Secure big data ecosystem architecture: challenges and solutions

Anwar, Memoona J.; Gill, Asif Q.; Hussain, Farookh K.; Imran, Muhammad

doi:10.1186/s13638-021-01996-2

EURASIP Journal on Wireless Communications and Networking

Table 10 Overview of solutions to key big data security and privacy issues

From: Secure big data ecosystem architecture: challenges and solutions

DAMA knowledge area	Solution	Study	Frequency	Percentage
Data architecture	Architecture security	s11, s13, s18, s22, s28, s30, s35, s40, s54	9	12
Data modeling and design	Communication security	s11, s21, s22, s23, s30, s35, s40, s41	8	10
	Threat modeling/risk assessment	s10, s18, s19, s21, s24, s29, s30, s36, s39, s48, s54, s70, s78	13	17
	Intrusion recognition	s13, s18, s39	3	4
Data storage and operations	Incorporate end point validation and response capabilities	s28, s33, s36, s54	4	5
	Secure queries	s12, s16, s28	3	4
	Secure data collection, storage, usage, transaction logs and destruction	s8, s12, s18, s23, s57s28, s33, s35, s36, s37, s39, s54, s57, s69, s71, s72, s73	16	20
	Distributed sources for data	s10, s23, s28, s36, s38	5	7
	Data transformation	s13, s23, s28, s36	5	7%
	Machine learning algorithms	s39, s46, s55	3	4
	Data classification	s69, s72, s73	3	4
Data security	Encryption	s4, s10, s11, s12, s16, s21, s22, s26, s28, s30, s31, s35, s36, s38, s40, s41, s42, s45, s47, s53, s54, s57, s59, s65, s66, s77, s78	27	34
	User validation	s11, S19, s26, s28, s30, s37, s54, s77	8	10
	Confidentiality	s16, s26, s38, s39, s48, s57, s66, s69	8	10
	Skills	s13, s15, s18, s27, s37	5	7
	Differential privacy	s7, s10, s11, s40, s57, s69, s71, s73, s75	9	11
	Latent data privacy	s64	1	2
	Data-driven privacy preserving	s67, s68, s71, s76	4	5
Data integration and interoperability			0	0
Documents and contents	Granular access control	s10, s11, s15, s16, s21, s24, s26, s28, s29, s30, s31, s33, s36, s45, s48, s54, s55, s66, s69, s76	20	25
	Data anonymization	s7, s10, s12, s14, s16, s19, s21, s29, s31, s35, s42, s44, s45, s47, s48, s51, s57, s58, s59, s68, s69, s71, s73, s77	24	31
	Granular audits	s21, s28, s33, s54, s72, s76, s78	7	9
	User education	s28, s44	2	3
Reference and master data	Recovery	s15, s21	2	3
Data warehousing and business intelligence			0	0
Meta-data	Storage of encrypted header information	S35	1	2
	Provenance metadata	s4, s23, s42, s67, s72	5	6
Data quality	Integrity	s4, s10, s14, s16, s22, s23, s26, s28, s30, s35, s38, s39, s42, s44, s48, s51, s53, s55, s57, s69	20	25
Data governance	Privacy at social network	s13, s19, s23, s28, s38, s49, s52, s53, s78	9	11
	Policies, laws or government	s1, s8, s10, s13, s15, s19, s21, s59, s62s22, s23, s25, s28, s29, s31, s35, s37, s38, s40, s41, s44, s49, s51, s56, s57, s69, s72, s73, s76	27	34

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