Multistrategy Learning of Rules for Automated Classification of Cultural Heritage Material
نویسندگان
چکیده
This work presents the application of a new, enhanced version of the incremental learning system INTHELEX (INcremental THEory Learner from EXamples), the learning component in the architecture of the EU project COLLATE, dealing with the annotation of cultural heritage documents. Due to the complex shape of the handled material, the addition of multistrategy capabilities was needed to improve the effectiveness and efficiency of the learning process. Some results demonstrating the benefits that the addition of each strategy can bring are also reported.
منابع مشابه
Incremental Induction of Rules for Document Image Understanding
This paper aims at presenting the application of first-order logic machine learning techniques to two document domains in order to learn rules for recognizing the semantic role of their logical components. Specifically, the multistrategy incremental learning system INTHELEX has been applied to multi-format scientific papers and documents concerning European films from the 20’s and 30’s. The cha...
متن کاملCooperation of Multiple Strategies for Automated Learning in Complex Environments
This work presents a new version of the incremental learning system INTHELEX, whose multistrategy learning capabilities have been further enhanced. To improve effectiveness and efficiency of the learning process, pure induction and abduction have been augmented with abstraction and deduction. Some results proving the benefits that the addition of each strategy can bring are also reported. INTHE...
متن کاملA New Method to Improve Automated Classification of Heart Sound Signals: Filter Bank Learning in Convolutional Neural Networks
Introduction: Recent studies have acknowledged the potential of convolutional neural networks (CNNs) in distinguishing healthy and morbid samples by using heart sound analyses. Unfortunately the performance of CNNs is highly dependent on the filtering procedure which is applied to signal in their convolutional layer. The present study aimed to address this problem by a...
متن کاملo MULTISTRATEGY LEARNING FOR DOCUMENT RECOGNITION
In this paper, a methodologyfor document classification and understanding is proposed. It is based on a multistrategy approach to learning from examples. By document classification, we mean the process ofidentification of the particular class to which a document belongs. Document understanding is defined as the process ofdetecting the logical structure ofa document. The multistrategy approach f...
متن کاملآسیبشناسی میراث زبانی از طریق بازشناسی جایگاه و عملکرد آن در میراث فرهنگی
In international contexts, Intangible heritage is divided into five groups. First one is the oral traditions and expressions, including language. And also the important function of language is known as a vehicle for intangible heritage. Recognizing language in the field of intangible heritage, some languages and linguistic patterns such as the skill of storytelling, minstrelsy and songs are ...
متن کامل