Birla Institute of Technology, Mesra
   
Dr. Shruti Garg
Assistant Professor, Computer Science and Engg
Ph.D.(Engineering)
Contact Address
Permanent Address C-II/60 BIT Mesra Ranchi
Local Address Dept of CSE BIT Mesra Ranchi
Phone (Office) 09430730791
Phone Residence 09430730791
Email Id gshruti@bitmesra.ac.in
Joined Institute on : 2-Jun-2007
  Work Experience
 
Teaching : 18 Years

Research : 14 Years

Individual: 6 Years

  Professional Background

June 2007- Present          Assistant Professor, BIT, Mesra, Ranchi(Jharkhand)

July 2006 – May 2007     Lecturer, SRMSCET, Bareilly (U.P.)

July 2004- July 2005        Project Associate, IIIT, Allahabad(U.P.)

Jan 2003- July 2004         Lecturer, Banasthali Vidyapith, Banasthali (Raj.)

Additional Responsibility

Assistant Warden at Hostel-9

Placement Coordinator of CSE Department

PG MOOC Coordinator of CSE Department

PHD ongoing

  1. Neha Prerna Tigga PHD/CS/10052/18
  2. Quazi Warisha Ahmed PHD/CS/10060/17
  3. Abgeena Khan PHD/CS/10006/21

MTech Student Guided

  1. Suchismita Das(MT/CS/1004/2010)                          2012      Content Based Image Retrieval
  2. Rati Jha(MT/CS/1006/2010)                                       2012      Image Restoration for Digital Paintings
  3. Saudul Islam(MT/CS/10005/2013)                            2015      Automatic Text Summarization of Video Lectures using Subtitles
  4. Ankur Singh(MT/CS/10007/2013)                             2015      PicWords: Creating Pictures by its Keywords
  5. Rajesh Kumar Singh(MT/CS/10004/2014)               2016      Art Forgery
  6. AnuPriya(MT/IS/10006/2017)                                    2019      Develop and Analysis the Bluetooth Features
  7. Gaurav Kumar(MT/CS/10012/2018)                         2020      Speech Emotion Recognition using CNN
  8. Prince kumar(MT/CS/10005/18)                               2020      Identification of psychological disorders using machine learning methods
  9. Kanchan Lata Kujur(MT/CS/10009/19)                    2021      Lung disease identification using medical images  by convolution neural network
  10. Vivek Kumar(MT/ITY/10005/20)                                Ongoing   Identification of Distributed Denail of Service attack
  11. Ankit Kumar Misra(MT/CS/10013/20)                            Ongoing   Malware detection for IOT Resources
  12. Rashmi(MT/IS/10008/20)                                               Ongoing     Identification of Cyberbullying related words using Machine learning Algorithms
  Research Areas
 
  • Image Processing
  • Machine Learning
  • Convolution Neural Network
  • Emotion Recognition
  • Psychological disorder prediction
   Publications
 

JOURNAL

 

