Efficiently Impute Large Scale Incomplete Matrix
c(
person(given = "Zhe", family = "Gao", email = "gaozh8@mail2.sysu.edu.cn", role = c("aut", "cre")),
person(given = "Jin", family = "Zhu", email = "zhuj37@mail2.sysu.edu.cn", role = c("aut")),
person(given = "Junxian", family = "Zhu", email = "zhujunx@mail2.sysu.edu.cn", role = c("aut")),
person(given = "Xueqin", family = "Wang", email = "wangxq88@mail.sysu.edu.cn", role = c("aut")),
person(given = "Yixuan", family = "Qiu", email = "yixuan.qiu@cos.name", role = c("cph")),
person(given = "Gael", family = "Guennebaud", email = "gael.guennebaud@inria.fr", role = c("cph", "ctb")),
person(given = "Jitse", family = "Niesen", email = "jitse@maths.leeds.ac.uk", role = c("cph", "ctb")),
person(given = "Ray", family = "Gardner", role = c("ctb")))
Zhe Gao [aut, cre],
Jin Zhu [aut],
Junxian Zhu [aut],
Xueqin Wang [aut],
Yixuan Qiu [cph],
Gael Guennebaud [cph, ctb],
Jitse Niesen [cph, ctb],
Ray Gardner [ctb]
Efficiently impute large scale matrix with missing values via its unbiased low-rank matrix approximation. Our main approach is Hard-Impute algorithm proposed in <http://www.jmlr.org/papers/v11/mazumder10a.html>, which achieves highly computational advantage by truncated singular-value decomposition.

Efficiently impute large scale matrix with missing values via its unbiased low-rank matrix approximation. Our main approach is Hard-Impute algorithm proposed in <https://www.jmlr.org/papers/v11/mazumder10a.html>, which achieves highly computational advantage by truncated singular-value decomposition.

Effective Information and Causal Emergence
c(
person("Travis", "Byrum", email = "tbyrum@terpmail.umd.edu",
role = c("aut", "cre")),
person("Anshuman", "Swain", email = "answain@terpmail.umd.edu",
role = c("aut")),
person("Brennan", "Klein", email = "klein.br@northeastern.edu",
role = c("aut")),
person("William", "Fagan", email = "bfagan@umd.edu",
role = c("aut"))
)
Methods and utilities for causal emergence.
Used to explore and compute various information theory metrics for networks, such as effective information, effectiveness and causal emergence.
assertthat, igraph, magrittr, shiny, entropy
testthat, RColorBrewer, knitr, rmarkdown, bench
Travis Byrum [aut, cre],
Anshuman Swain [aut],
Brennan Klein [aut],
William Fagan [aut]