Dr. Neha Soni

Designation : Head and Assistant Professor
Experience : 20 Year 2 Month

Email Id : hod.ce@svitvasad.ac.in
Contact No :02692-274540

Specialization Areas:

Data Mining

Subject Taught (UG):

Digital Fundamentals, Computer Organization, Microprocessor, System Programming, Theory of Computation, Compiler Design, C Programming, Database Management System, Parallel Processing

Subject Taught (PG):

Data Mining, Parallel Algorithms, Information Theory and Coding

Publication

Paper :


      • Protein Structure Classification Based On Distance Feature International JournalJournal of Xidian University2020
      • A Review on Protein Structure Classification Based on Distance Feature National JournalJournal of The Gujarat Research Society2019
      • Improved Classification on Educational Data to Handle Imbalanced Class International Journal INTERNATIONAL JOURNAL OF RESEARCH IN ELECTRONICS AND COMPUTER ENGINEERING2019
      • Survey on Improvement of Apriori Algorithm International JournalInternational Journal of Innovative Research in Computer and Communication Engineering. 2017
      • AGED (Automatic Generation of Eps for DBSCAN) International JournalInternational Journal of Computer Science and Information Security 2016
      • MOiD (Multiple Objects incremental DBSCAN) – Aparadigm shift in incremental DBSCAN International JournalInternational Journal of Computer Science and Information Security2016
      • Improvised Volatility Shift Detector By Drift Detection In Data Streams International ConferenceInternational Conference onCommunication and ElectronicsSystems2016
      • A Novel Method for Music Recommendation using Social Media Tags International Journal International Journal of Computer Applications, 2015
      • Frequent ITEMSET Mining using ECLAT with relative profit and price International JournalInternational Journal of Computer Techniques  2015
      • Survey on Incremental Association Rule Mining to Find Frequent Itemsets International JournalInternational Journal for Scientific Research & Development2015
      • A Survey on Frequent Pattern Mining Methods – Apriori, Eclat, FP growth International JournalInternational Journal of Computer Techniques  2015
      • A Novel Way for Personalized Music Recommendation Using Social Media Tags International Journal International Journal for Scientific Research & Development, 2015
      • Image Stegnography System using Modified BPCS Stegnography Method International JournalInternational Journal of Engineering Research & Technology 2014
      • Email Categorization using Hybrid Supervised and Unsupervised Approach International JournalInternational Journal of Engineering Research & Technology 2014
      • Neighbor Discovery in Wireless Ad Hoc Networks using Multi Sender Program
      • International Journal International Journal of Current Engineering and Technology 2014Neighbor Discovery in Wireless Ad Hoc Networks: A Review
        International JournalInternational Journal of Scientific & Engineering Research2014
      • Survey of Supervised and Unsupervised Algorithms in Email ManagementInternational JournalInternational Journal of Scientific & Engineering Research 2014
      • A roadmap to varied density dataset issue of DBSCAN and its Variants International ConferenceInternational Conference on Electrical, Electronics and Information Technology204
      • Uncompressed Image Stenography using BPCS: Survey and Analysis International JournalIOSR Journal of Computer Engineering (IOSR-JCE) 2013
      • Inclusion Of Synonyms Concept In Lingo Algorithm For Improving Web Search
      • Results Clustering International JournalInternational Journal of Engineering Research & Technology 2013
      • Analysis and Comparison of Web Document Clustering Algorithms with Lingo International JournalInternational Journal of Engineering Research & Technology 2013
      • INCREASING ACCURACY OF K-NEAREST NEIGHBO
      • CLASSIFIER FOR TEXT CLASSIFICATION
        International ConferenceInternational Conference on Electrical Engineering and Computer Science2013
      • Analytical Comparison of Some Traditional Partitioning based and Incremental Partitioning based Clustering Methods International JournalInternational Journal of Computer Applications2012
      • Categorization of Several Clustering Algorithms from Different Perspective: A Review International JournalInternational Journal of Advanced Research in Computer Science and Software Engineering2012
      • Comparative study of several clustering algorithms
        International ConferenceInternational Conference on Emerging Trends and Technology2012
      • text Mining : A brief Survey International ConferenceI nternational Conference on Emerging Trends and Technology2012
      • Recent Trends and Challenges in Different Encryption Techniques National ConferenceNational Conference on Advanced Trends in Applied Science and Technology2012
      • The Enhanced Gibbs Sampling for Topic Model
        International JournalInternational Journal of Computer Information Systems2011
      • A comparative study of Topic Decomposition Methods
        National ConferenceNational Conference on Recent Developments and Applications of Probability Theory, Random Process and Random Variables in Computer Science2008
      • Comparison of k-means and SNNAE
        National ConferenceNational Conference on Recent Developments and Applications of Probability Theory, Random Process and Random Variables in Computer Science2008
      • Topic Model : A new frontier in text mining International Conference International Conference on Data Management2008
      • Most efficient algorithm for data mining National Conference National Conference on Bioinformatics om puting 2005
      • EDF and RM algorithms in RTOS
        National SeminarNational Seminar on Embedded systems and Emerging trends2005
      • Indexing Algorithms for the large database : generalized search trees National SymposiumNational Symposium on Data and Knowledge Engineering2004
       

Honorary Services

    • Developed Student Registration and Fee collection module for SVIT, which is successfully deployed in 2013 and still in use.
    • Developed “SVIT CMS” – an android based application for the students of Sardar Vallabhbhai Patel Institute of Technology, available on Google Play Store.
    • Currently developing Campus Management System – an ERP Software for SVIT including different modules like Student management, Employee management, Teaching Load calculation and Time-Table management, Load adjustment and Attendance system, etc.
    • Currently developing Akarani management module for Vasad Gram Panchayat.
    • Developing “School Management Software” for Sardar Patel Vinay Mandir School, Vasad.

Membership of Professional Bodies

    ISTE, CSI

Academic Activities

STTP/Training/workshop Attended :


    1 STTP on Data Mining and Genetic AlgorithmADIT New V. V. Nagar23/11/04 to  27/11/04
    2 Workshop on Data Warehousing & Data MiningCIT, Changa26/02/07 to 28/02/07
    3 Workshop on Advanced DBMSSVIT, Vasad02/01/09  to  03/01/09
    4STTP on PerlSVIT, Vasad08/02/10 to 13/02/10
    5FDP on Information Security, Web Services & Expectations of IT IndustryTCS, Gandhinagar28/9/10
    6Symposium on Woman-Through the Eyes of LawBaroda Mgmt.  Association  &Gujarat Urja Vikas Nigam Ltd,GETRI, Vadodara8/1/11
    7FDP by IBMSVIT28/6/11 to 1/7/11 
    8 One day workshop on Cloud Computing with SecurityVIET, Kotambi16/12/2013
    9International Workshop on Image Processing and ClusteringMSU, Vadodara22/1/2014 to 23/1/2014
    10Two-week STTP on ProgrammingSVIT and IIT Bombay20/05/14 to 21/06/14
    11 wo-week STTP on Computer NetworkingSVIT and IIT Bombay30/06/14 to 5/7/14
    12Two-week ISTE Workshop on Cyber SecuritySVIT and IIT Bombay10/07/14 to 20/7/14
    13NPTEL Workshop GIT, Gandhinagar8/6/2018
    14GujCost and DST sponsored One Week  STTP on Machine Learning Using PythonSVIT, Vasad22/10/2018 to 26/11/2018
    15GujCost and DST sponsored One Week  STTP on  IOT- Evaluation Expo with Smart EnvironmentSVIT, Vasad11/11/2019 to 15/11/2019