Results 21 to 30 of about 3,073,916 (262)

A Novel Strategy for Improving the Counter Propagation Artificial Neural Networks in Classification Tasks

open access: yesJournal of Communications Software and Systems, 2022
Counter-Propagation-Artificial-Neural-Networks (C P-ANNs) have been applied in several domains due to their learning and classification abilities. Regardless of their strength, the CP-ANNs still have some limitations in pattern recognition tasks when ...
Sara Belattar   +2 more
doaj   +1 more source

Evaluation methods and decision theory for classification of streaming data with temporal dependence [PDF]

open access: yes, 2014
Predictive modeling on data streams plays an important role in modern data analysis, where data arrives continuously and needs to be mined in real time.
Bifet, Albert   +4 more
core   +2 more sources

Demographic Factors Improve Classification Performance [PDF]

open access: yesProceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), 2015
Extra-linguistic factors influence language use, and are accounted for by speakers and listeners. Most natural language processing (NLP) tasks to date, however, treat language as uniform. This assumption can harm performance. We investigate the effect of including demographic information on performance in a variety of text-classification tasks. We find
openaire   +1 more source

Relating reinforcement learning performance to classification performance [PDF]

open access: yesProceedings of the 22nd international conference on Machine learning - ICML '05, 2005
We prove a quantitative connection between the expected sum of rewards of a policy and binary classification performance on created subproblems. This connection holds without any unobservable assumptions (no assumption of independence, small mixing time, fully observable states, or even hidden states) and the resulting statement is independent of the ...
John Langford, Bianca Zadrozny
openaire   +1 more source

Research on Urea-related Deposit in the Exhaust Pipe of SCR System

open access: yesMATEC Web of Conferences, 2019
At present, numbers of commercial vehicles equipped with SCR system have been observed to generate deposit on exhaust pipe wall after operation for a certain time. Deposits can be hardly dissolved in water and decomposed by heating.
Zhu Neng, Lv Lin, Chen Shi
doaj   +1 more source

Granular Support Vector Machine Algorithm Based on Affinity Propagation

open access: yesJisuanji kexue yu tansuo, 2020
The granular support vector machine (GSVM) can effectively improve the learning efficiency of support vector machine (SVM) but may lose some generalization ability at same time, because it is sensitive to the initial granulation parameter and the ...
CHENG Fengwei, WANG Wenjian
doaj   +1 more source

Cooperative co-evolution of GA-based classifiers based on input increments [PDF]

open access: yes, 2007
Genetic algorithms (GAs) have been widely used as soft computing techniques in various applications, while cooperative co-evolution algorithms were proposed in the literature to improve the performance of basic GAs.
Guan, SU, Zhu, F
core   +2 more sources

Performance Measures in Discrete Supervised Classification

open access: yes, 2021
The evaluation of results in Cluster Analysis frequently appears in the literature, and a variety of evaluation measures have been proposed. On the contrary, in supervised classification, particularly in the discrete case, the subject of results’ evaluation is relatively scarce in this field of the literature.
Ferreira, A. S., Marques, A.
openaire   +2 more sources

Optimised one-class classification performance

open access: yesMachine Learning, 2022
Submitted version of ...
Oliver Urs Lenz   +2 more
openaire   +5 more sources

A study of hierarchical and flat classification of proteins [PDF]

open access: yes, 2008
Automatic classification of proteins using machine learning is an important problem that has received significant attention in the literature. One feature of this problem is that expert-defined hierarchies of protein classes exist and can potentially be ...
Buchwald, Fabian   +3 more
core   +2 more sources

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