Page 720 - Shaping smarter and more sustainable cities - Striving for sustainable development goals
P. 720

Without social networks, the ability for user‐generated content to propagate and penetrate the
            public  sphere  would  be  seriously  hindered.  Therefore,  citizen  journalism  or  citizen  reporting  is
            heavily tied to user generated content and media‐sharing services. Many governments have seen
            social  networks  and  media‐sharing  as  ways  to  disseminate  the  same  information  to  different
            individuals and social groups. For example, Cisco's infographic on the Internet of Things explains the
            connotation and also forecasts that by 2020, there would be 50 Billion 'things' connected to the
            Internet. These things are interconnection of objects ranging from PCs, mobile, TVs, cars, vending‐
            machines, cameras, alarm clocks, to even cattle and many more. The visual displays how these
            connected  things  could  make  a  difference  to  daily  lives.  Along  with  multiple  social  networks
            presence:  a  Facebook  page,  a  YouTube  channel  and  so  on.  Many  different  governments  and
            government  agencies  are  now  taking  similar  approaches  to  incorporation  of  social  networks
            approaches like Facebook into their data and communication activities to promote access to and
            usage of open data.

            5.5  Anonymization technology


            Known anonymization technologies are as listed:
            (1)     Deletion of attributes
                    (1.1)   Attributes suppression

                            To remove sensitive identifiers for protecting identification of personality.
                    (1.2)   Pseudonymization

                            To replace sensitive identifiers or combinations of identifiers, such as name, date
                            or birth to a code or number, etc.Hash function can be the candidate to calculate
                            the code.

            (2)     Change of attributes
                    (2.1)   Generalization
                            To  replace  an  attribute  to  a  generalized  value  or  higher  word  in  concepts.  For
                            example, 10‐year steps, change cucumber to vegetables, etc. Rounding is a way of
                            generalization.

                    (2.2)   Top/bottom coding
                            To put together small or large values into one attributes. For example, those who
                            are older than 100 years is changed to ">100".

            (3)     Perturbation
                    (3.1)   Micro‐aggregation
                            After  grouping  the  original  data,  each  attribute  of  records  in  a  same  group  is
                            replaced by a representative value of the group.
                    (3.2)   Noise injection

                            To add random noise into numeric attributes probabilistically.
                    (3.3)   Data swapping
                            Stochastically swapping the values of the attribute between records.

                    (3.4)   Synthetic microdata
                            To create artificial synthetic data to be statistically similar to the original data.




            710                                                      ITU‐T's Technical Reports and Specifications
   715   716   717   718   719   720   721   722   723   724   725