Bi-Decompositions of Multi-Valued Functions for Circuit Design and Data Mining Applications

نویسندگان

  • Bernd Steinbach
  • Marek A. Perkowski
  • Christian Lang
چکیده

We present eÆcient algorithms for the bi-decomposition of arbitrary incompletely speci ed functions in variable-valued logic. Several special cases are discussed. The algorithms are especially applicable for Data Mining applications, because, in contrast to the general multi-valued approaches to function decomposition that decompose to arbitrary tables, we create a network from multi-valued two-input operators that are selected by the user. Such decompositions lead to decision rules that are easier to understand by humans.

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

Design Methods for Multi-Rail Cascades

This paper surveys methods to represent logic functions by cascades. First, a design method for multi-rail cascades with redundant inputs is shown. It uses logic minimization of SOPs (sumof-products expressions) or ESOPs (EXOR sum-of-products expressions) of multiple-valued inputs. Then, a design method for multi-rail cascades with irredundant inputs is shown. It uses functional decompositions ...

متن کامل

Stage specialization for design and analysis of flotation circuits

This paper presents a new approach for flotation circuit design. Initially, it was proven numerically and analytically that in order to achieve the highest recovery in different circuit configurations, the best equipment must be placed at the beginning stage of the flotation circuits. The size of the entering particles and the types of streams including pulp and froth were considered as the bas...

متن کامل

Exact Graph Coloring for Functional Decomposition: Do We Need It?

| Finding column multiplicity index is one of important component processes in functional decomposition of discrete functions for circuit design and especially Data Mining applications. How important it is to solve this problem exactly from the point of view of the minimum complexity of decomposition, and related to it error in Machine Learning type of applications? In order to investigate this...

متن کامل

(T) FUZZY INTEGRAL OF MULTI-DIMENSIONAL FUNCTION WITH RESPECT TO MULTI-VALUED MEASURE

Introducing more types of integrals will provide more choices todeal with various types of objectives and components in real problems. Firstly,in this paper, a (T) fuzzy integral, in which the integrand, the measure andthe integration result are all multi-valued, is presented with the introductionof T-norm and T-conorm. Then, some classical results of the integral areobtained based on the prope...

متن کامل

Universal Approximation of Interval-valued Fuzzy Systems Based on Interval-valued Implications

It is firstly proved that the multi-input-single-output (MISO) fuzzy systems based on interval-valued $R$- and $S$-implications can approximate any continuous function defined on a compact set to arbitrary accuracy.  A formula to compute the lower upper bounds on the number  of interval-valued fuzzy sets needed to achieve a pre-specified approximation  accuracy for an arbitrary multivariate con...

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:

دوره   شماره 

صفحات  -

تاریخ انتشار 1999