Detection of Intrusion Using Decision Tree Based Data Mining Technique

Authors(2) :-M. Chandrasekhar Varma, B Srinivasa S P Kumar

Now a days computer attack has turned out to be exceptionally normal. Despite the fact that there are numerous current instruments for Intrusion detection, yet the primary issues is the security and precision of the system. This paper is presented with J48 decision tree data mining techniques as an intrusion detection system and ORNL (Oak Ridge National Laboratories) data set. This paper demonstrates that Decision trees gives higher precision than other regulated strategy.

Authors and Affiliations

M. Chandrasekhar Varma
Assistant professor, Department of CSE, D.N.R College of Engineering and technology, Bhimavaram, Andhra Pradesh, India
B Srinivasa S P Kumar
Assistant Professor, Department of MCA, CBIT, Hyderabad, Telangana, India

Decision tree, Data Mining, J48 algorithm, Intrusion Detection.

  1. Rebecca Bace and Peter Mell,"Intrusion Detection Systems", NIST Special Publication on Intrusion Detection Systems.
  2. K.Nageswara rao, D.RajyaLakshmi, T.Venkateswara Rao," Robust Statistical Outlier based Feature Selection Technique for Network Intrusion Detection", International Journal of Soft Computing and Engineering (IJSCE) ISSN: 2231-2307, Volume-2, Issue-1, March 2012.
  3. Ala' Yaseen Ibrahim Shakhatreh , Kamalrulnizam Abu Bakar ,"A Review of Clustering Techniques Based on Machine learning Approach in Intrusion Detection Systems", IJCSI International Journal of Computer Science Issues, Vol. 8, Issue 5, No 3, September 2011.
  4. "NSL-KDD data set for network-based intrusion detection systems ", Available on: http://nsl.cs.unb.ca/NSL-KDD.
  5. AdetunmbiA.Olusola,Adeola S.Oladele.,Daramola O.Abosede,"Analysis of KDD '99 Intrusion Detection Dataset for Selection of Relevance Features", Proceedings of the World Congress on Engineering and Computer Science 2010 Vol I WCECS 2010, October 20-22, 2010, San Francisco, USA.
  6. M. Sathya Narayana1, B. V. V. S. Prasad2, A. Srividhya3 and K. Pandu Ranga Reddy", Data Mining Machine Learning Techniques – A Study on Abnormal Anomaly Detection System",International Journal of Computer Science and Telecommunications Volume 2, Issue 6, September 2011].
  7. Mahmood Hossain," Data Mining Approaches For Intrusion Detection: Issues And Research Directions",Department of Computer Science, Mississippi State University, MS 39762, USA.
  8. S Pandey, R Miri, S R Tandan "Diagnosis and Classification of Hypothyroid Disease Using Data Mining Techniques" International Journal of Engineering Research and Technology, (2013)
  9. Khushboo Sharma, S R Tandan "An Optimized Parallel Confidence Measures Algorithm on Web Log Data" International Journal of Engineering Research and Technology (IJERT) (2013)
  10. Asha Miri, S.R.Tandan, Rohit Miri "Pseudo Code to Eliminate Unwanted Data Sets for Fuzzy Mining Association Rule" International Journal for Research in Applied Science & Engineering Technology (IJRASET) (2015).
  11. Rohit Miri, Priyanka Tripathi, S R Tandan" Exploration of Novel Algorithm for Reduced Computational Time by Using Fuzzy Classification Technique in Data Mining" International Journal for Research in Applied Science & Engineering Technology (IJRASET) (2015)
  12. Rohit Miri, Priyanka Tripathi, S R Tandan "Novel Algorithm For Finding The Range Of Fuzzy Values For Quantitative Data Sets By Data Mining And Fuzzy Technique" Journal Of Advanced Database Management & Systems Journal Of Advanced Database Management & Systems, (2015)
  13. S R Tandan, Rohit Miri, ,Dr Priyanka Tripathi "A Bird Eye Review on Reduced Time Complexity by Using Data Mining and Fuzzy Techniques" international journal for research in applied science and engineering technology (ijraset), (2014)
  14. S R Tandan Rohit Miri, Priyanka Tripathi "TRApriori Classification Based Algorithm by Fuzzy Techniques to Reduced Time Complexity" International Journal of Computer Science & Information Technology, International Journal of Computer Science & Information Technology, (2014)
  15. Rohit Miri, Priyanka Tripathi, Keshri Verma, S.R. Tandan "Novel Algorithm to Reduced Computational Data Sets for Fuzzy Association Rule" International Journal For Research In Applied Science And Engineering Technology (IJRASET), (2015).
