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Humans Hold Off the Machines... For Now
Murr writes "The six game match between Gary Kasparov and the Deep Junior program ended in a draw today. Kasparov won game 1 and lost game 3 to a blunder, while the other 4 games were drawn. While the quality of play was not outstanding, after the recent matches of Kramnik and Kasparov against commercial programs running on (high end) commodity hardware, it's becoming apparent that chess programs are getting quite competitive with top human players."
chess is nice, but most progresses in chess have been due to speed increases in hardware and optimizations, hence allowing the computer to overpower the human with depth of search. On top of that, the evaluation functions are rather primitive, with lots of factors, but fail rather miserably without a great depth of search. New developments such as Logistello's statistical forward alpha cutoff called multiprobcut is the interesting development, IMHO
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For those of you who are unfamiliar with chess or computer chess, I'll explain how this works...
A chess game can be broken into three parts, the opening, the middle game, and the endgame.
Computers play the endgame *perfectly*. They do not make mistakes, they play perfectly. And they keep getting better. Originally, they played perfectly when 3 pieces were left on the board. Then 4. Then 5. Then 6. Their pefect playing keeps heading more and more towards the middle of the game.
Then we get to what they play second-best - openings. Computers play the opening as well as any opening ever played. They have every opening ever played by a top player in a "book", and with the generally agreed opinions of the top players what the best opening moves are. One advantage of the computer is it has all of this "memorized" in it's book within massive databases, whereas for a human it's difficult to retain this all, especially in an up-to-date manner. The one advantage a human player has here is he can discover a NEW opening variation, while the computer can't, or at least it won't under these circumstances. But finding new good variations is very difficult, and once one is played, the cat is out of the bag so to speak. So it's a very time-consuming thing to search for which can only be used once to great effect because it's a surprise.
The middle game is where the human player, if he or she is very good, has the most advantage over a computer. Tactically, the computer can wipe the floor with any human player. But human's can strategize better than computers. It's to the human's advantage to play in certain ways against the computer - such as to keep the game "closed up", to advance pawns towards the queening square and so forth. In this case, the computer often can't see the forest for the trees, what would be obvious to even a lower-rated human the computer can not comprehend.
So middle game strategy (and to a lesser extent, new opening variations) is where humans still have the advantage. Kasparov has always used this to the hilt. There are some grandmasters like Yasser Seirawan who make a specialty out of beating computers as well (one mark against Seirawan is thar his books on chess are printed by Microsoft Press...yech). There is material out there on the net on how to beat computers as well. But you have to be a really good player to even get near that level - it takes a lot of study before you could even begin approaching that.
Here in the US, the sixth and final match was televised on the cable channel ESPN 2. I was channel surfing and I happened to stumble across it. To my surprise, it was actually quite interesting to watch on TV.
I am not a big chess freak, so I would have guessed that watching chess would be a lot like watching paint dry. However, it was made interesting by the "play-by-play" analysts who were chess masters themselves. They did a good job of explaining the moves, and also the psychology and strategy of chess at the grand master level. It really gave me a lot of insight into what goes on at when chess is played at such a high level.
After the match ended in a draw, they interviewed Kasparov. It was interesting to get his reaction to the match. Basically, his goal for the game was to "not lose", which is why he offered a draw from a very strong position. He didn't want to take a chance of making a blunder like he did in the third game of the match.
It seemed like the key advantage that the computer has in this situation is the fact that it doesn't have an ego to deal with. After losing to Deep Blue in 1997, it seemed like Kasparov was very afraid of losing to another computer in such a high-profile match. That definitely affect the way he approached the game.
The computer, on the other hand, is just calculating moves, so psychology doesn't factor into how it plays. To me, this seems like the biggest advantage that a computer has over a human player.
Also, he seemed to have more respect for this computer program than he did for Deep Blue. Apparently, he had a lot of problems with Deep Blue and how the 1997 match was handled. It could be sour grapes, of course, so I took his comments with a grain of salt.
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Does anyone have a good link describing the programmers behind Deep Junior? All I could find were news articles and press releases. I'd like to read more information about their strategy, search algorithms, etc.
David