2014 14th International Conference on Intelligent Systems Design and Applications最新文献

How to read the web in portuguese using the never-ending language learner's principles 如何使用永不停息的语言学习者原则在葡萄牙语中阅读网页

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066260

M. Duarte, Estevam Hruschka

{"title":"How to read the web in portuguese using the never-ending language learner's principles","authors":"M. Duarte, Estevam Hruschka","doi":"10.1109/ISDA.2014.7066260","DOIUrl":"https://doi.org/10.1109/ISDA.2014.7066260","url":null,"abstract":"An alternative to the traditional single function approximation method is the never-ending learning (NEL) approach i.e., a learning paradigm in which, the learner, in an autonomous way, manages to constantly, incrementally and continuously evolve with time. But, most important than just keep evolving, in this new paradigm acquired knowledge can, in a dynamic way, be used to expand the scope and improve the performance of the learning task as a whole. The first Never-Ending Learning system reported in the literature, which is called NELL (Never-Ending Language Learner), is applied to the task of autonomously building a knowledge base as a result of reading the web. Results reported so far reveal that very good results have been achieved when NELL is reading the web in English. When trying, however, to perform the same Machine Reading task (the task of reading the web) applied to web pages written in Portuguese, the previous reported approaches could not keep up with the good performance achieved in English. In this paper we describe an approach, different from previously proposed in the literature, and we present empirical results that corroborate the hypothesis that working on the preprocessing task of a sufficiently big corpus can be key to allow us to use the very same architecture proposed in NELL, but applied to the idea of reading the web in Portuguese (reading, and extracting knowledge from web pages written in Portuguese).","PeriodicalId":328479,"journal":{"name":"2014 14th International Conference on Intelligent Systems Design and Applications","volume":"13 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116647607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 8

A Hyper-heuristic approach towards mitigating Premature Convergence caused by the objective fitness function in GP 一种克服GP中目标适应度函数引起的过早收敛的超启发式方法

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066272

Anisa W. Ragalo, N. Pillay

{"title":"A Hyper-heuristic approach towards mitigating Premature Convergence caused by the objective fitness function in GP","authors":"Anisa W. Ragalo, N. Pillay","doi":"10.1109/ISDA.2014.7066272","DOIUrl":"https://doi.org/10.1109/ISDA.2014.7066272","url":null,"abstract":"This manuscript proposes a hyper-heuristic approach towards mitigating Premature Convergence caused by objective fitness in Genetic Programming (GP). The objective fitness function used in standard GP has the potential to profoundly exacerbate Premature Convergence in the algorithm. Accordingly several alternative fitness measures have been proposed in GP literature. These alternative fitness measures replace the objective function, with the specific aim of mitigating this type of Premature Convergence. However each alternative fitness measure is found to have its own intrinsic limitations. To this end the proposed approach automates the selection of distinct fitness measures during the progression of GP. The power of this methodology lies in the ability to compensate for the weaknesses of each fitness measure by automating the selection of the best alternative fitness measure. Our hyper-heuristic approach is found to achieve generality in the alleviation of Premature Convergence caused by objective fitness. Vitally the approach is unprecedented and highlights a new paradigm in the design of GP systems.","PeriodicalId":328479,"journal":{"name":"2014 14th International Conference on Intelligent Systems Design and Applications","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124588692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

The weighted Support Vector Machines for the stock turning point prediction 基于加权支持向量机的股票拐点预测

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066264

P. Chang, Jheng-Long Wu

引用次数: 1

Dimension reduction methods in graph drawing problem 图形绘制问题中的降维方法

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066252

Lukás Zaorálek, T. Buriánek, V. Snás̃el

引用次数: 3

A novel evolutionary algorithm with indirect representation and extended nearest neighbor constructive procedure for solving routing problems 一种基于间接表示和扩展最近邻构造过程的求解路由问题的进化算法

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066254

Jiří Kubalík, Michal Snizek

引用次数: 4

Transferring knowledge between learning systems 在学习系统之间传递知识

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066287

A. Paplinski, William M. Mount

引用次数: 1

Ensemble relations for resource allocation tasks 资源分配任务的集成关系

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066256

M. Köppen, K. Ohnishi, M. Tsuru

引用次数: 0

An optimal line search algorithm for the conjugate gradient method 共轭梯度法的最优直线搜索算法

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066265

Toru Yamazato

引用次数: 1

Heart rate estimation based on camera image 基于相机图像的心率估计

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066275

T. Kitajima, SangOn Choi, E. Murakami

引用次数: 12

Extraction of arbitrary text in natural scene image based on stroke width transform 基于笔画宽度变换的自然场景图像任意文本提取

2014 14th International Conference on Intelligent Systems Design and Applications Pub Date : 2014-11-01 DOI: 10.1109/ISDA.2014.7066257

J. Jameson, S. Abdullah

引用次数: 6