  16. R Miri, P Tripathi, S R Tandan "Novel Algorithm for Reduced Computational Data by Using Fuzzy Classification and Data Mining Techniques" Proceedings of the 2014 International Conference on Information and Communication Technology for Competitive Strategies" ACM, (2014)
  17. Shoban Babu Sriramoju, "Review on Big Data and Mining Algorithm" in "International Journal for Research in Applied Science and Engineering Technology", Volume-5, Issue-XI, November 2017, 1238-1243 ISSN : 2321-9653], www.ijraset.com
  18. Shoban Babu Sriramoju, "OPPORTUNITIES AND SECURITY IMPLICATIONS OF BIG DATA MINING" in "International Journal of Research in Science and Engineering", Vol 3, Issue 6, Nov-Dec 2017 ISSN : 2394-8299 ].
  19. Ajmera Rajesh, Siripuri Kiran, " Anomaly Detection Using Data Mining Techniques in Social Networking" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018, 1268-1272 ISSN : 2321-9653], www.ijraset.com
  20. Shoban Babu Sriramoju, Madan Kumar Chandran, "UP-Growth Algorithms for Knowledge Discovery from Transactional Databases" in "International Journal of Advanced Research in Computer Science and Software Engineering", Vol 4, Issue 2, February 2014 ISSN : 2277 128X ]
  21. SA Supriya. "A Survey Model of Big Data by Focusing on the Atmospheric Data Analysis." International Journal for Scientific Research and Development 5.10 (2017): 463-466.
  22. Shoban Babu Sriramoju, Azmera Chandu Naik, N.Samba Siva Rao, "Predicting The Misusability Of Data From Malicious Insiders" in "International Journal of Computer Engineering and Applications" , Vol V,Issue II,Febrauary 2014 ISSN : 2321-3469 ]
  23. Ajay Babu Sriramoju, Dr. S. Shoban Babu, "Analysis on Image Compression Using Bit-Plane Separation Method" in "International Journal of Information Technology and Management", Vol VII, Issue X, November 2014 ISSN : 2249-4510 ]
  24. Monelli Ayyavaraiah, " A Study on Large-Scale Cross-Media Retrieval of Wikipedia Images towards Visual Query and Textual Expansion" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018, 1238-1243 ISSN : 2321-9653], www.ijraset.com
  25. Shoban Babu Sriramoju, "Mining Big Sources Using Efficient Data Mining Algorithms" in "International Journal of Innovative Research in Computer and Communication Engineering" , Vol 2, Issue 1,January 2014 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  26. Siripuri Kiran, 'Decision Tree Analysis Tool with the Design Approach of Probability Density Function towards Uncertain Data Classification', International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X,Volume 4 Issue 2, pp.829-831, January-February 2018. URL : http://ijsrst.com/IJSRST1841198
  27. Dr. Shoban Babu Sriramoju, "A Review on Processing Big Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol-2, Issue-1, January 2014 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  28. Amitha Supriya. "Implementation of Image Processing System using Big Data in the Cloud Environment." International Journal for Scientific Research and Development 5.10 (2017): 211-217.
