Betting Algorithm in Full Force
Watson's betting algorithm was in full force, as it found both Daily Double
clues in the round. Watson wagered $6,436 and $1,246, respectively. "I won't
ask," said the host, Alex Trebek.
Players often take into account other players' scores, their confidence and
their gut feeling when making wagers, which allows them to bet aggressively,
according to Stephen Baker, the author of "Final Jeopardy," a book
about Watson. Watson's calculations are strictly based on its confidence
scores, he said.
It's hard for a computer to calculate confidence, according to Nico
Schlaefer, a student at Carnegie Mellon
University who worked on the Watson
project. "Humans usually know whether they know the answer. Watson may
not," he said.
Schlaefer worked on the algorithm that allowed Watson to gather relevant
source material to find the answer and supporting evidence. Another CMU student
on the project, Hideki Shima, worked on the algorithm for Watson to assign a
score based on the likelihood of how well the supporting evidence supported
each possible answer on its list of candidates.
When asked a question about items stolen from a museum in 2003, Watson had
only 32 percent confidence in its first-choice answer. It said "I'm going
to guess," before giving the right answer.
IBM hopes to use the deep Q&A
technology behind Watson to create systems that require lots of data analysis
in a wide variety of fields, including
legal, government and health care. "It's limitless, the number of
things you could apply this to," IBM
Research Program Manager David Shepler said during the broadcast.
In the legal field, lawyers could have access to a "vast,
self-contained database" loaded with all of the internal and external
information relating to litigation, protecting intellectual property, writing
contracts or negotiating an acquisition, Robert Weber, IBM's
senior vice president of legal and regulatory affairs, wrote in the National
Law Journal.
"Think about the possibilities for medical diagnosis support, for
better anticipating the energy needs of utilities, or for protecting insurers,
banks and governments from fraud," Weber said.
Social services employees could use a Watson-like system to easily
differentiate claims that come in each day, Anne Altman, a general manager in IBM
Global Public sector, wrote in Government
Technology. The system could separate out the claims for life-saving
treatments as well as help caseworkers find similar cases from the past, she
said.
Watson appeared to have breezed through Double Jeopardy, but that was
apparently not the case. During the course of the game, Watson had crashed
multiple times during the taping, said NOVA
producer Michael Bicks, who had been at the taping of the show. The half
hour match took four hours to tape, he said.
At the end of the game, the IBM team was
still nervous about the outcome of the tournament because they knew "all
the different ways it could lose," Bicks said.
Watson beat the humans to buzz in and answer 24 of 30 clues. The computer
nailed answers on an impressive variety of topics, ranging from architecture to
biological science to classical music to "Saturday Night Live."
If Watson wins the three-day-two-game tournament, IBM
will donate the full $1 million prize to charity.









