[ Welcome to Home Page of Dr. Sonali Agarwal
  Dr. Sonali Agarwal

Assistant Professor, Indian Institute of Information Technology, Allahabad, India
 

  Contact Details

  Dr. Sonali Agarwal
  Assistant Professor
  Room No.: 5203, CC3 Building

  Indian Institute of Information   Technology Allahabad
  Devghat Jhalwa
  Allahabad (UP) INDIA

  Phone: 0532-2922424
  Web: www.sonaliagarwal.com

  E Mail: sonali@iiita.ac.in
  E Mail: raiagarwalsonali@gmail.com
  

  Details of International Journals

  1. Sayantan Nath Sonali Agarwal "Evaluation of Knowledge Gaps for Mathematical Applications in Thermographic Image Processing Technique,” has been accepted for publication in ACM Computing Surveys, 2016, 5 Year Impact Factor :6.559.

  2. Bakshi Rohit Prasad, Sonali Agarwal “Stream Data Mining: Platforms, Algorithms, Performance Evaluators and Research Trends”, published in International Journal of Data Base and Application (IJDTA) Vol.9, No.9 (2016), pp. 201-218 http://dx.doi.org/10.14257/ijdta.2016 .9.9.19


  3. Divya Tomar, Sonali Agarwal Twin Support Vector Machine for Multiple Instance Learning Based on Bag DissimilarityAdvances in Artificial Intelligence Volume 2016 (2016), Article ID 1269708, 18 pages, http://dx.doi.org/10.1155/2016/1269708

  4. Divya Tomar, Sonali Agarwal Leaf Recognition for Plant Classification Using Direct Acyclic Graph Based Multi-Class Least Squares Twin Support Vector Machine” International Journal of Image and Graphics 16, 1650012 (2016) [17 pages] DOI: http://dx.doi.org/10.1142/S0219467816500121

  5. Bakshi Rohit Prasad, Sonali Agarwal " Critical parameter analysis of Vertical Hoeffding Tree for optimized performance using SAMOA", International Journal of Machine Learning and Cybernetics, (2016), pp.1-14.
    Scopus Indexed, Impact Factor=1.110

  6. Divya Tomar, Sonali Agarwal “Prediction of defective software modules using class imbalance learning", Applied Computational Intelligence and Soft Computing, vol.2016, Article ID 7658207, 12 pages, 2016.

  7. Harshal Singh, Divya Tomar, Sonali Agarwal Link Prediction for Authorship Association in Heterogeneous Network Using Streaming Classification International Journal of Grid and Distributed Computing Vol. 9, No. 4 (2016), pp.135-150 http://dx.doi.org/10.14257/ijgdc.2016.9.4.13

  8. Geetanjali Chaurasia, Sonali Agarwal A Hybrid Approach of Clustering and Time-Aware Based Novel Test Case Prioritization Technique International Journal of Database Theory and Application Vol.9, No.4 (2016), pp.23-44 http://dx.doi.org/10.14257/ijdta.2016.9.4.02


    Scopus Indexed

  9. Bakshi Rohit Prasad, Sonali Agarwal Comparative Study of Big Data Computing and Storage Tools: A Review published in International Journal of Data Base and Application (IJDTA) Volume 9, Issue 1 Pages pp.45-66 http://dx.doi.org/10.14257/ijdta.2016.9.1.05


    Scopus Indexed

  10. Divya Tomar, Sonali Agarwal Multiclass Least Squares Twin Support Vector Machine for Pattern Classification published in International Journal of Data Base and Application (IJDTA) Volume 8, Issue 6 Pages pp.285-302 http://dx.doi.org/10.14257/ijdta.2015.8.6.26


    Scopus Indexed

  11. Anushree Priyadarshini, Sonali Agarwal A Map Reduce based Support Vector Machine for Big Data Classification published in International Journal of Data Base and Application (IJDTA) Volume 8 Issue 5 Pages pp. 77 - 98.