  29. Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis around the study of Distributed Data Mining Method in the Grid Environment : Technique, Algorithms and Services" in "Journal of Advances in Science and Technology" Vol-IV, Issue No-VII, November 2012 ISSN : 2230-9659 ]
  30. Monelli Ayyavaraiah, "Nomenclature of Opinion Miningand Related Benchmarking Tools" in "International Journal of Scientific & Engineering Research" Vol 7,Issue 8, February 2018, ISSN 2229-5518]
  31. Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis on Effective, Precise and Privacy Preserving Data Mining Association Rules with Partitioning on Distributed Databases" in "International Journal of Information Technology and management" Vol-III, Issue-I, August 2012 ISSN : 2249-4510 ]
  32. Monelli Ayyavaraiah, "Review of Machine Learning based Sentiment Analysis on Social Web Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol 4,Issue 6,March 2016 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  33. Shoban Babu Sriramoju, Dr. Atul Kumar, "A Competent Strategy Regarding Relationship of Rule Mining on Distributed Database Algorithm" in "Journal of Advances in Science and Technology" Vol-II, Issue No-II, November 2011 ISSN : 2230-9659 ]
  34. Shoban Babu Sriramoju, Dr. Atul Kumar, "Allocated Greater Order Organization of Rule Mining utilizing Information Produced Through Textual facts" in "International Journal of Information Technology and management", Vol-I, Issue-I, August 2011 ISSN : 2249-4510 ]
  35. Guguloth Vijaya, A. Devaki, Dr. Shoban Babu Sriramoju, "A Framework for Solving Identity Disclosure Problem in Collaborative Data Publishing" in "International Journal of Research and Applications" (Apr-Jun 2015 Transactions), Vol 2, Issue 6, 292-295

Publication Details

Published in : Volume 4 | Issue 2 | January-February 2018
Date of Publication : 2018-02-28
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 1501-1507
Manuscript Number : IJSRST1841344
Publisher : Technoscience Academy

Print ISSN : 2395-6011, Online ISSN : 2395-602X

Cite This Article :

M. Chandrasekhar Varma, B Srinivasa S P Kumar, " Detection of Intrusion Using Decision Tree Based Data Mining Technique", International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X, Volume 4, Issue 2, pp.1501-1507, January-February-2018.
Journal URL : https://ijsrst.com/IJSRST1841344
Citation Detection and Elimination     |      | |
  • K.Nageswara rao, D.RajyaLakshmi, T.Venkateswara Rao," Robust Statistical Outlier based Feature Selection Technique for Network Intrusion Detection", International Journal of Soft Computing and Engineering (IJSCE) ISSN: 2231-2307, Volume-2, Issue-1, March 2012.
  • Ala' Yaseen Ibrahim Shakhatreh , Kamalrulnizam Abu Bakar ,"A Review of Clustering Techniques Based on Machine learning Approach in Intrusion Detection Systems", IJCSI International Journal of Computer Science Issues, Vol. 8, Issue 5, No 3, September 2011.
  • "NSL-KDD data set for network-based intrusion detection systems ", Available on: http://nsl.cs.unb.ca/NSL-KDD.
  • AdetunmbiA.Olusola,Adeola S.Oladele.,Daramola O.Abosede,"Analysis of KDD '99 Intrusion Detection Dataset for Selection of Relevance Features", Proceedings of the World Congress on Engineering and Computer Science 2010 Vol I WCECS 2010, October 20-22, 2010, San Francisco, USA.
  • M. Sathya Narayana1, B. V. V. S. Prasad2, A. Srividhya3 and K. Pandu Ranga Reddy", Data Mining Machine Learning Techniques – A Study on Abnormal Anomaly Detection System",International Journal of Computer Science and Telecommunications Volume 2, Issue 6, September 2011].
  • Mahmood Hossain," Data Mining Approaches For Intrusion Detection: Issues And Research Directions",Department of Computer Science, Mississippi State University, MS 39762, USA.
  • S Pandey, R Miri, S R Tandan "Diagnosis and Classification of Hypothyroid Disease Using Data Mining Techniques" International Journal of Engineering Research and Technology, (2013)
  • Khushboo Sharma, S R Tandan "An Optimized Parallel Confidence Measures Algorithm on Web Log Data" International Journal of Engineering Research and Technology (IJERT) (2013)
  • Asha Miri, S.R.Tandan, Rohit Miri "Pseudo Code to Eliminate Unwanted Data Sets for Fuzzy Mining Association Rule" International Journal for Research in Applied Science & Engineering Technology (IJRASET) (2015).
