A Formula Embedding Approach to Math Information Retrieval



Título del documento: A Formula Embedding Approach to Math Information Retrieval
Revista: Computación y sistemas
Base de datos:
Número de sistema: 000560355
ISSN: 1405-5546
Autores: 1
2
3
Instituciones: 1National Institute of Technology Mizoram, Department of Computer Science and Engineering, India
2National Institute of Technology Silchar, Department of Computer Science and Engineering, India
3Instituto Politécnico Nacional, Center for Computing Research, México
Año:
Periodo: Jul-Sep
Volumen: 22
Número: 3
Paginación: 819-833
País: México
Idioma: Inglés
Resumen en inglés Intricate math formulae, which majorly constitute the content of scientific documents, add to the complexity of scientific document retrieval. Although modifications in conventional indexing and search mechanisms have eased the complexity and exhibited notable performance, the formula embedding approach to scientific document retrieval sounds equally appealing and promising. Formula Embedding Module of the proposed system uses a Bit Position Information Table to transform math formulae, contained inside scientific documents, into binary formulae vectors. Each set bit of a formula vector designates presence of a specific mathematical entity. Mathematical user query is transformed into query vector, in similar fashion, and the corresponding relevant documents are retrieved. Relevance of a search result is characterized by extent of similarity between the indexed formula vector and the query vector. Promising performance, under moderately constrained situation, substantiates competence of the proposed approach.
Disciplinas: Ciencias de la computación
Palabras clave: Programación
Keyword: Math information retrieval,
Formula embedding,
Math formula search,
Scientific document retrieval,
Precision,
Programming
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