By Jordi Bieger, Ben Goertzel, Alexey Potapov

ISBN-10: 3319213644

ISBN-13: 9783319213644

ISBN-10: 3319213652

ISBN-13: 9783319213651

This e-book constitutes the refereed lawsuits of the eighth foreign convention on synthetic normal Intelligence, AGI 2015, held in Berlin, Germany in July 2015. The forty-one papers have been rigorously reviewed and chosen from seventy two submissions. The AGI convention sequence has performed and keeps to play, an important function during this resurgence of analysis on man made intelligence within the deeper, unique feel of the time period of “artificial intelligence”. The meetings inspire interdisciplinary study in accordance with diversified understandings of intelligence and exploring various techniques. AGI examine differs from the standard AI study via stressing at the versatility and wholeness of intelligence and through undertaking the engineering perform in accordance with an summary of a procedure similar to the human brain in a definite sense.

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Additional resources for Artificial General Intelligence: 8th International Conference, AGI 2015, AGI 2015, Berlin, Germany, July 22-25, 2015, Proceedings

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The improved plan can be tested in a “simulation sandbox” or the real world and can finally be converted back to an internal SBR structures for inclusion in the standard inventory of the system. © Springer International Publishing Switzerland 2015 J. ): AGI 2015, LNAI 9205, pp. 25–34, 2015. 1007/978-3-319-21365-1_3 26 F. Bergmann and B. Fenton Applying a similar procedure to the class hierarchy of objects (represented as a Description Logic TBox structure) allows the SBR system to talk about “beliefs” without the need for higher order or modal logic.

From this example, it can also be seen that optimization queries on probabilistic programs fit well for solving deterministic problems. Integer Number Sequence Prediction One more test task we considered was the task of integer number sequence prediction. We restricted the set of possible sequences to polynomials, but it can easily be extended to the wider class of sequences defined by recurrence relations. Consider the following fragment of the generative model. 22 V. Batishcheva and A. 6) (if (flip) 'x (random-integer 10)) (list (multinomial '(+ - *) '(1 1 1)) (gen-expr) (gen-expr)))) (define (f x) (eval (list 'let (list (list 'x x)) expr))) After these definitions, the function f(x) is used to map all xs and check if the result matches ys or to calculate the total deviation depending on the query type.

G. intelligence tests [18], learning with sketches [20], or naive physics [21]. Unfortunately, until now analogy engines are designed only for highly specialized domains, neither multi-modal representations nor embodied interaction with the environment is taken into account, abstraction and knowledge projection from source to target are usually restricted to a few stages of analogical comparisons, and repair strategies for faulty inputs are rather limited. The described approach brings analogical reasoning from a computer science perspective closer to its cognitive origins: generalizability, multi-modal representations, and embodied interaction with the environment are considered to be essential for analogy-making in this project.

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Artificial General Intelligence: 8th International Conference, AGI 2015, AGI 2015, Berlin, Germany, July 22-25, 2015, Proceedings by Jordi Bieger, Ben Goertzel, Alexey Potapov

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