  • Rohit Miri, Priyanka Tripathi, S R Tandan" Exploration of Novel Algorithm for Reduced Computational Time by Using Fuzzy Classification Technique in Data Mining" International Journal for Research in Applied Science & Engineering Technology (IJRASET) (2015)
  • Rohit Miri, Priyanka Tripathi, S R Tandan "Novel Algorithm For Finding The Range Of Fuzzy Values For Quantitative Data Sets By Data Mining And Fuzzy Technique" Journal Of Advanced Database Management & Systems Journal Of Advanced Database Management & Systems, (2015)
  • S R Tandan, Rohit Miri, ,Dr Priyanka Tripathi "A Bird Eye Review on Reduced Time Complexity by Using Data Mining and Fuzzy Techniques" international journal for research in applied science and engineering technology (ijraset), (2014)
  • S R Tandan Rohit Miri, Priyanka Tripathi "TRApriori Classification Based Algorithm by Fuzzy Techniques to Reduced Time Complexity" International Journal of Computer Science & Information Technology, International Journal of Computer Science & Information Technology, (2014)
  • Rohit Miri, Priyanka Tripathi, Keshri Verma, S.R. Tandan "Novel Algorithm to Reduced Computational Data Sets for Fuzzy Association Rule" International Journal For Research In Applied Science And Engineering Technology (IJRASET), (2015).
  • R Miri, P Tripathi, S R Tandan "Novel Algorithm for Reduced Computational Data by Using Fuzzy Classification and Data Mining Techniques" Proceedings of the 2014 International Conference on Information and Communication Technology for Competitive Strategies" ACM, (2014)
  • Shoban Babu Sriramoju, "Review on Big Data and Mining Algorithm" in "International Journal for Research in Applied Science and Engineering Technology", Volume-5, Issue-XI, November 2017, 1238-1243 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, "OPPORTUNITIES AND SECURITY IMPLICATIONS OF BIG DATA MINING" in "International Journal of Research in Science and Engineering", Vol 3, Issue 6, Nov-Dec 2017 ISSN : 2394-8299 ].
  • Ajmera Rajesh, Siripuri Kiran, " Anomaly Detection Using Data Mining Techniques in Social Networking" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018, 1268-1272 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, Madan Kumar Chandran, "UP-Growth Algorithms for Knowledge Discovery from Transactional Databases" in "International Journal of Advanced Research in Computer Science and Software Engineering", Vol 4, Issue 2, February 2014 ISSN : 2277 128X ]
  • SA Supriya. "A Survey Model of Big Data by Focusing on the Atmospheric Data Analysis." International Journal for Scientific Research and Development 5.10 (2017): 463-466.
  • Shoban Babu Sriramoju, Azmera Chandu Naik, N.Samba Siva Rao, "Predicting The Misusability Of Data From Malicious Insiders" in "International Journal of Computer Engineering and Applications" , Vol V,Issue II,Febrauary 2014 ISSN : 2321-3469 ]
  • Ajay Babu Sriramoju, Dr. S. Shoban Babu, "Analysis on Image Compression Using Bit-Plane Separation Method" in "International Journal of Information Technology and Management", Vol VII, Issue X, November 2014 ISSN : 2249-4510 ]
  • Monelli Ayyavaraiah, " A Study on Large-Scale Cross-Media Retrieval of Wikipedia Images towards Visual Query and Textual Expansion" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018, 1238-1243 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, "Mining Big Sources Using Efficient Data Mining Algorithms" in "International Journal of Innovative Research in Computer and Communication Engineering" , Vol 2, Issue 1,January 2014 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Siripuri Kiran, 'Decision Tree Analysis Tool with the Design Approach of Probability Density Function towards Uncertain Data Classification', International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X,Volume 4 Issue 2, pp.829-831, January-February 2018. URL : http://ijsrst.com/IJSRST1841198
  • Dr. Shoban Babu Sriramoju, "A Review on Processing Big Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol-2, Issue-1, January 2014 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Amitha Supriya. "Implementation of Image Processing System using Big Data in the Cloud Environment." International Journal for Scientific Research and Development 5.10 (2017): 211-217.
