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(PDF) MMI Diversity Based Text Summarization
Swarm diversity-based method (Binwahlan, Salim, & Suanmali, 2010) is an integration of the two methods MMI (Maximal Marginal Importance) diversity-based text summarization (Binwahlan, Salim ...
CiteSeerX — MMI Diversity Based Text Summarization
CiteSeerX - Document Details (Isaac Councill, Lee Giles, Pradeep Teregowda): The search for interesting information in a huge data collection is a tough job frustrating the seekers for that information. The automatic text summarization has come to facilitate such searching process. The selection of distinct ideas “diversity ” from the original document can produce an appropriate summary.
 MMI Diversity Based Text Summarization
MMI Diversity Based Text Summarization Mohammed Salem Binwahlan moham2007med@yahoo.com Faculty of Computer Science and Information Systems University Teknologi Malaysia Skudai, Johor, 81310, Malaysia Naomie Salim naomie@utm.my Faculty of Computer Science and Information Systems University Teknologi Malaysia Skudai, Johor, 81310, Malaysia
(PDF) Diversity based text summarization
In paper, we propose a method called maximal marginal importance (MMI) for text summarization based on the idea of the well-known diversity approach maximal marginal relevance (MMR) where an ...
MMI Diversity Based Text Summarization - CORE
MMI Diversity Based Text Summarization . By Mohammed Salem Binwahlan, Naomie Salim and Ladda SuanmaliMohammed Salem Binwahlan, Naomie Salim and Ladda Suanmali. Abstract. The search for interesting information in a huge data collection is a tough job frustrating the seekers for that information. The automatic text summarization has come to ...
MMI Diversity Based Text Summarization - CSC Journals
The searching for interesting information in a huge data collection is a tough job frustrating the seekers for that information. The automatic text summarization has come to facilitate such searching process. The selection of distinct ideas “diversity” from the original document can produce an appropriate summary. Incorporating of multiple means can help to find the diversity in the text....
Swarm Diversity Based Text Summarization | SpringerLink
The summary creation under the condition of the redundancy and the summary length limitation is a challenge problem. The automatic text summarization system which is built based on exploiting of the advantages of different techniques in form of an integrated model could produce a good summary for the original document.
Fuzzy swarm diversity hybrid model for text summarization ...
Swarm diversity-based method (Binwahlan, Salim, & Suanmali, 2009e) as shown in Fig. 3 is an integration of the two methods presented in the previous sections (MMI Diversity-based Text Summarization and Swarm-based Text Summarization). In MMI method, the score of the sentence in the binary tree is calculated using Eq. ....
Integrating of the Diversity and Swarm Based Methods for ...
Summarization [25] and Swarm Based Text Summarization [26], Figure 1. 2.1 MMI diversity based Text Summarization MMI (maximal marginal importance) [25], it is a text summarization diversity based method for summary generation. It depends on the extraction of the highest important sentences from the original text....
A Survey On Hybrid Model Automatic Text Summarization
Our hybrid model is an extractive based text summarization model. Four different techniques are involved in this model: MMI, PSO, Fuzzy Logic and Neural networks. MMI concentrates on filtering the similar sentences present in the document and selecting the most diverse sentences, PSO is used for
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