Article Summarization

Article Summarization

1. Article Content

   • Document Type
     • News Article(Link)
       • This function summarizes a certain part of an article from a link which is provided to the summarizer application
     • Literary(Document)
       • This function summarizes a whole document by the application provided by the user
     • Encyclopedic(Paragraph)
       • This function summarizes a certain piece of text or a paragraph by the application which is provided by the user

2. Approach

   • Extraction
     • Algorithm
       • Stemming
         • Heuristic process that chops off the ends of words in the hope of achieving this goal correctly most of the time, and often includes the removal of derivational affixes
       • Tokenization
         • The process of segmenting running text into words and sentences
       • Latent Semantic Analysis (LSA)
         • Implementation
           • Matrixed Document
           • term frequency-inverse document frequency (td-idf)
           • Singular Value Decomposition
           • Dimensionality Reduction with Principal Component Analysis (PCA)
           • Product with new sigma
         • Text Mining
           • Natural Language Processing Technique
         • Vector Representation of a document
         • Latent semantic analysis (LSA) is a technique in natural language processing, in particular distributional semantics, of analyzing relationships between a set of documents and the terms they contain by producing a set of concepts related to the documents and terms