    Scopus Indexed

  12. Divya Tomar, Sonali Agarwal "An effective Weighted Multi-class Least Squares Twin Support Vector Machine for Imbalanced data classification" published in International Journal of Computational Intelligence Systems, Taylor & Francis, Vol. 8, issue 4, July 2015, Pages 761–771.
    SCI Journal, Impact Factor=0.574

  13. Divya Tomar, Sonali Agarwal "A comparison on multi-class classification methods based on least squares twin support vector machine" published in Knowledge-Based Systems, Elsevier, Vol. 81, June 2015, Pages 131–147.
    SCI Journal, Scopus indexed, Impact Factor=3.011

  14. Divya Tomar, Sonali Agarwal "Twin Support Vector Machine: A review from 2007 to 2014" published in Egyptian Informatics Journal, Elsevier, Vol. 16, issue 1, March 2015, Pages 55–69.
    Scopus indexed, Impact Factor= 0.810

  15. Divya Tomar, Sonali Agarwal "An Emotion Detection System Based on Multi Least Squares Twin Support Vector Machine" published in Advances in Artificial Intelligence, Hindawi Publishing Corporation, Vol. 2014, Article ID 282659, 11 pages, 2014. doi:10.1155/2014/282659.
    Acceptance Rate= 9%

  16. Divya Tomar, Sonali Agarwal "Hybrid Feature Selection Based Weighted Least Squares Twin Support Vector Machine Approach for Diagnosing Breast Cancer, Hepatitis, and Diabetes" published in Advances in Artificial Intelligence, Hindawi Publishing Corporation, Vol. 2015, Article ID 265637, 10 pages, 2015. doi:10.1155/2015/265637
    Acceptance Rate= 33%

  17. Bakshi Rohit Prasad, Sonali Agarwal "Handling Big Data Stream Analytics using SAMOA Framework - A Practical Experience"published in International Journal of Data Base and Application (IJDTA) Vol.7, No.4 (2014), pp. 197-208 http://dx.doi.org/10.14257/ijdta.2014.7.4.


    Scopus Indexed

  18. Sonali Agarwal, Divya Tomar "A Survey on Pre-processing and Post-processing Techniques in Data Mining "published in International Journal of Data Base Theory and Application (IJDTA) Vol.7, No.4 (2014), pp.99-128 http://dx.doi.org/10.14257/ijdta.2014.7.4.09.


    Scopus Indexed

  19. Sonali Agarwal Divya Tomar "A Feature Selection Based Model for Software Defect Prediction"published in International Journal of Advanced Science and Technology Vol.65 (2014), pp.39-58 http://dx.doi.org/10.14257/ijast..2014.65.04


  20. Divya Tomar, Shubham Singhal, Sonali Agarwal, "Weighted Least Square Twin Support Vector Machine for Imbalanced Dataset" published in International Journal of Database Theory and Application Vol.7, No. 2 (2014), pp.25-36 http://dx.doi.org/10.14257/ijdta.2014.7.2.03.


    Scopus Indexed

  21. Divya Tomar, Sonali Agarwal, "Feature Selection based Least Square Twin Support Vector Machine for Diagnosis of Heart Disease" published in International Journal of Bio-Science and Bio-Technology Vol. 6, No.2(2014), pp.69-82 http://dx.doi.org/10.14257/ijbsbt.2014.6.2.07.


  22. Divya Tomar, Sonali Agarwal, "A Survey of Data Mining approaches for Healthcare" published in International Journal of Bio-Science and Bio-Technology Vol.5, No.5 (2013), pp. 241-266 http://dx.doi.org/10.14257/ijbsbt.2013.5.5.25.


  23. Sonali Agarwal, Ankur Agarwal, “Object oriented model for Bank Account Number Portability”International Journal of Conceptions on Computing and Information Technology Vol. 1, Issue. 1, November 2013; ISSN: 2345 – 9808

  24. Sonali Agarwal, G. N. Pandey, and M. D. Tiwari, "Data Mining in Education: Data Classification and Decision Tree Approach, "International Journal of e-Education, e-Business, e-Management and e-Learning, vol. 2, no. 2, pp. 140-144, 2012.

