Learning from minimum entropy queries in a large committee machine

نویسندگان

چکیده

برای دانلود باید عضویت طلایی داشته باشید

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

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Minimum entropy queries for linear students learning nonlinear rules

We study the fundamental question of how query learn ing performs in imperfectly learnable problems where the student can only learn to approximate the teacher Considering as a prototypical sce nario a linear perceptron student learning a general nonlinear perceptron teacher we nd that queries for minimum entropy in student space i e maximum information gain lead to the same improvement in gene...

متن کامل

Statistical Mechanics of Learning in a Large Committee Machine

In a We use statistical mechanics to study generalization in large committee machines. For an architecture with nonoverlapping receptive fields a replica calculation yields the generalization error in the limit of a large number of hidden units. For continuous weights the generalization error falls off asymptotically inversely proportional to Q, the number of training examples per weight. For b...

متن کامل

Generalization in a Large Committee Machine

We study generalization in a committee machine with non{overlapping receptive elds trained to implement a function of the same structure. Using the replica method, we calculate the generalization error in the limit of a large number of hidden units. For continuous weights the generalization error falls oo asymptotically inversely proportional to , the number of training examples per weight. For...

متن کامل

Learning from Partial Labels with Minimum Entropy

ASSOCIE A :. Institut de Finance Mathématique de Montréal (IFM 2). Laboratoires universitaires Bell Canada. Réseau de calcul et de modélisation mathématique [RCM 2 ]. Réseau de centres d'excellence MITACS (Les mathématiques des technologies de l'information et des systèmes complexes) Les cahiers de la série scientifique (CS) visent à rendre accessibles des résultats de recherche effectuée au CI...

متن کامل

On-line Learning in the Committee Machine

The dynamics of learning from examples in the K = 3 nonoverlapping committee machine with single presentation of examples is studied. The optimal algorithm, in the sense of mean generalization, is obtained from a variational analysis of the diierential equations which describe the dynamics. The agreement of the theoretical predictions and the results of numerical simulations is excellent. The o...

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

ژورنال

عنوان ژورنال: Physical Review E

سال: 1996

ISSN: 1063-651X,1095-3787

DOI: 10.1103/physreve.53.r2060