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The DF-ICF Algorithm- Modified TF-IDF

by Puneet Goswami, Vidya Kamath
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 93 - Number 13
Year of Publication: 2014
Authors: Puneet Goswami, Vidya Kamath
10.5120/16276-6036

Puneet Goswami, Vidya Kamath . The DF-ICF Algorithm- Modified TF-IDF. International Journal of Computer Applications. 93, 13 ( May 2014), 28-30. DOI=10.5120/16276-6036

@article{ 10.5120/16276-6036,
author = { Puneet Goswami, Vidya Kamath },
title = { The DF-ICF Algorithm- Modified TF-IDF },
journal = { International Journal of Computer Applications },
issue_date = { May 2014 },
volume = { 93 },
number = { 13 },
month = { May },
year = { 2014 },
issn = { 0975-8887 },
pages = { 28-30 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume93/number13/16276-6036/ },
doi = { 10.5120/16276-6036 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:16:20.558224+05:30
%A Puneet Goswami
%A Vidya Kamath
%T The DF-ICF Algorithm- Modified TF-IDF
%J International Journal of Computer Applications
%@ 0975-8887
%V 93
%N 13
%P 28-30
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

The tf-idf is an algorithm which is generally used where massive data processing is done. Tf-idf is the weight given to a particular term within a document and it is proportional to the importance of the term. This paper aims to use the idea behind the tf-idf algorithm to design the df-icf algorithm which finds the importance of a particular document within the given corpus.

References
  1. SALTON G, BUCKLEY C. Term-weighting approaches in automatic text retrieval [J]. Information Processing and Management, 1988, PP513 - 523.
  2. SALTON G, CLEMENT T Y. On the construction of effective vocabularies for information retrieval[C]. Proceedings of the 1973
  3. Bin Li, Yuan Guoyong-" Improvement of tf-idf for Hadoop Framework" The 2nd International Conference on Computer Application and System Modeling (2012)
  4. LiThomas H Davenport, Jill Dyche- "Big Data in Big Companies" International Institute for Analytics, may 2013.
  5. Moty Fania, John David Miller- White paper- "Mining Big Data in the Enterprise for Better Business Intelligence", Intel july 2012
  6. Puneet Goswami, Vidya Kamath-"Big Data- Driving force for innovation and Value Receation", IJARCSSE volume 4, issue 3-march 2014.
  7. Dr. A. K Sharma, Puneet Goswami "Information Retrieval Tools: A Review". Published at the proceedings of national conference on Research and Practices in current areas of IT at SLIET Longowal Punjab on March 26-27 2004. Page No. : 71-74
  8. Puneet Goswami paper titled "Security in Cloud Reference Models and Secure Identity Management Mechanism",1st International IBM Cloud Academy Conference ICA CON 2012,April 19-20, 2012 at the IBM Employee Activity and Fitness Center Building 400, Cornwallis Drive Research Triangle Park, North Carolina Organized by : The IBM Cloud Academy and IBM Centers for Advanced Studies (RTP, Chicago, Heritage Corridor, Tucson, Florida).
  9. Puneet Goswami, Varun Kumar, Anuj Sharma "A Framework for Intelligent Meta Search Engine". Published in Voyager - The Journal of Computer Science and Information Technology ISSN 0973-4872, Vol. 4, No. 1 (2006) Institute of Technology & Management".
  10. "Making data Analytics Work- three Key Challenges. McKinsey and Company. IDC Digital Universe Study, sponsored by EMC, June 2011
  11. Stamatis Karnouskos-" Big data analytics for Smart Grid Cities" . Eurescom mess@ge 1- 2013.
  12. Anastasius Gavras-" Big data – Overview on a much-hyped concept". Eurescom mess@ge 1- 2013.
Index Terms

Computer Science
Information Sciences

Keywords

DF-ICF TF-IDF Document frequency Term frequency Corpus Page Ranking

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