  25. Vimal Upadhyay, Suchi Sharma, Sonali Agarwal " Inspaction of wall thickness of pipes in petrochemical plants through WSN", Journal of Current Engineering Research, Jan. -Feb. 2012, Volume 2, Issue 1.


  26. Sayantan Nath, Sonali Agarwal and Qasima Abbas Kazmi " Image Histogram Segmentation by Multi-Level Thresholding using Hill Climbing Algorithm" , International Journal of Computer Applications 35(1):63-72, December 2011. Published by Foundation of Computer Science, New York, USA.


  27. Divya, Sonali Agarwal " “Classification of Countries based on Macro Economic Variables using Fuzzy Support Vector Machine", International Journal of Computer Applications (0975–8887)Volume 27 –No. 6, August 2011


  28. Divya Tomar, Ruchi Arya, Sonali Agarwal "Prediction of Profitability of Industries using weighted SVR" , International Journal on Computer Science and Engineering (IJCSE), Volume 3, No.5, May 2011, ISSN 0975-3397.


  29. Sonali Agarwal, Neera Singh and Dr. G. N. Pandey "Implementation of Data Mining and Data Warehousing In E Governance", International Journal of Computer Applications 9(4):18-22, November 2010.Published By Foundation of Computer Science.


  30. Sonali Agarwal, G. N. Pandey "Studies of E Governance in India Using Data Mining perspective", Journal of Computing, volume 2, issue 10, October 2010, ISSN 2151-9617, https://sites.google.com/site/journalofcomputing.

  Details of International Conferences

  1. Bakshi Rohit Prasad, Sonali Agarwal, "Distributed Feature Selection using Vertical Partitioning for High Dimensional Data", accepted for publication in the International Conference on Advances in Computing, Communications and Informatics (ICACCI-2016), LMNIT, Jaipur, India

  2. Divya Tomar, Sonali Agarwal “Multiple Instance Learning based on Twin Support Vector Machine” is presented in the International Conference on Computer, Communication and Computational Science (ICCCCS- 2016), Ajmer, India

  3. Suchi Maheshwari, Sonali Agarwal “Three-way decision based Defect Prediction for Object Oriented Software”is presented in the International Conference on Advances in Information Communication Technology & Computing (AICTC-2016), ACM, Bikaner, India.

  4. Neha Garg, Sonali Agarwal, “Process Mining for Clinical Workflows”, accepted for oral presentation in the International Conference on Advances in Information Communication Technology & Computing (AICTC-2016), ACM, Bikaner, India.

  5. Bakshi Rohit Prasad, Sonali Agarwal, "Performance Analysis and Optimization of Spark Streaming Applications through Effective Control Parameters Tuning", accepted to be published in proceedings of 4th ICACNI 2016, Springer, Rourkela, India.

  6. Ayushi Thatola, Parul Prasad, Sonali Agarwal, “Growth and opportunities in E-commerce using social media text analytics: an exclusive study on twitter” is presented in the RDA's 18th International Conference on “Sustainable Growth & Innovations" at JAIPUR (India) during 26th & 27th March, 2016.

  7. Vimal Upadhyay, Sonali Agarwal, “In-service pipeline inspection crawler” is presented in the first international conference on Intelligent Communication, control and Devices-2016, organized by the department of Electronics, Instrumentation and Control Engineering during 2nd & 3rd April 2016.

