A weight learning technique for cursive handwritten text categorization with fuzzy confusion matirx

机译：基于模糊混淆矩阵的草书手写文本分类权重学习技术

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A fuzzy confusion matrix based cursive handwritten text categorization has been implemented. Printed text is obtained from handwritten text through Modified Optimal Clustering Algorithm (MOCA). Optimal Clustering Algorithm (OCA) groups texts into different subject categories. Learning is conducted to extract the attributes along with corresponding weights for each subjects. Fuzzy confusion matrix has been used to measure several performance metrics with Holdout method. These are satisfactory. Over and above the text learning and recognition time is very less making the system efficient also.

机译：基于模糊混淆矩阵的草书手写文本分类已实现。通过修改的最佳聚类算法（MOCA）从手写文本中获取印刷文本。最佳聚类算法（OCA）将文本分为不同的主题类别。进行学习以提取属性以及每个主题的相应权重。模糊混淆矩阵已用于使用Holdout方法测量多个性能指标。这些令人满意。除了文本学习和识别时间之外，该系统的效率也非常低。

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《International Conference on Control, Instrumentation, Energy Communication》|2016年|188-192|共5页
会议地点 Kolkata(IN)
作者
G. Sarker;
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Computer Science and Engineering Department National Institute of Technology Durgapur India;

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关键词
Accuracy; BP Algorithm; F-Score; Fuzzy Confusion Matrix; Holdout Method; Keywords; MOCA; OCA; Precision; Recall; Text Attributes;

机译：准确性; BP算法； F分数；模糊混淆矩阵；保持方法；关键字； MOCA; OCA;精确;召回;文字属性;

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1. A comparative study of evolving fuzzy grammar and machine learning techniques for text categorization [J] . Sharef Nurfadhlina Mohd, Martin Trevor, Kasmiran Khairul Azhar, Soft computing: A fusion of foundations, methodologies and applications . 2015,第6期

机译：进化模糊语法与机器学习技术在文本分类中的比较研究
2. A New Method of Text Categorization and Summarization with Fuzzy Confusion Matrix [J] . Dr. Goutam Sarker, Antara Pal, Saswati Das International Journal of Engineering Trends and Technology . 2017,第2期

机译：一种基于模糊混淆矩阵的文本分类汇总新方法
3. A New Method of Text Categorization and Summarization with Fuzzy Confusion Matrix [J] . Dr. Goutam Sarker, Antara Pal, Saswati Das International Journal of Engineering Trends and Technology . 2017,第2期

机译：一种基于模糊混淆矩阵的文本分类汇总新方法
4. A weight learning technique for cursive handwritten text categorization with fuzzy confusion matirx [C] . G. Sarker International Conference on Control, Instrumentation, Energy Communication . 2016

机译：用模糊混淆矩阵进行卷发手写文本分类的重量学习技术
5. Weight decay training, fuzzy set techniques, and rule extraction for backpropagation: Learning from incomplete and imprecise data. [D] . Lam, Siuwa Monica. 1994

机译：权重衰减训练，模糊集技术和用于反向传播的规则提取：从不完整和不精确的数据中学习。
6. Ensemble Learning Using Fuzzy Weights to Improve Learning Style Identification for Adapted Instructional Routines [O] . Christos Troussas, Akrivi Krouska, Cleo Sgouropoulou, 2020

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7. Text Normalization Framework for Handwritten Cursive Languages by Detection and Straightness the Writing Baseline [O] . Abu-Ain Tarik, Abdullah Siti Norul Huda Sheikh, Bataineh Bilal, 2013

机译：通过检测和直线度确定手写草书语言的文本规范化框架
8. Text Categorization Using Weight Adjusted k-Nearest Neighbor Classification. [R] . Han, E., Karypis, G., Kumar, V. 1999

机译：使用权重调整的k-最近邻分类的文本分类。

A weight learning technique for cursive handwritten text categorization with fuzzy confusion matirx

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