

Provide the core functionality to transform longitudinal data to complex-time (kime) data using analytic and numerical techniques, visualize the original time-series and reconstructed kime-surfaces, perform model based (e.g., tensor-linear regression) and model-free classification and clustering methods in the book Dinov, ID and Velev, MV. (2021) "Data Science: Time Complexity, Inferential Uncertainty, and Spacekime Analytics", De Gruyter STEM Series, ISBN 978-3-11-069780-3. . The package includes 18 core functions which can be separated into three groups. 1) draw longitudinal data, such as fMRI time-series, and forecast or transform the time-series data. 2) simulate real-valued time-series data, e.g., fMRI time-courses, detect the activated areas, report the corresponding p-values, and visualize the p-values in the 3D brain space. 3) Laplace transform and kimesurface reconstructions of the fMRI data.

github.com/SOCR/TCIU
www.socr.umich.edu/spacekime/
www.socr.umich.edu/TCIU/
System requirements GNU make
Bug report File report

Key Metrics

Version 1.2.1
R ≥ 3.5.0
Published 2022-11-01 152 days ago
Needs compilation? yes
License GPL-3
CRAN checks TCIU results

Downloads

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Last 90 days 451 -8%
Last 365 days 1.497 -63%

Maintainer

Maintainer

Yongkai Qiu

yongkai@umich.edu

Authors

Yongkai Qiu

aut / cre

Zhe Yin

aut

Jinwen Cao

aut

Yupeng Zhang

aut

Yuyao Liu

aut

Rongqian Zhang

aut

Rouben Rostamian

ctb

Ranjan Maitra

ctb

Daniel Rowe

ctb

Daniel Adrian

ctb

(gLRT method for complex-valued fMRI statistics)

Yunjie Guo

aut

Ivo Dinov

aut

Material

Reference manual
Package source

Vignettes

Laplace Transform and Kimesurface Transform of TCIU Analytics
Workflow of TCIU Analytics

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-develnot available

x86_64

r-releasenot available

x86_64

r-oldrelnot available

x86_64

Old Sources

TCIU archive

Depends

R ≥ 3.5.0

Imports

stats
ggplot2
dplyr
tidyr
RColorBrewer
fancycut
scales
plotly
gridExtra
ggpubr
ICSNP
rrcov
geometry
DT
forecast
fmri
pracma
zoo
extraDistr
parallel
foreach
spatstat.core
spatstat.geom
cubature
doParallel
reshape2
MultiwayRegression

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