The SPMF Open-Source Data Mining Library Version 2

被引：344

作者：

Fournier-Viger, Philippe ^{[1
]}

Lin, Jerry Chun-Wei ^{[2
]}

Gomariz, Antonio ^{[3
]}

Gueniche, Ted ^{[4
]}

Soltani, Azadeh ^{[5
]}

Deng, Zhihong ^{[6
]}

Hoang Thanh Lam ^{[7
]}

机构：

[1] Harbin Inst Technol, Shenzhen Grad Sch, Sch Nat Sci & Humanities, Shenzhen, Peoples R China

[2] Harbin Inst Technol, Shenzhen Grad Sch, Sch Comp Sci & Technol, Shenzhen, Peoples R China

[3] Univ Murcia, Dept Informat & Commun Engn, Murcia, Spain

[4] Univ Moncton, Dept Comp Sci, Moncton, NB, Canada

[5] Univ Bojnord, Dept Comp Engn, Bojnord, Iran

[6] Peking Univ, Sch Elect Engn & Comp Sci, Beijing, Peoples R China

[7] IBM Ireland Res Lab, Dublin, Ireland

来源：

MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2016, PT III | 2016年 / 9853卷

关键词：

Open-source library; Data mining; Frequent pattern mining;

D O I：

10.1007/978-3-319-46131-1_8

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

SPMF is an open-source data mining library, specialized in pattern mining, offering implementations of more than 120 data mining algorithms. It has been used in more than 310 research papers to solve applied problems in a wide range of domains from authorship attribution to restaurant recommendation. Its implementations are also commonly used as benchmarks in research papers, and it has also been integrated in several data analysis software programs. After three years of development, this paper introduces the second major revision of the library, named SPMF 2, which provides (1) more than 60 new algorithm implementations (including novel algorithms for sequence prediction), (2) an improved user interface with pattern visualization (3) a novel plug-in system, (4) improved performance, and (5) support for text mining.

引用

页码：36 / 40

页数：5

共 50 条

[31] Diffractio: an open-source library for diffraction and interference calculations
Miguel Sanchez-Brea, Luis
Soria-Garcia, Angela
Andres-Porras, Joaquin
Pastor-Villarrubia, Veronica
Elshorbagy, Mahmoud H.
del Hoyo Munoz, Jesus
Jose Torcal-Milla, Francisco
Alda, Javier
[J]. OPTICS AND PHOTONICS FOR ADVANCED DIMENSIONAL METROLOGY III, 2024, 12997
[32] Experiences of Migrating to an Open-Source Integrated Library System
Singh, Vandana
[J]. INFORMATION TECHNOLOGY AND LIBRARIES, 2013, 32 (01) : 36 - 53
[33] Collaboration creates free open-source hardware library
Eccles, L
[J]. ELECTRONIC DESIGN, 2001, 49 (10) : 32 - 32
[34] Lessons Learned: Implementing an Open-Source Library System
Grothkopf, Uta
Erdmann, Christopher
[J]. LIBRARY AND INFORMATION SERVICES IN ASTRONOMY VI: 21ST CENTURY ASTRONOMY LIBRARIANSHIP, FROM NEW IDEAS TO ACTION, 2010, 433 : 310 - 316
[35] Ciw: An open-source discrete event simulation library
Palmer, Geraint, I
Knight, Vincent A.
Harper, Paul R.
Hawa, Asyl L.
[J]. JOURNAL OF SIMULATION, 2019, 13 (01) : 68 - 82
[36] Digital Preservation in Open-Source Digital Library Software
Madalli, Devika P.
Barve, Sunita
Amin, Saiful
[J]. JOURNAL OF ACADEMIC LIBRARIANSHIP, 2012, 38 (03): : 161 - 164
[37] An open-source library for hydrodynamic simulation of marine structures
Miquel S.E.
Fonseca Í.A.
Gaspar H.M.
Vieira D.P.
[J]. Marine Systems and Ocean Technology, 2020, 15 (03) : 160 - 174
[38] Open-Source Data and the Study of Homicide
Parkin, William S.
Gruenewald, Jeff
[J]. JOURNAL OF INTERPERSONAL VIOLENCE, 2017, 32 (18) : 2693 - 2723
[39] An Open-source Library for Processing of 3D Data from Indoor Scenes
Maria Martinez-Otzeta, Jose
Mendialdua, Inigo
Rodriguez-Moreno, Itsaso
Rodriguez, Igor
Sierra, Basilio
[J]. PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION APPLICATIONS AND METHODS (ICPRAM), 2021, : 610 - 615
[40] EcBot: Data-Driven Energy Consumption Open-Source MATLAB Library for Manipulators
Heredia, Juan
Schlette, Christian
Kjaergaard, Mikkel Baun
[J]. 2023 21ST INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS, ICAR, 2023, : 340 - 347

← 1 2 3 4 5 →