  8. Divya Tomar, Sonali Agarwal " Multilabel Approach Using Binary Relevance and One-versus-Rest Least Squares Twin Support Vector Machine for Scene Classification,”2016 Second International Conference on Computational Intelligence & Communication Technology (CICT), Ghaziabad, India, 2016, pp. 37-42. doi: 10.1109/CICT.2016.17

  9. Sonali Agarwal, Bakhshi Rohit Prasad "High Speed Streaming Data Analysis of Web Generated Log Streams" presented in 10th IEEE international Conference on Industrial and Information System 2015 (ICIIS-2015) at Faculty of Engineering, University of Peradeniya, Srilanka, 17-21 December 2015

  10. Anubha Sharma, Manoj Kumar, Sonali Agarwal "A Complete Survey on Software Architectural Styles and Patterns" presented in Fourth International Conference on Eco-friendly Computing and Communication Systems (ICECCS-2015) at National Institute of Technology, Kurukshetra, India, 7-8 December 2015

  11. Geetanjali Chaurasia, Sonali Agarwal and Swarnima Singh Gautam "Clustering Based Novel Test Case Prioritization Technique " presented in 4th Students’ Conference on Engineering and Systems 2015 (SCES-2015) at MNNIT, Allahabad, India, November 6-8, 2015

  12. Shwet Ketu, Bakshi Rohit Prasad, Sonali Agarwal "Effect of Corpus Size Selection on Performance of Map-Reduce Based Distributed K-Means for Big Textual Data Clustering" presented in Sixth International Conference on Computer and Communication Technology (ICCCT-2015) at MNNIT, Allahabad, India, 25 - 27 September 2015
    Acceptance Rate : 33%

  13. Shwet Ketu, Sonali Agarwal "Performance Enhancement of Distributed K-Means Clustering for Big Data Analytics Through In-memory Computation" presented in Eighth International Conference on Contemporary Computing, (IC3 – 2015) at JP Institute of Information Technology (JIIT), Noida, India, 20 - 22 August 2015
    Acceptance Rate : 25%

  14. Divya Tomar, Sonali Agarwal " Multi-class Twin Support Vector Machine for Pattern Classification " presented in 3rd International Conference on Advanced Computing, Networking, and Informatics (ICACNI – 2015) at School of Computer Engineering, Kalinga Institute of Industrial Technology, (KIIT University), Orissa, India 23 - 25 June 2015
    Acceptance Rate : 25%, Scopus indexed

  15. Divya Tomar, Sonali Agarwal " Multi-label Classifier for Emotion Recognition from Music" presented in 3rd International Conference on Advanced Computing, Networking, and Informatics (ICACNI – 2015) at School of Computer Engineering, Kalinga Institute of Industrial Technology, (KIIT University), Orissa, India 23 - 25 June 2015
    Acceptance Rate : 25%, Scopus indexed

  16. Divya Tomar, Sonali Agarwal 2015 "Direct acyclic graph based multi-class twin support vector machine for pattern classification " In Proceedings of the Second ACM IKDD Conference on Data Sciences (CoDS '15). ACM, New York, NY, USA, 80-85. DOI=10.1145/2732587.2732598 http://doi.acm.org/10.1145/2732587.2732598
    Acceptance Rate : 12.28%

  17. Bakshi Rohit Prasad, Sonali Agarwal "Modeling Risk Prediction of Diabetes - A Preventive Measure" presented in 9th International Conference on Industrial and Information Systems (ICIIS) at Atal Bihari Vajpayee Indian Institute of Information Technology and Management Gwalior, India during December 15-17 2014.
    Scopus indexed

  18. Pradeep Kumar Saini, Divya Tomar, Sonali Agarwal "High Numeric Coherent Association Rule Mining with a Particular Categorical Consequent Class Attribute" presented in 9th International Conference on Industrial and Information Systems (ICIIS) at Atal Bihari Vajpayee Indian Institute of Information Technology and Management Gwalior, India during December 15-17 2014.
    Scopus indexed

  19. Divya Tomar, Bakshi Rohit Prasad, Sonali Agarwal "An efficient Parkinson disease diagnosis system based on Least Squares Twin Support Vector Machine and Particle Swarm Optimization" presented in 9th International Conference on Industrial and Information Systems (ICIIS) at Atal Bihari Vajpayee Indian Institute of Information Technology and Management Gwalior, India during December 15-17 2014.
    Scopus indexed

