topic percentage of citations (in other technology class) received by a patent in a given year in SAS Programming

percentage of citations (in other technology class) received by a patent in a given year

Alexxxxxxx — Mon, 05 Oct 2020 21:45:27 GMT

Hi,

I am trying to compute the percentage of citations (in other technology class) received by a patent in a given year.

By using table1 as an example,

obs	patent class	citation_id	patent_id	year
1	A1	21	1	1990
2	A1	31	1	1990
3	B1	11	1	1990
4	B1	21	1	1990
5	B1	41	1	1990
6	C1	11	1	1990
7	A1	31	2	1991
8	B1	41	2	1991

For group1 (i.e., obs1-obs6), it is computed as

They belong to the same group because they have same ‘patent_id’ and ‘year’.

The denominator of group 1 is 6, while they have 6 different ‘patent class & citation_id’ observations.

The first numerator is 2 because there are two A1 in group 1 (i.e., obs1, obs2); the second numerator is 3 because there are three B1 in group 1 (i.e., obs3-5); the third numerator is 1 because there are one C1 in group 1 (i.e., obs3-5).

For group 2(i.e., obs7-obs8), it is computed as

I expect to get table have

patent_id	year	score
1	1990	0.61112
2	1991	0.5

Could you please give me some suggestions?

data table1;
    infile cards dsd  dlm=",";
    input
    patent_class :$50.  
    patent_id :$50.
    cited_id :$50.
    year :10.
    ;
    cards;
    A1,21,1,1990
    A1,31,1,1990
    B1,11,1,1990
    B1,21,1,1990
    B1,41,1,1990
    C1,11,1,1990
    A1,31,2,1991
    B1,41,2,1991
    ;;;;
run;

Re: percentage of citations (in other technology class) received by a patent in a given year

ChrisNZ — Tue, 06 Oct 2020 00:55:07 GMT

Consider how the calculation is progressed:

proc sql;
  select CITED_ID,count(*) as CLASSK from HAVE group by PATENT_CLASS, CITED_ID;

  select *, sum(CLASSK) as NCIT from(
    select CITED_ID,count(*) as CLASSK from HAVE group by PATENT_CLASS, CITED_ID 
  ) group by CITED_ID;

  select CITED_ID, 1 - sum( (CLASSK/NCIT)**2 ) from(
    select *, sum(CLASSK) as NCIT from(
      select CITED_ID,count(*) as CLASSK from HAVE group by PATENT_CLASS, CITED_ID 
    ) group by CITED_ID
  ) group by CITED_ID;

CITED_ID	CLASSK
1	2
1	3
1	1
2	1
2	1

CITED_ID	CLASSK	NCIT
1	2	6
1	3	6
1	1	6
2	1	2
2	1	2

CITED_ID
1	0.611111
2	0.5

Re: percentage of citations (in other technology class) received by a patent in a given year

ChrisNZ — Tue, 06 Oct 2020 01:03:55 GMT

A much more efficient way that uses the SAS tools:

proc summary data=HAVE chartype;
  class CITED_ID PATENT_CLASS ;
  types CITED_ID CITED_ID*PATENT_CLASS;
  output out=SUM;
run;

data WANT;
  merge SUM(where=(_TYPE_='10') rename=(_FREQ_=NCIT  ))
        SUM(where=(_TYPE_='11') rename=(_FREQ_=CLASSK));
  by CITED_ID;
  SUM + (CLASSK/NCIT)**2;
  if last.CITED_ID then do;
    SCORE=1-SUM;
    output; 
    SUM=0;
  end;
run;