Separability is a Learner’s Best Friend
نویسنده
چکیده
Geometric separability is a generalisation of linear separability, familiar to many from Minsky and Papert’s analysis of the Perceptron learning method. The concept forms a novel dimension along which to conceptualise learning methods. The present paper shows how geometric separability can be defined and demonstrates that it accurately predicts the performance of a at least one empirical learning method.
منابع مشابه
Evaluation of Tests for Separability and Symmetry of Spatio-temporal Covariance Function
In recent years, some investigations have been carried out to examine the assumptions like stationarity, symmetry and separability of spatio-temporal covariance function which would considerably simplify fitting a valid covariance model to the data by parametric and nonparametric methods. In this article, assuming a Gaussian random field, we consider the likelihood ratio separability test, a va...
متن کاملبررسی ارتباط الگوهای استعمال دخانیات دانش‌آموزان و مواجهه آنان با استعمال دخانیات معلمان
Introduction: Smoking approval by friends and teachers seems to increase the probability of smoking by the students. This study aimed to determine whether adolescent smoking is associated with teachers or other students smoking, after controlling for confounders. Methods: A sample of the 3rd grade students of Tehran's high schools were asked to complete a 21 item questionnaire, including demog...
متن کاملAn Efficient System for Non-transferable Anonymous Credentials with Optional Anonymity Revocation
A credential system is a system in which users can obtain credentials from organizations and demonstrate possession of these credentials. Such a system is anonymous when transactions carried out by the same user cannot be linked. An anonymous credential system is of significant practical relevance because it is the best means of providing privacy for users. In this paper we propose a practical ...
متن کاملOn ideals of ideals in $C(X)$
In this article, we have characterized ideals in $C(X)$ in which every ideal is also an ideal (a $z$-ideal) of $C(X)$. Motivated by this characterization, we observe that $C_infty(X)$ is a regular ring if and only if every open locally compact $sigma$-compact subset of $X$ is finite. Concerning prime ideals, it is shown that the sum of every two prime (semiprime) ideals of e...
متن کاملAn EÆcient System for Non-transferable Anonymous Credentials with Optional Anonymity Revocation
A credential system is a system in which users can obtain credentials from organizations and demonstrate possession of these credentials. Such a system is anonymous when transactions carried out by the same user cannot be linked. An anonymous credential system is of signi cant practical relevance because it is the best means of providing privacy for users. In this paper we propose a practical a...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1997