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis around the study of Distributed Data Mining Method in the Grid Environment : Technique, Algorithms and Services" in "Journal of Advances in Science and Technology" Vol-IV, Issue No-VII, November 2012 ISSN : 2230-9659 ]
  • Monelli Ayyavaraiah, "Nomenclature of Opinion Miningand Related Benchmarking Tools" in "International Journal of Scientific & Engineering Research" Vol 7,Issue 8, February 2018, ISSN 2229-5518]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis on Effective, Precise and Privacy Preserving Data Mining Association Rules with Partitioning on Distributed Databases" in "International Journal of Information Technology and management" Vol-III, Issue-I, August 2012 ISSN : 2249-4510 ]
  • Monelli Ayyavaraiah, "Review of Machine Learning based Sentiment Analysis on Social Web Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol 4,Issue 6,March 2016 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "A Competent Strategy Regarding Relationship of Rule Mining on Distributed Database Algorithm" in "Journal of Advances in Science and Technology" Vol-II, Issue No-II, November 2011 ISSN : 2230-9659 ]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "Allocated Greater Order Organization of Rule Mining utilizing Information Produced Through Textual facts" in "International Journal of Information Technology and management", Vol-I, Issue-I, August 2011 ISSN : 2249-4510 ]
  • Guguloth Vijaya, A. Devaki, Dr. Shoban Babu Sriramoju, "A Framework for Solving Identity Disclosure Problem in Collaborative Data Publishing" in "International Journal of Research and Applications" (Apr-Jun 2015 Transactions), Vol 2, Issue 6, 292-295
  • " target="_blank"> BibTeX
    |
  • K.Nageswara rao, D.RajyaLakshmi, T.Venkateswara Rao," Robust Statistical Outlier based Feature Selection Technique for Network Intrusion Detection", International Journal of Soft Computing and Engineering (IJSCE) ISSN: 2231-2307, Volume-2, Issue-1, March 2012.
  • Ala' Yaseen Ibrahim Shakhatreh , Kamalrulnizam Abu Bakar ,"A Review of Clustering Techniques Based on Machine learning Approach in Intrusion Detection Systems", IJCSI International Journal of Computer Science Issues, Vol. 8, Issue 5, No 3, September 2011.
  • "NSL-KDD data set for network-based intrusion detection systems ", Available on: http://nsl.cs.unb.ca/NSL-KDD.
  • AdetunmbiA.Olusola,Adeola S.Oladele.,Daramola O.Abosede,"Analysis of KDD '99 Intrusion Detection Dataset for Selection of Relevance Features", Proceedings of the World Congress on Engineering and Computer Science 2010 Vol I WCECS 2010, October 20-22, 2010, San Francisco, USA.
  • M. Sathya Narayana1, B. V. V. S. Prasad2, A. Srividhya3 and K. Pandu Ranga Reddy", Data Mining Machine Learning Techniques – A Study on Abnormal Anomaly Detection System",International Journal of Computer Science and Telecommunications Volume 2, Issue 6, September 2011].
  • Mahmood Hossain," Data Mining Approaches For Intrusion Detection: Issues And Research Directions",Department of Computer Science, Mississippi State University, MS 39762, USA.
  • S Pandey, R Miri, S R Tandan "Diagnosis and Classification of Hypothyroid Disease Using Data Mining Techniques" International Journal of Engineering Research and Technology, (2013)
  • Khushboo Sharma, S R Tandan "An Optimized Parallel Confidence Measures Algorithm on Web Log Data" International Journal of Engineering Research and Technology (IJERT) (2013)
  • Asha Miri, S.R.Tandan, Rohit Miri "Pseudo Code to Eliminate Unwanted Data Sets for Fuzzy Mining Association Rule" International Journal for Research in Applied Science & Engineering Technology (IJRASET) (2015).
  • Rohit Miri, Priyanka Tripathi, S R Tandan" Exploration of Novel Algorithm for Reduced Computational Time by Using Fuzzy Classification Technique in Data Mining" International Journal for Research in Applied Science & Engineering Technology (IJRASET) (2015)
  • Rohit Miri, Priyanka Tripathi, S R Tandan "Novel Algorithm For Finding The Range Of Fuzzy Values For Quantitative Data Sets By Data Mining And Fuzzy Technique" Journal Of Advanced Database Management & Systems Journal Of Advanced Database Management & Systems, (2015)
  • S R Tandan, Rohit Miri, ,Dr Priyanka Tripathi "A Bird Eye Review on Reduced Time Complexity by Using Data Mining and Fuzzy Techniques" international journal for research in applied science and engineering technology (ijraset), (2014)
  • S R Tandan Rohit Miri, Priyanka Tripathi "TRApriori Classification Based Algorithm by Fuzzy Techniques to Reduced Time Complexity" International Journal of Computer Science & Information Technology, International Journal of Computer Science & Information Technology, (2014)
  • Rohit Miri, Priyanka Tripathi, Keshri Verma, S.R. Tandan "Novel Algorithm to Reduced Computational Data Sets for Fuzzy Association Rule" International Journal For Research In Applied Science And Engineering Technology (IJRASET), (2015).