  • Shruti Garg, Soumyajit Behera, Rahul Kumar Patro, Ashwani Garg,Deep Neural Network for Electroencephalogram based Emotion Recognition”, published in the IOP : Materials Science & Engineering (MSE), Sep 2021, IF: 0.7 E-ISSN: 1757-899X Volume 1187, paper id 012012. IOP Publishing doi:10.1088/1757-899X/1187/1/012012.
  • Shruti Garg, Rahul Kumar Patro, Soumyajit Behera, Neha Prerna Tigga, Ranjita Pandey, “An Overlapping Sliding Window and Combined Features based Emotion Recognition System for EEG Signals”  published in Applied Computing and Informatics journal. Aug 2021 IF 6.82 ISSN:2634-1964 Emerald publishing. (Scopus) doi/10.1108/ACI-05-2021-0130
  • Shruti Garg, Ashwani Garg, ”Comparison of Machine learning Algorithms for Content Based Personality Resolution of Tweets” published in Social Science and Humanities Open, 4(1), June 2021, Elsevier, ISSN: 2590-2911.https://doi.org/10.1016/j.ssaho.2021.100178
  • Quazi Warisha Ahmed, Shruti Garg, "Energetic Data Security Management Scheme using Hybrid Encryption Algorithm over Cloud Environment." Turkish Journal of Computer and Mathematics Education (TURCOMAT) Vol.12, no. 6, pp. 201-208, April 2021. (Scopus) https://doi.org/10.17762/turcomat.v12i6.1289 IF 0.33
  • Quazi Warisha Ahmed and Shruti Garg, “Understanding Information Security through Advanced Encryption Standard”, SAMBODHI, Vol. 43, no 3(II), Nov. 2020, pp. 155-163 (UGC Care) ISSN: 2249-6661.
  • Shruti Garg,  Gaurav Kumar,   "CONVOLUTION NEURAL NETWORK FOR SPEECH EMOTION RECOGNITION", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.8, Issue 6, pp.514-518, June 2020, Available at :http://www.ijcrt.org/papers/IJCRT2006076.pdf IF 7.97
  • Puja Gupta, Shruti Garg, Breast Cancer Prediction using varying Parameters of Machine Learning Models, published in Procedia Computer Science journal, Vol. 171C, May 2020, pp. 587-595, Elsevier. (Scopus) ISSN: 1877-0509 https://doi.org/10.1016/j.procs.2020.04.064. IF 2.09
  • Prince Kumar, Shruti Garg, Ashwani Garg, “Assessment of Anxiety, Depression and Stress using Machine Learning Models,published in Procedia Computer Science journal, Vol. 171C, May 2020, pp. 2073-2083, Elsevier. (Scopus) ISSN: 1877-0509 https://doi.org/10.1016/j.procs.2020.04.213.  IF 2.09
  • Anupriya, Shruti Garg, Neha Prerna Tigga, Predicting Anxiety, Depression and Stress in Modern Life using Machine Learning Algorithms published in Procedia Computer Science journal, Vol. 167, Apr 2020, pp. 1258-1267, Elsevier. (Scopus) ISSN: 1877-0509 https://doi.org/10.1016/j.procs.2020.03.442. IF 2.09
  • Neha Prerna Tigga, Shruti Garg, Prediction of Type 2 Diabetes using Machine Learning Classification Methods published in Procedia Computer Science journal, Vol. 167, Apr 2020, pp. 706-716, Elsevier. (Scopus), ISSN: 1877-0509 https://doi.org/10.1016/j.procs.2020.03.336. IF 2.09
  • Neeta Kumari, Shruti Garg, Anjali Singhal, Madan Kumar, Mallika Bhattacharya, Pawan Kumar Jha, Devendra Kumar Chauhan, Indu Shekhar Thakur, Optimizing pretreatment of Leucaena leucocephala using artificial neural networks (ANNs) published in Bioresource Technology Reports journal, 7, 2019, Elsevier.(100289) https://doi.org/10.1016/j.biteb.2019.100289  ISSN: 2589-014X. (Scopus). IF 3.889
  • Shruti Garg, A Study of Retrieval Methods of Multi-Dimensional Images in Different Domains, published in (IJACSA) International Journal of Advanced Computer Science and Applications, Vol. 9, No.10, Oct 2018, pp. 329-341, ISSN 2156-5570.(ESCI, Scopus, Web of Science). IF 1.3
  • Anupriya, Shruti Garg, Analysis of Cryptocurrencies: Why Bitcoin Is Leader? published in Journal of Emerging Technologies and Innovative Research, vol. 5, issue 9, Sep. 2018 pp. 89-94 ISSN: 2349-5162 (UGC No 63975 approved journal) http://jetir.org/jetir%20ugc%20approval.pdf IF 7.95
  • Shruti Garg, Classification of Cracks Old Digital Paintings using Fuzzy Entropy Based Clustering published in International Journal of Engineering Research in Computer Science and Engineering (IJERCSE), vol. 3, issue 6, June 2016, pp. 133-139 ISSN: 2390-2324(Online).
  • Ankur Singh, Shruti Garg, PicWords: Creating Pictures by its keywords, published in International Research Journal of Engineering and Technology (IRJET), Vol. 02 Issue 02, May-2015, pp. 753-762, ISSN 2395 -0056.
  • Shruti Garg, G. Sahoo, Cracks and Brush Strokes Classification in Old Digital Paintings using Clustering Methods, published in European Journal of Scientific Research, FRDN Incorporated, Vol. 128, No. 1, Jan. 2015, pp. 18-34, FRDN, ISSN 1450-216X.(Scopus).
  • Shruti Garg, G. Sahoo, Analysis of Crack Filling Filters for Restoration of Old Digital Paintings, published in International Journal of Applied Engineering Research, Vol. 9, No. 24, 2014, pp. 26225-26242, Research India Publication, ISSN: 0973-4562.(Scopus),
  • Shruti Garg, G. Sahoo, Classification of Cracks and Brush Strokes in Old Digital Paintings, International Journal of Recent Trends in Engineering and Technology, Vol. 11, June 2014, pp. 493-502, ACEEE, ISSN: 2158-5563.
  • Shruti Garg, G. Sahoo, Virtual Restoration of Old Digital Paintings, published in International Journal of Computer Science and Engineering (IJCSE), Vol. 2, Issue 3, July 2013, pp. 35-46, IASET, ISSN 2278-9960.
  • Shruti Garg, G. Sahoo, Crack Classification and Interpolation of Old Digital Paintings, published in International Journal of Computer Sciences and Applications, Vol. 1, Issue 5, June 2013, pp. 85-90, Sciepub, ISSN 2328-725X.
  • Suchismita Das, Shruti Garg, G. Sahoo, Comparison of Content Based Image Retrieval System using Wavelet Transform and Curvelet Transform, published in International Journal of Multimedia and Its Applications(IJMA), Vol. 4, No. 4, Aug 2012, pp. 138-154, AIRCC, ISSN 0975-5578.
  • Suchismita Das, Shruti Garg, G. Sahoo, Relevance Feedback Technique in Context Based Image Retrieval System, published in International Journal of Graphics and Image Processing, Vol. 1, Issue 2, pp. 215-220, Nov 2011, IFRSA, ISSN 2249-5452.
  • Rati Jha, Shruti Garg, G. Sahoo, Crack Filling in Old Digital Paintings, published in International Journal of Graphics and Image Processing, Vol. 1, Issue 2, pp. 210-214, Nov 2011, IFRSA, ISSN 2249-5452.

