Package: TCIU 1.2.7

TCIU: Spacekime Analytics, Time Complexity and Inferential Uncertainty

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. <https://www.degruyter.com/view/title/576646>. The package includes 18 core functions which can be separated into three groups. 1) draw longitudinal data, such as Functional magnetic resonance imaging(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.

Authors:Yongkai Qiu [aut], Zhe Yin [aut], Jinwen Cao [aut], Yupeng Zhang [aut], Yuyao Liu [aut], Rongqian Zhang [aut], Yueyang Shen [aut, cre], Rouben Rostamian [ctb], Ranjan Maitra [ctb], Daniel Rowe [ctb], Daniel Adrian [ctb], Yunjie Guo [aut], Ivo Dinov [aut]

TCIU_1.2.7.tar.gz
TCIU_1.2.7.zip(r-4.5)TCIU_1.2.7.zip(r-4.4)TCIU_1.2.7.zip(r-4.3)
TCIU_1.2.7.tgz(r-4.4-x86_64)TCIU_1.2.7.tgz(r-4.4-arm64)TCIU_1.2.7.tgz(r-4.3-x86_64)TCIU_1.2.7.tgz(r-4.3-arm64)
TCIU_1.2.7.tar.gz(r-4.5-noble)TCIU_1.2.7.tar.gz(r-4.4-noble)
TCIU_1.2.7.tgz(r-4.4-emscripten)TCIU_1.2.7.tgz(r-4.3-emscripten)
TCIU.pdf |TCIU.html✨
TCIU/json (API)

Peer review:

Bug tracker:https://github.com/socr/tciu/issues

On CRAN:

20 exports 0.71 score 163 dependencies 2 scripts 261 downloads

Last updated 2 days agofrom:18fb0fdc05. Checks:OK: 9. Indexed: yes.

Exports:fmri_2dvisualfmri_3dvisualfmri_3dvisual_regionfmri_imagefmri_kimesurfacefmri_post_hocfmri_pval_comparison_2dfmri_pval_comparison_3dfmri_ROI_phase1fmri_ROI_phase2fmri_simulate_funcfmri_stimulus_detectfmri_time_seriesfmri_ts_forecastGaussSmoothArrayGaussSmoothKernelILTinv_kimesurface_transformkimesurface_transformLT

Dependencies:abindaskpassawsawsMethodsbackportsbase64encbitopsbootbroombslibcachemcarcarDataclicodetoolscolorspacecorrplotcowplotcpp11crosstalkcubaturecurldata.tableDBIdeldirDEoptimRDerivdigestdoBydoParalleldplyrDTevaluateextraDistrfancycutfansifarverfastmapfmrifontawesomeforeachforecastfracdifffsgenericsgeometryggplot2ggpubrggrepelggsciggsignifgluegoftestgridExtragslgtablehighrhtmltoolshtmlwidgetshttpuvhttrICSICSNPinterpisobanditeratorsjquerylibjsonliteknitrlabelinglaterlatticelazyevallifecyclelinproglme4lmtestlpSolvemagicmagrittrMASSmathjaxrMatrixMatrixModelsmemoisemetadatmetaformgcvmicrobenchmarkmimeminqamitoolsmodelrMultiwayRegressionmunsellmvtnormnlmenloptrnnetnumDerivopenssloro.niftipbapplypbkrtestpcaPPpillarpkgconfigplotlyplyrpolyclippolynompracmapromisespurrrquadprogquantmodquantregR6rappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppProgressreshape2rlangrmarkdownRNiftirobustbaserrcovrstatixsassscalesSparseMspatstat.dataspatstat.explorespatstat.geomspatstat.randomspatstat.sparsespatstat.univarspatstat.utilsstringistringrsurveysurvivalsystensortibbletidyrtidyselecttimeDatetinytextseriesTTRurcautf8vctrsviridisLitewithrxfunxtsyamlzoo