  20. Manish Shukla, Sonali Agarwal "Hybrid Approach for Tuberculosis Data Classification Using Optimal Centroid Selection Based Clustering" presented in IEEE Student's Conference on Engineering and System, SCES-2014, MNNIT, May 28-30, 2014, Allahabad, India.
    Scopus indexed

  21. Manoj Kumar, Anubha Sharma, Sonali Agarwal, “Clinical Decision Support System for Diabetes Disease Diagnosis Using Optimized Neural Network” presented in IEEE Student's Conference on Engineering and System, SCES-2014, MNNIT, May 28-30, 2014, Allahabad, India.
    Scopus indexed

  22. Sonali Agarwal, Divya Tomar, Siddhant Verma,“Prediction of Software defects using Twin Support vector Machine” presented in IEEE Second International Conference on Information Systems and computer Networks ISCON 2014, March 1-2, 2014, Mathura, India.
    Scopus indexed

  23. Divya Tomar, Sonali Agarwal, “Predictive Model for diabetic patients using Hybrid TSVM” presented in Fifth International Conference on Advances in Communication, Network, and Computing (CNC 2014), February 21-22, 2014, Chennai, India.

  24. Neha Rathore, Divya Tomar, Sonali Agarwal, Predicting the survivability of Breast Cancer patients using Ensemble approachpresented in International Conference on Issues and Challenges in Intelligent Computing Techniques (ICICT-2014), February 07-08, 2014, Ghaziabad, India.
    Scopus indexed

  25. Sonali Agarwal, Sanjeev Kumar Sinha, Data Mining based Pervasive System Design for Intensive Care Unit” presented in 2014 International Conference on Computer Communication and Informatics (ICCCI -2014), January 03 – 05, 2014, Coimbatore, India.
    Scopus indexed

  26. Subham Khanna, Sonali Agarwal, An Integrated Approach towards the prediction of Likelihood of Diabetes”, presented in the International Conference on Machine Intelligence Research and Advancement, (ICMIRA-2013), December 21-23, 2013, Katra, Jammu, India .
    Scopus indexed

  27. Manoj Kumar, Manish Shukla, Sonali Agarwa l, A Hybrid Approach Of Requirement Engineering In Agile Software Development” , presented in the International Conference on Machine Intelligence Research and Advancement, (ICMIRA-2013), December 21-23, 2013, Katra, Jammu, India .
    Scopus indexed


  28. Manoj Kumar, Manish Sharma, Sonali Agarwal, G. N. Pandey, “An E Governance Model Using Cloud Computing Technology for Developing Countries”, presented in 2013 International Conference on e-Learning, e-Business, Enterprise Information Systems, and e-Government (EEE'13), July 22-25, 2013,World Congress of Computer Science, Computer Engineering and Applied Computing, Las Vegas, Nevada.

  29. Sonali Agarwal, G.N.Pandey, "Human Computer Interface Design for Neonatal Intensive Care with Data Mining", presented in 4th International Conference on Intelligent Human Computer Interaction 2012 (IHCI 2012), IIT-Kharagpur.
    Scopus indexed

  30. Sonali Agarwal, G.N.Pandey, M.D.Tiwari, "AmI based WSN application for Monitoring of Cardiac Condition in ICU", presented in Eighth International Conference on Wireless Communication and Sensor Networks, (WCSN-2012), Naresuan University, Phitsanulok, Thailand.

  31. Ankur Agarwal, Sonali Agarwal "Object Oriented Concept for Inter-Banking Account Portability based on Unique Identification Number", is presented in International Conference on Engineering, Technology and Management (ICETM 2012), in Tirupati on September 7-8, 2012.

  32. Sonali Agarwal, G.N.Pandey "Interoperability of Cloud Computing based e-Governance Factor for Rural E Healthcare Administration", presented in WORLDCOMP 2012 - The 2012 World Congress in Computer Science, Computer Engineering, and Applied Computing in Los Vegas, Nevada, USA on July 16-19, 2012.

