کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
929096 922540 2012 5 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
IQ tests are not for machines, yet
موضوعات مرتبط
علوم انسانی و اجتماعی روانشناسی روانشناسی تجربی و شناختی
پیش نمایش صفحه اول مقاله
IQ tests are not for machines, yet
چکیده انگلیسی

Complex, but specific, tasks—such as chess or Jeopardy!—are popularly seen as milestones for artificial intelligence (AI). However, they are not appropriate for evaluating the intelligence of machines or measuring the progress in AI. Aware of this delusion, Detterman has recently raised a challenge prompting AI researchers to evaluate their artefacts against IQ tests. We agree that the philosophy behind (human) IQ tests is a much better approach to machine intelligence evaluation than these specific tasks, and also more practical and informative than the Turing test. However, we have first to recall some work on machine intelligence measurement which has shown that some IQ tests can be passed by relatively simple programs. This suggests that the challenge may not be so demanding and may just work as a sophisticated CAPTCHA, since some types of tests might be easier than others for the current state of AI. Second, we show that an alternative, formal derivation of intelligence tests for machines is possible, grounded in (algorithmic) information theory. In these tests, we have a proper mathematical definition of what is being measured. Third, we re-visit some research done in the past fifteen years for effectively measuring machine intelligence—since some assumptions about the subjects and their distribution no longer hold.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Intelligence - Volume 40, Issue 2, March–April 2012, Pages 77–81
نویسندگان
, ,