×

MLlib

swMATH ID: 15430
Software Authors: Meng, Xiangrui; Bradley, Joseph; Yavuz, Burak; Sparks, Evan; Venkataraman, Shivaram; Liu, Davies; Freeman, Jeremy; Tsai, Db; Amde, Manish; Owen, Sean; Xin, Doris; Xin, Reynold; Franklin, Michael J.; Zadeh, Reza; Zaharia, Matei; Talwalkar, Ameet
Description: MLlib: machine learning in apache spark. Apache Spark is a popular open-source platform for large-scale data processing that is well-suited for iterative machine learning tasks. In this paper we present MLlib, Spark’s open-source distributed machine learning library. MLlib provides efficient functionality for a wide range of learning settings and includes several underlying statistical, optimization, and linear algebra primitives. Shipped with Spark, MLlib supports several languages and provides a high-level API that leverages Spark’s rich ecosystem to simplify the development of end-to-end machine learning pipelines. MLlib has experienced a rapid growth due to its vibrant open-source community of over 140 contributors, and includes extensive documentation to support further growth and to let users quickly get up to speed.
Homepage: http://spark.apache.org/mllib/
Related Software: Apache Spark; Scikit; Spark; LIBSVM; MapReduce; Hadoop; Mahout; UCI-ml; R; LIBLINEAR; XGBoost; RCV1; WEKA; rpart; TensorFlow; ElemStatLearn; randomForest; Apache Flink; GraphX; HOGWILD
Cited in: 21 Publications
all top 5

Cited by 113 Authors

1 Amde, Manish
1 Anil, Robin
1 Arbabifard, Kamyar
1 Asencio-Cortes, Gualberto
1 Avalos, Omar
1 Azzag, Hanene
1 Babaee, Hessam
1 Bacciu, Davide
1 Benbernou, Salima
1 Berthold, Michael R.
1 Borboudakis, Giorgos
1 Bradley, Joseph
1 Capan, Gokhan
1 Carta, Antonio
1 Chen, Weizhu
1 Chen, Yun
1 Christophides, Vassilis
1 Das, Santak
1 Drost-Fromm, Isabel
1 Dunning, Ted
1 Duong, Tarn
1 Fernandez-Basso, Carlos
1 Fillbrunn, Alexander
1 Forte, Simone
1 Franklin, Michael J.
1 Freeman, Jeremy
1 Friedman, Ellen
1 Gairola, Kartik
1 Ghesmoune, Mohammed
1 Gnesi, Stefania
1 Gopal, Chidambara N.
1 Gotety, Ramya
1 Grant, Trevor
1 Gudivada, Venkat N.
1 Iwen, Mark A.
1 Jagadale, Akshay
1 Jaggi, Martin
1 Jain, Pooja
1 Jordan, Michael Irwin
1 Kakarlapudi, Avinash V.
1 Kanavos, Andreas
1 Karniadakis, George Em
1 Katsogridakis, Pavlos
1 Kumar, Shishir
1 Langseth, Helge
1 Lebbah, Mustapha
1 Lin, Qihang
1 Lin, Yi-Yang
1 Lingras, Pawan
1 Liu, Davies
1 Lu, Haihao
1 Ma, Chenxin
1 Madsen, Anders L.
1 Martín-Bautista, María-José
1 Martínez-Álvarez, Francisco
1 Martínez, Ana M.
1 Masegosa, Andrés R.
1 Masoumi, Behrooz
1 Mazumder, Rahul
1 Mehta, Tejas R.
1 Meng, Xiangrui
1 Nair, Divitha
1 Nielsen, Thomas D.
1 Nodarakis, Nikolaos
1 Okafor, Nonso
1 Ouziri, Mourad
1 Owen, Sean W.
1 Pande, Kartikeya
1 Pérez-Chacón, R.
1 Pratikakis, Polyvios
1 Quinn, Shannon L.
1 Qureshi, Shiban
1 Raissi, Maziar
1 Ramos-López, Darío
1 Ranjan, Paritosh
1 Roy, Asim Kumar
1 Rudraraju, Srinivasa B.
1 Ruiz, María Dolores
1 Salehi, Abbas
1 Salmerón, Antonio
1 Schelter, Sebastian
1 Semini, Laura
1 Sharma, Kirti
1 Sharma, Shashank
1 Shukla, Anju
1 Siebes, Arno P. J. M.
1 Sindhanuru, Hemanth
1 Singh, Harikesh
1 Singh, Suraj Bhan
1 Sioutas, Spyros
1 Smith, Virginia
1 Sparks, Evan
1 Takáč, Martin
1 Talwalkar, Ameet
1 Tang, Ji
1 Troncoso, Alicia
1 Tsai, Db
1 Tsakalidis, Athanasios K.
1 Tsamardinos, Ioannis
1 Tsolis, Dimitrios
...and 13 more Authors

Citations by Year