Merging two GROUP BY-queries

Consider these two separate queries that returns the amount of shots -
periodwise - for a hockey team over a season:

gik=# SELECT period_num, sum(shots_teama) AS shots_home
gik-# FROM periods
gik-# WHERE matchid in (SELECT id
gik(# FROM matches
gik(# WHERE home AND played AND origin=1 AND
match_date between '2009-08-01' AND now()::date AND NOT training)
gik-# GROUP BY period_num
gik-# ORDER BY period_num;
period_num | shots_home
------------+------------
1 | 113
2 | 114
3 | 119
(3 rows)

gik=# SELECT period_num, sum(shots_teamb) AS shots_away
gik-# FROM periods
gik-# WHERE matchid in (SELECT id
gik(# FROM matches
gik(# WHERE NOT home AND played AND origin=1 AND
match_date between '2009-08-01' AND now()::date AND NOT training)
gik-# GROUP BY period_num
gik-# ORDER BY period_num;
period_num | shots_away
------------+------------
1 | 89
2 | 120
3 | 110
(3 rows)

I would like to join these two queries into a single result, but I'm
not sure how to accomplish this. I was thinking about an INNER JOIN
USING (period_num) but I don't know how to specify the query (or if
it's possible at all):

=> SELECT (SELECT ...query for shots_home...) INNER JOIN (SELECT
...query for shots_away...)
ERROR: syntax error at or near "INNER"
LINE 7: ORDER BY period_num) INNER JOIN (SELECT period_num, sum(shot...
^

Is there a way to merge these two queries into one result?

--
- Rikard