  • R Miri, P Tripathi, S R Tandan "Novel Algorithm for Reduced Computational Data by Using Fuzzy Classification and Data Mining Techniques" Proceedings of the 2014 International Conference on Information and Communication Technology for Competitive Strategies" ACM, (2014)
  • Shoban Babu Sriramoju, "Review on Big Data and Mining Algorithm" in "International Journal for Research in Applied Science and Engineering Technology", Volume-5, Issue-XI, November 2017, 1238-1243 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, "OPPORTUNITIES AND SECURITY IMPLICATIONS OF BIG DATA MINING" in "International Journal of Research in Science and Engineering", Vol 3, Issue 6, Nov-Dec 2017 ISSN : 2394-8299 ].
  • Ajmera Rajesh, Siripuri Kiran, " Anomaly Detection Using Data Mining Techniques in Social Networking" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018, 1268-1272 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, Madan Kumar Chandran, "UP-Growth Algorithms for Knowledge Discovery from Transactional Databases" in "International Journal of Advanced Research in Computer Science and Software Engineering", Vol 4, Issue 2, February 2014 ISSN : 2277 128X ]
  • SA Supriya. "A Survey Model of Big Data by Focusing on the Atmospheric Data Analysis." International Journal for Scientific Research and Development 5.10 (2017): 463-466.
  • Shoban Babu Sriramoju, Azmera Chandu Naik, N.Samba Siva Rao, "Predicting The Misusability Of Data From Malicious Insiders" in "International Journal of Computer Engineering and Applications" , Vol V,Issue II,Febrauary 2014 ISSN : 2321-3469 ]
  • Ajay Babu Sriramoju, Dr. S. Shoban Babu, "Analysis on Image Compression Using Bit-Plane Separation Method" in "International Journal of Information Technology and Management", Vol VII, Issue X, November 2014 ISSN : 2249-4510 ]
  • Monelli Ayyavaraiah, " A Study on Large-Scale Cross-Media Retrieval of Wikipedia Images towards Visual Query and Textual Expansion" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018, 1238-1243 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, "Mining Big Sources Using Efficient Data Mining Algorithms" in "International Journal of Innovative Research in Computer and Communication Engineering" , Vol 2, Issue 1,January 2014 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Siripuri Kiran, 'Decision Tree Analysis Tool with the Design Approach of Probability Density Function towards Uncertain Data Classification', International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X,Volume 4 Issue 2, pp.829-831, January-February 2018. URL : http://ijsrst.com/IJSRST1841198
  • Dr. Shoban Babu Sriramoju, "A Review on Processing Big Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol-2, Issue-1, January 2014 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Amitha Supriya. "Implementation of Image Processing System using Big Data in the Cloud Environment." International Journal for Scientific Research and Development 5.10 (2017): 211-217.
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis around the study of Distributed Data Mining Method in the Grid Environment : Technique, Algorithms and Services" in "Journal of Advances in Science and Technology" Vol-IV, Issue No-VII, November 2012 ISSN : 2230-9659 ]
  • Monelli Ayyavaraiah, "Nomenclature of Opinion Miningand Related Benchmarking Tools" in "International Journal of Scientific & Engineering Research" Vol 7,Issue 8, February 2018, ISSN 2229-5518]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis on Effective, Precise and Privacy Preserving Data Mining Association Rules with Partitioning on Distributed Databases" in "International Journal of Information Technology and management" Vol-III, Issue-I, August 2012 ISSN : 2249-4510 ]
  • Monelli Ayyavaraiah, "Review of Machine Learning based Sentiment Analysis on Social Web Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol 4,Issue 6,March 2016 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "A Competent Strategy Regarding Relationship of Rule Mining on Distributed Database Algorithm" in "Journal of Advances in Science and Technology" Vol-II, Issue No-II, November 2011 ISSN : 2230-9659 ]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "Allocated Greater Order Organization of Rule Mining utilizing Information Produced Through Textual facts" in "International Journal of Information Technology and management", Vol-I, Issue-I, August 2011 ISSN : 2249-4510 ]
  • Guguloth Vijaya, A. Devaki, Dr. Shoban Babu Sriramoju, "A Framework for Solving Identity Disclosure Problem in Collaborative Data Publishing" in "International Journal of Research and Applications" (Apr-Jun 2015 Transactions), Vol 2, Issue 6, 292-295
  • " target="_blank">RIS
    |
  • K.Nageswara rao, D.RajyaLakshmi, T.Venkateswara Rao," Robust Statistical Outlier based Feature Selection Technique for Network Intrusion Detection", International Journal of Soft Computing and Engineering (IJSCE) ISSN: 2231-2307, Volume-2, Issue-1, March 2012.
