Distance Classifier Ensemble Based on Intra-Class and Inter-Class Scatter

نویسندگان

چکیده

Distance classifier ensemble method based on Intra-class and Inter-class Scatter is proposed in this paper. By Bootstrap technology, the training samples are sampled repeatedly to generate several subsample set, define matrix with train set scatter matrix, individual classifier. In ensemble, results integrated relative majority voting method. Experiment tested UCI standard database, experimental show that for distance effective, it superior other methods classification performance.

برای دانلود رایگان 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

Classifier Ensemble Based Class Weightening

Many methods have been proposed for combining multiple classifiers in pattern recognition such as Random Forest which uses decision trees for problem solving. In this paper, we propose a weighted vote-based classifier ensemble method. The proposed method is similar to Random Forest method in employing many decision trees and neural networks as classifiers. For evaluating the proposed weighting ...

متن کامل

A Distance-Based Classifier Using Dissimilarity Based on Class Conditional Probability and Within-Class Variation

According to the rapid increase of data, the needs of intelligent data analysis and classification are also increasing. Though there have been developed various methods of classifying given data set into several pre-defined patterns, the distance-based classifier such as nearest neighbor classifier is still one of the most popular methods due to its simplicity and adaptability. However, in orde...

متن کامل

A distance-based classifier built on class model

In this paper we propose a new type of distance-based classifier. Traditionally, these classifiers are instancebased: they classify a test instance by computation of a similarity measure between that instance and the instances in the training-set and assigning it the same class of the most similar k instances. This method is simple but has some disadvantages, among which there is the greater se...

متن کامل

On Inter-Method and Intra-Method Object-Oriented Class Cohesion

Cohesion has been a topic of interest since structured design [20, 23] in the 1970’s. Today, there are numerous researchers continuing this work into object-oriented designs [1, 3, 5, 7, 9, 10, 12, 13, 16, 18, 19, 22]. Most of the current research has focused on the interaction of methods within a class, the inter-method cohesion. In this paper we consider both the inter-method cohesion and the...

متن کامل

Design Based on Intra-Class Correlation Coefficients

Problem statement: Reliability studies are concerned with the study of “consistency” or “repeatability” of measurements. Often times (but not always) the reliability coefficients are Intra-class Correlation Coefficients (ICC). Depending on the design or the conceptual intent of the study there are three types of intra-class correlation coefficients, termed intra-class correlation coefficients C...

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: DEStech Transactions on Computer Science and Engineering

سال: 2021

ISSN: ['2475-8841']

DOI: https://doi.org/10.12783/dtcse/ccnt2020/35400