کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
10330959 686396 2005 17 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
How many strings are easy to predict?
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
How many strings are easy to predict?
چکیده انگلیسی
It is well known in the theory of Kolmogorov complexity that most strings cannot be compressed; more precisely, only exponentially few (Θ (2n−m)) binary strings of length n can be compressed by m bits. This paper extends the 'incompressibility' property of Kolmogorov complexity to the 'unpredictability' property of predictive complexity. The 'unpredictability' property states that predictive complexity (defined as the loss suffered by a universal prediction algorithm working infinitely long) of most strings is close to a trivial upper bound (the loss suffered by a trivial minimax constant prediction strategy). We show that only exponentially few strings can be successfully predicted and find the base of the exponent.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information and Computation - Volume 201, Issue 1, 25 August 2005, Pages 55-71
نویسندگان
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