ar X iv : 1 61 1 . 01 90 0 v 1 [ st at . M L ] 7 N ov 2 01 6 Optimal rates for the regularized learning algorithms under general source condition

نویسنده

  • S. Sivananthan
چکیده

We consider the learning algorithms under general source condition with the polynomial decay of the eigenvalues of the integral operator in vector-valued function setting. We discuss the upper convergence rates of Tikhonov regularizer under general source condition corresponding to increasing monotone index function. The convergence issues are studied for general regularization schemes by using the concept of operator monotone index functions in minimax setting. Further we also address the minimum possible error for any learning algorithm.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

ar X iv : h ep - e x / 97 11 01 6 v 1 2 1 N ov 1 99 7 Results on Λ 0 Production at HERMES

The production of Λ 0 's at the HERMES experiment is presented. Prospects for the future of Λ measurements at HERMES are discussed.

متن کامل

ar X iv : 1 71 1 . 01 90 3 v 1 [ m at h . R A ] 6 N ov 2 01 7 DIAGONAL - PRESERVING ISOMORPHISMS OF ÉTALE GROUPOID ALGEBRAS

Work of Jean Renault shows that, for topologically principal étale groupoids, a diagonal-preserving isomorphism of reduced C ∗-algebras yields an isomorphism of groupoids. Several authors have proved analogues of this result for ample groupoid algebras over integral domains under suitable hypotheses. In this paper, we extend the known results by allowing more general coefficient rings and by we...

متن کامل

ar X iv : 1 61 1 . 00 87 9 v 1 [ m at h - ph ] 3 N ov 2 01 6 Stable laws for chaotic billiards with cusps at flat points ∗ PAUL

We consider billiards with a single cusp where the walls meeting at the vertex of the cusp have zero one-sided curvature, thus forming a flat point at the vertex. For Hölder continuous observables, we show that properly normalized Birkoff sums, with respect to the billiard map, converge in law to a totally skewed α-stable law.

متن کامل

ar X iv : 1 71 1 . 01 61 9 v 1 [ m at h . O C ] 5 N ov 2 01 7 Enlarged Controllability of Riemann – Liouville Fractional Differential Equations ∗

We investigate exact enlarged controllability for time fractional diffusion systems of Riemann–Liouville type. The Hilbert uniqueness method is used to prove exact enlarged controllability for both cases of zone and pointwise actuators. A penalization method is given and the minimum energy control is characterized.

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016