BOOK CHAPTER

  • Garg, S. (2021) Forecasting of Gold Prices Using Bayesian Regularization Neural Network. In: Nath V., Mandal J.K. (eds) Proceedings of International Conference on Nano electronics, Circuits and Communication Systems 2019 (pp. 147-153). Lecture Notes in Electrical Engineering, vol 692. Springer, Singapore. ISBN 978-981-15-7486-3 https://doi.org/10.1007/978-981-15-7486-3_15
  • Tigga N.P., Garg S. (2021) Predicting Type 2 Diabetes Using Logistic Regression. In: Nath V., Mandal J.K. (eds) Proceedings of the Fourth International Conference on Microelectronics, Computing and Communication Systems. Lecture Notes in Electrical Engineering, vol 673. Springer, Singapore. https://doi.org/10.1007/978-981-15-5546-6_42
  • Priya A., Garg S. (2020) A Comparison of Prediction Capabilities of Bayesian Regularization and Levenberg–Marquardt Training Algorithms for Cryptocurrencies. In: Satapathy S., Bhateja V., Mohanty J., Udgata S. (eds) Smart Intelligent Computing and Applications. Smart Innovation, Systems and Technologies, vol 159. Springer, Singapore.
  • Neha Prerna Tigga, Shruti Garg, Predicting Type 2 Diabetes using Logistic Regression, accepted to publish in Lecture Notes of Electrical Engineering, Springer-Verlag.
  • Garg S. (2017) Automatic Text Summarization of Video Lectures Using Subtitles. In: Patnaik S., Popentiu-Vladicescu F. (eds) Recent Developments in Intelligent Computing, Communication and Devices. Advances in Intelligent Systems and Computing, vol 555. Springer, Singapore Citation: 1
  • Shruti Garg, G. Sahoo, A Comparative Study of Classification Methods for Cracks in Old Digital Paintings, published in Advances in Engineering and Technology Series (AETS), Vol. 3, 2013, pp. 463-468, DOI:03.AETS.2013.3.253 ACEEE, ISBN: 2214-0344. Citation: 5
  • Suchismita Das, Shruti Garg, G. Sahoo, Comparison of Content Based Image Retrieval System using Wavelet Transform, published in Advances in Computer Science, Engineering & Applications, Volume 166, 2012, pp. 639-648, Springer-Verlag, ISSN 1867-5662.