  • Ala' Yaseen Ibrahim Shakhatreh , Kamalrulnizam Abu Bakar ,"A Review of Clustering Techniques Based on Machine learning Approach in Intrusion Detection Systems", IJCSI International Journal of Computer Science Issues, Vol. 8, Issue 5, No 3, September 2011.
  • "NSL-KDD data set for network-based intrusion detection systems ", Available on: http://nsl.cs.unb.ca/NSL-KDD.
  • AdetunmbiA.Olusola,Adeola S.Oladele.,Daramola O.Abosede,"Analysis of KDD '99 Intrusion Detection Dataset for Selection of Relevance Features", Proceedings of the World Congress on Engineering and Computer Science 2010 Vol I WCECS 2010, October 20-22, 2010, San Francisco, USA.
  • M. Sathya Narayana1, B. V. V. S. Prasad2, A. Srividhya3 and K. Pandu Ranga Reddy", Data Mining Machine Learning Techniques – A Study on Abnormal Anomaly Detection System",International Journal of Computer Science and Telecommunications Volume 2, Issue 6, September 2011].
  • Mahmood Hossain," Data Mining Approaches For Intrusion Detection: Issues And Research Directions",Department of Computer Science, Mississippi State University, MS 39762, USA.
  • S Pandey, R Miri, S R Tandan "Diagnosis and Classification of Hypothyroid Disease Using Data Mining Techniques" International Journal of Engineering Research and Technology, (2013)
  • Khushboo Sharma, S R Tandan "An Optimized Parallel Confidence Measures Algorithm on Web Log Data" International Journal of Engineering Research and Technology (IJERT) (2013)
  • Asha Miri, S.R.Tandan, Rohit Miri "Pseudo Code to Eliminate Unwanted Data Sets for Fuzzy Mining Association Rule" International Journal for Research in Applied Science & Engineering Technology (IJRASET) (2015).
  • Rohit Miri, Priyanka Tripathi, S R Tandan" Exploration of Novel Algorithm for Reduced Computational Time by Using Fuzzy Classification Technique in Data Mining" International Journal for Research in Applied Science & Engineering Technology (IJRASET) (2015)
  • Rohit Miri, Priyanka Tripathi, S R Tandan "Novel Algorithm For Finding The Range Of Fuzzy Values For Quantitative Data Sets By Data Mining And Fuzzy Technique" Journal Of Advanced Database Management & Systems Journal Of Advanced Database Management & Systems, (2015)
  • S R Tandan, Rohit Miri, ,Dr Priyanka Tripathi "A Bird Eye Review on Reduced Time Complexity by Using Data Mining and Fuzzy Techniques" international journal for research in applied science and engineering technology (ijraset), (2014)
  • S R Tandan Rohit Miri, Priyanka Tripathi "TRApriori Classification Based Algorithm by Fuzzy Techniques to Reduced Time Complexity" International Journal of Computer Science & Information Technology, International Journal of Computer Science & Information Technology, (2014)
  • Rohit Miri, Priyanka Tripathi, Keshri Verma, S.R. Tandan "Novel Algorithm to Reduced Computational Data Sets for Fuzzy Association Rule" International Journal For Research In Applied Science And Engineering Technology (IJRASET), (2015).
