Medical diagnosis as pattern recognition in a framework of information compression by multiple alignment, unification and search

نویسنده

  • J. Gerard Wolff
چکیده

This paper describes a novel approach to medical diagnosis based on the SP theory of computing and cognition. The main attractions of this approach are: a format for representing diseases that is simple and intuitive; an ability to cope with errors and uncertainties in diagnostic information; the simplicity of storing statistical information as frequencies of occurrence of diseases; a method for evaluating alternative diagnostic hypotheses that yields true probabilities; and a framework that should facilitate unsupervised learning of medical knowledge and the integration of medical diagnosis with other AI applications.

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

Logic as Information Compression by Multiple Alignment, Unification and Search

This article considers the proposal that logic may usefully be understood as information compression by multiple alignment, with ‘unification’ and ‘search’, where ‘multiple alignment’ has a meaning which is close to its meaning in bio-informatics, ‘unification’ means a simple merging of matching patterns, and ‘search’ has its normal meaning in the context of computing. A motivation for developi...

متن کامل

Unsupervised Learning in a Framework of Information Compression by Multiple Alignment, Unification and Search

This paper describes a novel approach to unsupervised learning that has been developed within a framework designed to integrate learning with such things as parsing and production of language, fuzzy pattern recognition and best-match information retrieval, class hierarchies with inheritance of attributes, probabilistic and exact forms of reasoning, and others. This framework, which may be chara...

متن کامل

Computing as Compression by Multiple Alignment, Unification and Search (1) J

This article and its companion17) develop the idea that computing in some deep sense may be understood as a process of information compression by multiple alignment, with a meaning which is close to the meaning of that term in bio-informatics, unification, meaning the merging of two more copies of any pattern to make one, and metrics-guided search. These proposals are the latest phase in a prog...

متن کامل

Probabilistic Reasoning as Information Compression by Multiple Alignment, Unification and Search: An Introduction and Overview

This article introduces the idea that probabilistic reasoning (PR) may be understood as information compression by multiple alignment, unification and search (ICMAUS). In this context, multiple alignment has a meaning which is similar to but distinct from its meaning in bioinformatics, while unification means a simple merging of matching patterns, a meaning which is related to but simpler than ...

متن کامل

Probabilistic Reasoning as Information Compression by Multiple Alignment, Unification and Search

This report introduces the idea that probabilistic reasoning (PrbRs) may be understood as information compression by multiple alignment, unification and search (ICMAUS). In this context, multiple alignment has a meaning which is similar to but distinct from its meaning in bioinformatics, while unification means a simple merging of matching patterns, a meaning which is related to but simpler tha...

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:
  • Decision Support Systems

دوره 42  شماره 

صفحات  -

تاریخ انتشار 2006