Inductive Inference from all Positive and Some Negative Data

نویسنده

  • Tatsuya Motoki
چکیده

برای دانلود رایگان 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

An Approach to Guided Learning of Boolean Functions

A critical aspect in the problem of inductive inference is the number of examples needed to accurately infer a Boolean function from positive and negative examples. In this paper we develop an approach for deriving a sequence of examples for this problem. Some computer experiments indicate that, on the average, examples derived according to the proposed approach lead to the inference of the cor...

متن کامل

Statistical Inference in Autoregressive Models with Non-negative Residuals

Normal residual is one of the usual assumptions of autoregressive models but in practice sometimes we are faced with non-negative residuals case. In this paper we consider some autoregressive models with non-negative residuals as competing models and we have derived the maximum likelihood estimators of parameters based on the modified approach and EM algorithm for the competing models. Also,...

متن کامل

Inductive inference of approximations for recursive concepts

This paper provides a systematic study of inductive inference of indexable concept classes in learning scenarios where the learner is successful if its final hypothesis describes a finite variant of the target concept, i.e., learning with anomalies. Learning from positive data only and from both positive and negative data is distinguished. The following learning models are studied: learning in ...

متن کامل

Inductive Inference of Prolog Programs with Linear Data Dependency from Positive Data

We study inductive inference of Prolog programs from positive examples of a target predicate. Shinohara showed in 1991 that the class of linear Prologs with at most m clauses is identi able in the limit from positive data only about a target predicate. However, linear Prologs are not allowed to have local variables, which are variables occurring in the body but not in the head. In this paper, w...

متن کامل

Theory-based Bayesian models of inductive reasoning

Philosophers since Hume have struggled with the logical problem of induction, but children solve an even more difficult task — the practical problem of induction. Children somehow manage to learn concepts, categories, and word meanings, and all on the basis of a set of examples that seems hopelessly inadequate. The practical problem of induction does not disappear with adolescence: adults face ...

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

عنوان ژورنال:
  • Inf. Process. Lett.

دوره 39  شماره 

صفحات  -

تاریخ انتشار 1991