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1                                Big data - Concept and application for telecommunications



                    Technologies such as parallel databases, in memory databases, non-SQL databases and analytical
                    algorithms allow this challenge to be resolved.
            –       Timeliness: The acquisition rate and timeliness, to effectively find elements in limited time that meet
                    a specified criterion in a large dataset, are new challenges faced by data processing. Other new
                    challenges are related to the types of criteria specified and there is a need to devise new index
                    structures and responses to the queries having tight response time limits.
            –       Privacy:  Data  about  human  individuals,  such  as  demographic  information,  Internet  activities,
                    commutation patterns, social interactions, energy or water consumption, are being collected and
                    analysed  for  different  purposes.  Big  data  technologies  and  services  are  challenged  to  protect
                    personal identities and sensitive attributes of data throughout the whole data processing cycle while
                    respecting applicable data retention policy.

            Positive  resolving  of  the  above  challenges  opens  new  opportunities  to  discover  new  data  relationships,
            hidden patterns or unknown dependencies.

            6.2     Big data ecosystem

            This clause describes an environment, called the big data ecosystem through roles and sub-roles. It also
            defines  necessary  activities  for  roles providing  and  consuming  big  data  services  as  well  as  relationships
            between roles.

            The big data ecosystem includes the following roles:
            –       data provider;
            –       big data service provider;
            –       big data service customer.

            The big data ecosystem is shown in Figure 6-1.


                               Data provider
                                                  Metadata
                                Data broker      Search

                            Publish
                           metadata   Find
                                                 Data   Big data service  Service  Big data service
                               Data supplier
                                                           provider                 customer

                                        Data request/ rawlingc        Service request
                                                                                       Y.3600(15)_F6-1

                                              Figure 6-1 – Big data ecosystem

            6.2.1       Data provider (DP)

            The data provider (DP) role consists of two sub-roles:
            –       data supplier;
            –       data broker.

            6.2.1.1  Data supplierThe data supplier provides data from different sources to the data broker, which can
                       be accessed by the big data service provider. The data supplier's activities include:
            –       generating data;

            –       creating metadata information describing the data source(s) and relevant attributes;
            –       publishing metadata information to access the metadata.



            10       Basics of Big data
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