CONFERENCES

  • Vivek Kumar, Ankit Kumar, Shruti Garg, Srinivasa Rao Payyavula, Boosting Algorithm for identifying Distributed Denial of Service Attack, accepted for 3rd International Conference of Emerging Electrical Energy, Electronics and Computing Technologies, 2021 Conference proceedings will publish in IOP: Journal of Physics Conference Series (SCOPUS Indexed). Date of Conference 21-22 Dec 2021 organized by Universiti Malaysia Perlis.
  • Neha Prerna Tigga, Shruti Garg, Ranjita Pandey, A Multiclass Emotion Recognition using Hybrid CNN-LSTM Neural Network, presented in 1st International Conference on Nanoelectronics Machine Learning Internet of Things & Computing Systems (NMIC-2021) organized by IETE & ISVE Ranchi Centre on 13-14th March 2021 at ARTTC, BSNL near Jumar River, Hazaribag Road, Ranchi. 
  • Quazi Warisha Ahmed and Shruti Garg, “Understanding Information Security through Advanced Encryption Standard” presented in First Online International Conference on “Continuity, Consistency and Innovation in Applied Sciences and Humanities” (ICCIASH-2020) organized by Department of Science and Humanities, St. Martin’s Engineering College, Dhulapally, Secunderabad, T.S, India on 13th& 14th August 2020.
  • Puja Gupta, Shruti Garg, Ashwani Garg, “Convolution Neural Network for Lung Cancer” presented in International Conference on Recent Trends in Artificial Intelligence, IOT, Smart Cities and Applications (ICAISC 2020), 28-29 Feb. 2020 held at Chaibasa Engineering College, Jharkhand -833201, India sponsored by TEQIP-III.https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3562893
  • Shruti Garg, Gaurav Kumar and Ashwani Garg, “Convolution Neural Network for Speech Emotion Recognition,” presented in 2ND International Conference of Energy Systems, Drives and Automations (ESDA2019), 28-29 Dec. 2019 held at Kolkata, West Bengal, India organized by Applied Computer Technology, Kolkata.
  • Puja Gupta and Shruti Garg, “Convolution Neural Network for Skin Cancer”, presented at 2ND International Conference of Energy Systems, Drives and Automations (ESDA2019), 28-29 Dec. 2019 held at Kolkata, West Bengal, India organized by Applied Computer Technology, Kolkata.
  • Quazi Warisha Ahmed and Shruti Garg, “A cloud computing based advanced encryption standards,” in proceedings of 3rd international conference on IOT in Social, Mobile, Analytics and cloud(ISMAC 2019), 12-14 Dec. 2019 held at SCAD institute of Technology, Palladam, Coimbatore, pp. 89-95(IEEE).
  • Anupriya and S. Garg, "Autoregressive Integrated Moving Average Model based Prediction of Bitcoin Close Price," 2018 International Conference on Smart Systems and Inventive Technology (ICSSIT), Tirunelveli, India, 2018, pp. 473-478. doi: 10.1109/ICSSIT.2018.8748423
  • Shruti Garg, Analysis of Cryptocurrencies: Why Bitcoin Is Leader? in proceedings of 2nd  International Conference on Recent Research and Innovations in Social Science, Humanities (ICRRISH-2018), 16 Sep. 2018 help at North West Regional Centre Punjab University Campus, Chandigarh(India), ISBN: 978-93-87433.
  • Shruti Garg, A survey on NPR packing techniques, published in proceedings of International Conference on Emerging Trends in Engineering and Technology, 23-24 July 2016 held at Pune. 
  • Shruti Garg, Comparison of crack filling filters of old digital paintings, 3rd published in proceedings of International Conference on Microelectronics, Circuits and Systems(Micro 2016), pp. 199-201, 09-10 July 2016 held at Science City, Kolkata, West Bengal.
  • Shruti Garg, Classification of Cracks in Old Digital Painting using Fuzzy Entropy Based Clustering, published in proceedings of International Conference on Emerging Trends in Engineering and Technology, pp. 50-56, 26 June 2016 held at Lucknow. 
  • Shruti Garg, Context Based Image Retreival, presented in National Seminar on Advances in Computer Science and Technology held at SRMSCET, Bareilly on 15 April, 2007.
  • Shruti Garg, K. Ushah Kiran, Ram Mohan, U S Tiwary, Multilevel Medical Image Fusion using Segmented Image by Level Set Evolution with Region Competition, published in proceedings of 27th Annual International Conference of the IEEE  Engineering and Medicine and Biology Society (EMBS), held at Shanghai, China on September 1- 4, 2005.
  • A.K. Agrawal, P.K. Muhuri, Shruti Garg, Query Optimization in Fuzzy Databases was presented in National Level Conference of Fuzzy Set Theory and Its Mathematical Aspects and Application held at BHU 26 - 28 Dec 2002.
  Member of Professional Bodies
 

Life Member of ISVE, Ranchi

  Current Sponsored Projects
 

1. Co-PI of Project Assigned under Faculty Research Programme 2021 under IOE scheme by Delhi University, Delhi (Completed)

Title of project: "Event Modelling and Predictive Analysis"     Amount of Grant: 3,50,000/-

2. Industrial Project by Samsung India Feb 2021-July 2021 (Completed)

Title of project: "Secure Cloud Services to guard IOT Resources" 

  Member, Editorial Board
 

Reviewer of Social Science and Humanities Open Journal, Elsevier

Reviewer of Springer Journal

Reviewer of Sultan Qaboos University Medical Journal(Scopus)

Reviewer of Applied Computing and Informatics journal (Scopus)

Reviewer of Sage Open (SSCI)

Reviewer of Applied Artificial Intelligence, Taylor and Francies (SCI)  

Reviewer of Alpha Psychiatry journal (SCI)