Big data analytics: a survey

Tsai, Chun-Wei; Lai, Chin-Feng; Chao, Han-Chieh; Vasilakos, Athanasios V.

doi:10.1186/s40537-015-0030-3

Journal of Big Data

Table 3 The big data analysis frameworks and methods

\(\mathcal {P}\)	Name	References	Year	Description	\(\mathcal {T}\)
Analysis framework	DOT	[88]	2011	Add more computation resources via scale out solution	Framework
	GLADE	[89]	2011	Multi-level tree-based system architecture
	Starfish	[92]	2012	Self-tuning analytics system
	ODT-MDC	[96]	2012	Privacy issues
	MRAM	[91]	2013	Mobile agent technologies
	CBDMASP	[94]	2013	Statistical computation and data mining approaches
	SODSS	[97]	2013	Decision support system issues
	BDAF	[93]	2014	Data centric architecture
	HACE	[95]	2014	Data mining approaches
	Hadoop	[83]	2011	Parallel computing platform	Platform
	CUDA	[84]	2007	Parallel computing platform
	Storm	[85]	2014	Parallel computing platform
	Pregel	[125]	2010	Large-scale graph data analysis
	MLPACK	[86]	2013	Scalable machine learning library	ML
	Mahout	[87]	2011	Machine-learning algorithms
	MLAS	[124]	2012	Machine-learning algorithms
	PIMRU	[124]	2012	Machine Learning algorithms
	Radoop	[129]	2011	Data analytics, machine learning algorithms, and R statistical tool
Mining algorithm	DBDC	[144]	2004	Parallel clustering	CLU
	PKM	[145]	2009	Map-reduce-based k-means clustering
	CloudVista	[111]	2012	Cloud computing for clustering
	MSFCUDA	[113]	2013	GPU for clustering
	BDCAC	[127]	2013	Ant on grid computing environment for clustering
	Corest	[114]	2013	Use a tree construction for generating the coresets in parallel for clustering
	SOM-MBP	[126]	2013	Neural network with CGP for classification	CLA
	CoS	[115]	2013	Parallel computing for classification
	SVMGA	[72]	2014	Using GA for reduce the number of dimensions
	Quantum SVM	[116]	2014	Quantum computing for classification
	DPSP	[121]	2010	Applied frequent pattern algorithm to cloud platform	FP
	DHTRIE	[120]	2011	Applied frequent pattern algorithm to cloud platform
	SPC, FPC, and DPC	[117]	2012	Map-reduce model for frequent pattern mining
	MFPSAM	[119]	2014	Concerned the specific interest constraints and applied map-reduce model

\(\mathcal {P}\) perspective, \(\mathcal {T}\) taxonomy, ML machine learning, CLU clustering, CLA classification, FP frequent pattern

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