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Abstract We demonstrate the unsuitability of Artificial Neural Networks (ANNs) to the game of Tetris and show that their great strength, namely, their ability of generalization, is the ultimate cause. This work describes a variety of attempts at applying the Supervised Learning approach to Tetris and demonstrates that these approaches (resoundedly) fail to reach the level of performance of hand-crafted Tetris solving algorithms. We examine the reasons behind this failure and also demonstrate some interesting auxiliary results.

We show that training a separate network for each Tetris piece tends to outperform the training of a single network for all pieces; training with randomly generated rows tends to increase the performance of the networks; networks trained on smaller board widths and then extended to play on bigger boards failed to show any evidence of learning, and we demonstrate that ANNs trained via Supervised Learning are ultimately ill-suited to Tetris.

Tetris 5000 is a real enduring masterpiece in multiplicity of computer arcade games. Since the beginning of 3D Games Age you have never seen such gripping game as this one is! Tetris 5000 will wonder you with outstanding 3D effects: dynamic blocks, moving interactive and fragmentary frame, nice dynamic gameplay, natural background. Also you will enjoy extraordinary bonuses such as the bomb that blows up several lines of blocks, spining bonus, special figures and others. Try all of plural game options - they will make your game session delightful!

Easy-listening popular music and stereo sound effects will make you forget the external world around the computer! Spin the figures and fill the frame with colored blocks - this is really fascinating thing! New bonus in this improbable game! You can extend your game session using 'Rubber Bomb' bonus! It will blow up all unnecessary blocks in the glass! Tetris 5000 Main Features • The EleFun Multimedia Company has released Tetris 5000 - a remake of the most famous game in the world Tetris. • The game has many advantages and is really worth playing.

• It has perfect and fascinating gameplay of a classical Tetris, as well as many other unique features. • Millions of Tetris fans will experience well known feelings, which will be added to the delight from new features and know-how of Tetris 5000. • Tetris 5000 broadens gameplay of a classical Tetris. Frames of a game field of this game became interactive and now they are moving from side to side. • Bonuses of Tetris 5000 make the game original. For example, bonus 'rubber bomb'.

• It appears suddenly, and its damage radius is great. Sometimes a huge irregular-shaped figure appears in the game. Try to put it in such a way not to lose the round!

• Visualization in Tetris 5000 is worth to be highly estimated. • The game is full of different colours and hues. They possess positive energy and do not make disharmony.

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Destruction of the whole rows in Tetris 5000 is animated in detail. Two caudate comets are fluttering along the edges of the game field.

• The moment you put together the whole row or several rows, the comets rush into the game field and whole rows disappear in blazing enchanting flashes. • The main peculiarities of Tetris 5000 are animated themes, which play a role of a game background. • These themes are made on the basis of animated screensavers of the EleFun Multimedia Company.