  • R Miri, P Tripathi, S R Tandan "Novel Algorithm for Reduced Computational Data by Using Fuzzy Classification and Data Mining Techniques" Proceedings of the 2014 International Conference on Information and Communication Technology for Competitive Strategies" ACM, (2014)
  • Shoban Babu Sriramoju, "Review on Big Data and Mining Algorithm" in "International Journal for Research in Applied Science and Engineering Technology", Volume-5, Issue-XI, November 2017, 1238-1243 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, "OPPORTUNITIES AND SECURITY IMPLICATIONS OF BIG DATA MINING" in "International Journal of Research in Science and Engineering", Vol 3, Issue 6, Nov-Dec 2017 ISSN : 2394-8299 ].
  • Ajmera Rajesh, Siripuri Kiran, " Anomaly Detection Using Data Mining Techniques in Social Networking" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018, 1268-1272 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, Madan Kumar Chandran, "UP-Growth Algorithms for Knowledge Discovery from Transactional Databases" in "International Journal of Advanced Research in Computer Science and Software Engineering", Vol 4, Issue 2, February 2014 ISSN : 2277 128X ]
  • SA Supriya. "A Survey Model of Big Data by Focusing on the Atmospheric Data Analysis." International Journal for Scientific Research and Development 5.10 (2017): 463-466.
  • Shoban Babu Sriramoju, Azmera Chandu Naik, N.Samba Siva Rao, "Predicting The Misusability Of Data From Malicious Insiders" in "International Journal of Computer Engineering and Applications" , Vol V,Issue II,Febrauary 2014 ISSN : 2321-3469 ]
  • Ajay Babu Sriramoju, Dr. S. Shoban Babu, "Analysis on Image Compression Using Bit-Plane Separation Method" in "International Journal of Information Technology and Management", Vol VII, Issue X, November 2014 ISSN : 2249-4510 ]
  • Monelli Ayyavaraiah, " A Study on Large-Scale Cross-Media Retrieval of Wikipedia Images towards Visual Query and Textual Expansion" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018, 1238-1243 ISSN : 2321-9653], www.ijraset.com
  • Shoban Babu Sriramoju, "Mining Big Sources Using Efficient Data Mining Algorithms" in "International Journal of Innovative Research in Computer and Communication Engineering" , Vol 2, Issue 1,January 2014 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Siripuri Kiran, 'Decision Tree Analysis Tool with the Design Approach of Probability Density Function towards Uncertain Data Classification', International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X,Volume 4 Issue 2, pp.829-831, January-February 2018. URL : http://ijsrst.com/IJSRST1841198
  • Dr. Shoban Babu Sriramoju, "A Review on Processing Big Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol-2, Issue-1, January 2014 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Amitha Supriya. "Implementation of Image Processing System using Big Data in the Cloud Environment." International Journal for Scientific Research and Development 5.10 (2017): 211-217.
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis around the study of Distributed Data Mining Method in the Grid Environment : Technique, Algorithms and Services" in "Journal of Advances in Science and Technology" Vol-IV, Issue No-VII, November 2012 ISSN : 2230-9659 ]
  • Monelli Ayyavaraiah, "Nomenclature of Opinion Miningand Related Benchmarking Tools" in "International Journal of Scientific & Engineering Research" Vol 7,Issue 8, February 2018, ISSN 2229-5518]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis on Effective, Precise and Privacy Preserving Data Mining Association Rules with Partitioning on Distributed Databases" in "International Journal of Information Technology and management" Vol-III, Issue-I, August 2012 ISSN : 2249-4510 ]
  • Monelli Ayyavaraiah, "Review of Machine Learning based Sentiment Analysis on Social Web Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol 4,Issue 6,March 2016 ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "A Competent Strategy Regarding Relationship of Rule Mining on Distributed Database Algorithm" in "Journal of Advances in Science and Technology" Vol-II, Issue No-II, November 2011 ISSN : 2230-9659 ]
  • Shoban Babu Sriramoju, Dr. Atul Kumar, "Allocated Greater Order Organization of Rule Mining utilizing Information Produced Through Textual facts" in "International Journal of Information Technology and management", Vol-I, Issue-I, August 2011 ISSN : 2249-4510 ]
  • Guguloth Vijaya, A. Devaki, Dr. Shoban Babu Sriramoju, "A Framework for Solving Identity Disclosure Problem in Collaborative Data Publishing" in "International Journal of Research and Applications" (Apr-Jun 2015 Transactions), Vol 2, Issue 6, 292-295
  • " target="_blank">CSV

    Article Preview