  33. Prashish Raj Bhandari, Rabi Chandra Shah, Sonali Agarwal, “Graph Database Model for Querying Searching and Updating”, 2012 International conference on Software and Computer Application (ICSCA), Singapore.

  34. Sonali Agarwal, G.N. Pandey, M.D. Tiwari “E Governance Data Mining: Pulse Polio Immunization Case Study” Proceedings of WORLDCOMP2011, July 18-21, Las Vegas Nevada USA.

  35. Qasima Abbas Kazmi, Sayantan Nath, Sonali Agarwal “Hill Climbing Based Histogram Clustering for Coal Fire Monitoring” Proceedings of International Conference on Electronics Computer Technology, ICECT 2012, held during April 6- 8, 2012, in Kanyakumari, India.

  36. Sonali Agarwal, Divya “Weighted Support Vector Regression approach for Remote Healthcare monitoring” Proceedings of ICRTIT 2011, June 3-5, 2011, Anna University, Channai.

  37. Sonali Agarwal, G.N. Pandey, M.D. Tiwari “Data Mining in Education: Data Classification and Decision Tree Approach” Proceedings of IC4E 2011, January 7-9, 2011, NMITD, Mumbai.

  38. Sonali Agarwal, Divya, G.N. Pandey, “SVM Based Context Awareness Using Body Area Sensor Network For Pervasive Healthcare Monitoring” Proceedings of IITM 2009, December 28-30, 2010, IIIT Allahabad, India.

  39. Sonali Agarwal, Neera Singh “Associating Crime and Intelligence: A Data Mining Approach for Identifying Risk Behavior and Reducing Social Disorder” Proceedings of INDIAS 2009, September 19-21, 2010, University of Allahabad, India.

  40. Neera Singh, Sonali Agarwal “A study on environment changes leading to a resurgence of malaria in non endemic areas” Proceedings of INDIAS 2009, September 19-21, 2010, University of Allahabad, India.

  41. Sonali Agarwal “Knowledge Discovery in E Governance based on Data Mining” Proceedings of RAIT-09, February 6-7, 2009, ISM Dhanbad, India.


  42.    Details of National Workshops

    1. Subham Khanna, Sonali Agarwal, “A Systematic Approach For The Classification of Diabetes Disease: Application of Iterative Learning Process” presented in National Seminar on Data Mining Applications in Healthcare, June 1-2, 2013, Indian Institute of Information Technology, Allahabad.

    2. Divya, Akhilesh Yadav, Sonali Agarwal, “Cloud enabled Data Mining framework for Monitoring Healthcare especially for Rural India”, presented in National Seminar on Data Mining Applications in Healthcare, June 1-2, 2013, Indian Institute of Information Technology, Allahabad.

    3. Vijesh Patel, Sonali Agarwal, I.I.I.T.Allahabad, “Efficient algorithm for classification of Heart Disease patients using Association rule” presented in National Seminar on Data Mining Applications in Healthcare, June 1-2, 2013, Indian Institute of Information Technology, Allahabad.

    4. Manoj Kumar, Manish Shukla, Sonali Agarwal, “Data mining for Pediatric Health Care” presented in National Seminar on Data Mining Applications in Healthcare, June 1-2, 2013, Indian Institute of Information Technology, Allahabad.

    5. Mr. Manoj Kumar, Mr. Manish Sharma, Dr. Sonali Agarwal, "Optimization of Electricity Consumption using Ambient Intelligence", presented in National Seminar cum Workshop for Rural Empowerment, April 15-16, 2013, Rajiv Gandhi Institute of Information Technology, Amethi.


    6. Dr. Sonali Agarwal, "A Data Mining based Energy Management for Load Prediction",, presented in National Seminar on IT Applications in Energy Management, April 15-16, 2013, Rajiv Gandhi Institute of Information Technology, Amethi.


    7. Dr. Sonali Agarwal, "Pervasive Telemedicine System with Data Mining,", presented in National Seminar cum Workshop for Rural Empowerment, April 15-16, 2012, Rajiv Gandhi Institute of Information Technology, Amethi.