Contextual Analysis of Mathematical Expressions for Advanced Mathematical Search



Título del documento: Contextual Analysis of Mathematical Expressions for Advanced Mathematical Search
Revista: Polibits
Base de datos: PERIÓDICA
Número de sistema: 000359041
ISSN: 1870-9044
Autores: 1
2
3
1
Instituciones: 1University of Tokyo, Department of Computer Science, Tokio. Japón
2The Graduate University for Advanced Studies, Department of Informatics, Tokio. Japón
3National Institute of Informatics, Tokio. Japón
Año:
Periodo: Ene-Jun
Número: 43
País: México
Idioma: Inglés
Tipo de documento: Artículo
Enfoque: Analítico, descriptivo
Resumen en inglés We found a way to use mathematical search to provide better navigation for reading papers on computers. Since the superficial information of mathematical expressions is ambiguous, considering not only mathematical expressions but also the texts around them is necessary. We present how to extract a natural language description, such as variable names or function definitions that refer to mathematical expressions with various experimental results. We first define an extraction task and constructed a reference dataset of 100 Japanese scientific papers by hand. We then propose the use of two methods, pattern matching and machine learning based ones for the extraction task. The effectiveness of the proposed methods is shown through experiments by using the reference set
Disciplinas: Ciencias de la computación,
Literatura y lingüística,
Matemáticas
Palabras clave: Procesamiento de datos,
Lingüística aplicada,
Lingüística computacional,
Expresiones matemáticas,
Procesamiento de lenguaje natural,
Recuperación de información,
Aprendizaje de máquinas
Keyword: Computer science,
Literature and linguistics,
Mathematics,
Data processing,
Applied linguistics,
Computing linguistics,
Natural language processing,
Information retrieval,
Machine learning,
Mathematical expressions
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