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LowRankModels

swMATH ID: 27002
Software Authors: Udell, Madeleine; Horn, Corinne; Zadeh, Reza; Boyd, Stephen
Description: LowRankModels.jl is a julia package for modeling and fitting generalized low rank models (GLRMs). GLRMs model a data array by a low rank matrix, and include many well known models in data analysis, such as principal components analysis (PCA), matrix completion, robust PCA, nonnegative matrix factorization, k-means, and many more. For more information on GLRMs, see our paper. There is a python interface to this package, and a GLRM implementation in the H2O machine learning platform with interfaces in a variety of languages. LowRankModels.jl makes it easy to mix and match loss functions and regularizers to construct a model suitable for a particular data set. In particular, it supports: using different loss functions for different columns of the data array, which is useful when data types are heterogeneous (eg, real, boolean, and ordinal columns); fitting the model to only some of the entries in the table, which is useful for data tables with many missing (unobserved) entries; and adding offsets and scalings to the model without destroying sparsity, which is useful when the data is poorly scaled.
Homepage: https://github.com/madeleineudell/LowRankModels.jl
Source Code:  https://github.com/madeleineudell/LowRankModels.jl
Dependencies: Julia
Keywords: principal component analysis; generalized regularization; generalized loss function; fitting low rank models; Python implementation; Julia implementation; Spark implementation
Related Software: Pyglrm; softImpute; GloVe; LBFGS-B; R; GitHub; PMA; Adam; OptShrink; ePCA; LIBLINEAR; node2vec; Scikit; SDPLR; TensorToolbox; OBOE; Julia; denoiseR; PROPACK; LMaFit
Cited in: 45 Documents

Standard Articles

1 Publication describing the Software, including 1 Publication in zbMATH Year
Generalized low rank models. Zbl 1350.68221
Udell, Madeleine; Horn, Corinne; Zadeh, Reza; Boyd, Stephen
2016
all top 5

Cited by 110 Authors

4 Gillis, Nicolas
4 Josse, Julie
3 Boyd, Stephen Poythress
3 Udell, Madeleine
2 Bigot, Jéremie
2 Deledalle, Charles-Alban
2 Fithian, William
2 Hong, David E.
2 Jiang, Min
2 Klopp, Olga
2 Kolda, Tamara Gibson
2 Meng, Zhiqing
2 Pong, Ting Kei
2 Shen, Rui
2 Woodruff, David P.
1 Abdolali, Maryam
1 Aggarwal, Charu C.
1 Alaya, Mokhtar Z.
1 Aravkin, Aleksandr Y.
1 Archetti, Francesco
1 Avron, Haim
1 Backenroth, Daniel
1 Bai, Jushan
1 Balcan, Maria-Florina
1 Becker, Stephen R.
1 Berk Wheelock, Lauren
1 Bertsimas, Dimitris John
1 Bossmann, Florian
1 Boyer, Claire
1 Candelieri, Antonio
1 Chen, Cathy Yi-Hsuan
1 Chen, Kun
1 Chen, Xiaojun
1 Chen, Yunxiao
1 Clarkson, Kenneth L.
1 Cory-Wright, Ryan
1 Dai, Ben
1 Daneshmand, Amir
1 Dang, Chuangyin
1 De Handschutter, Pierre
1 Dey, Dipak Kumar
1 Dobriban, Edgar
1 Driggs, Derek
1 Duersch, Jed A.
1 Dutta, Aritra
1 Facchinei, Francisco
1 Féral, Delphine
1 Févotte, Cédric
1 Filstroff, Louis
1 Galuzzi, Bruno G.
1 Giordani, Ilaria
1 Goldsmith, Jeff
1 Härdle, Wolfgang Karl
1 Hien, Le Thi Khanh
1 Horn, Corinne
1 Kallus, Nathan
1 Klochkov, Yegor
1 Landgraf, Andrew J.
1 Lee, Yoonkyung
1 Lei, Jing
1 Li, Gen
1 Li, Guoyin
1 Li, Xiaoou
1 Li, Xin
1 Li, Xinrong
1 Liang, Jian
1 Liang, Yingyu
1 Lin, Kevin Z.
1 Liu, Lydia T.
1 Lumbreras, Alberto
1 Luo, Chongliang
1 Ma, Jianwei
1 Mazumder, Rahul
1 Meyers, Bennet E.
1 Moulines, Eric
1 Ng, Serena
1 Pachamanova, Dessislava A.
1 Pauphilet, Jean
1 Perego, Riccardo
1 Phan, Duy Nhat
1 Robin, Geneviève
1 Roeder, Kathryn
1 Sadler, Brian M.
1 Saul, Lawrence K.
1 Schrack, Jennifer A.
1 Scutari, Gesualdo
1 Shen, Xiaotong
1 Shinohara, Russell T.
1 Shitov, Yaroslav Nikolaevich
1 Siebert, Xavier
1 Singer, Amit
1 Song, Zhao
1 Sportisse, Aude
1 Sun, Ying
1 Tibshirani, Robert John
1 Townsend, Alex
1 Ungun, Barıṣ
1 Wager, Stefan
1 Wang, Fei
1 Wang, Junhui
...and 10 more Authors

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