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Indian Institute of Technology Bhubaneswar
Indian Institute of Technology Bhubaneswar

Dr. Shreya Ghosh Assistant Professor
School of Electrical Sciences

Research Interests

NLP; Social Media Data Analysis; Spatio-temporal Data Mining; Trajectory Data Analysis; IoT; Cloud-Fog Computing.

Contact Details

  • B-203
  • shreya@iitbbs.ac.in, shreya.cse.iitkgp@gmail.com

Other Profile Link(s)

Education

 Degree Discipline Year School
  PhD Computer Science and Engineering 2021 IIT Kharagpur
  MS (by Research) Computer Science and Engineering 2016 (Converted to Direct PhD) IIT Kharagpur
  B.E. Computer Science and Engineering 2015 IIEST Shibpur
 

Biosketch

Dr. Shreya Ghosh is an Assistant Professor in the Computer Science department, IIT Bhubaneswar and a former postdoctoral scholar at Pennsylvania State University, USA. Dr. Ghosh completed her Ph.D. at IIT Kharagpur in 2021 (July), specializing in semantic analysis of human movement behaviours for intelligent transportation and urban planning. Her research interests encompass a wide range of topics including misinformation detection leveraging linguistic cues, network structure analysis, night-time light data analysis, and spatial informatics. She has published in top-tier venues including AAAI ICWSM, ECML PKDD, WWW, ACM Hypertext, IEEE Transactions on Services Computing, IEEE Transactions on Network Sciences and Engineering, IEEE Transactions on Computational Social Systems etc., demonstrating her expertise in applied data science with a specific focus on NLP, Social media data analytics and spatio-temporal data mining (trajectory, IoST). 

 

 

 

Recent Publications (International Journals)

1Mobi-IoST: Mobility-aware Cloud-Fog-Edge-IoT Collaborative Framework for Time-Critical Applications Shreya Ghosh, Anwesha Mukherjee, Soumya K. Ghosh, and Rajkumar Buyya. IEEE Transactions on Network Science and Engineering (TNSE), Volume 7 (4), pp. 2271-2285, IEEE 2020. DOI: https://doi.org/10.1109/TNSE.2019.2941754 [I.F.: 6.6]
2FEEL: FEderated LEarning Framework for ELderly Healthcare using Edge-IoMT. Shreya Ghosh, Soumya K. Ghosh. IEEE Transactions on Computational Social Systems, Volume: 10 (4), August 2023, Page(s): 1800 - 1809. DOI: https://ieeexplore.ieee.org/document/10024778 [I.F.:5.0]
3MCG: Mobility-aware Computation Offloading in Edge using Weighted Majority Game Anwesha Mukherjee, Shreya Ghosh, Debashis De, and Soumya K. Ghosh. IEEE Transactions on Network Science and Engineering, Volume 9 (6), 2022. DOI: https://doi.org/10.1109/TNSE.2022.3198114 [I.F.: 6.6]
4LYRIC: Deadline and Budget Aware Spatio-Temporal Query Processing in Cloud. Jaydeep Das♢, Shreya Ghosh♢, Soumya K. Ghosh and Rajkumar Buyya. IEEE Transactions on Services Computing, Page(s): 2869 - 2882, Volume 15 (5), 01 Sept.-Oct. 2022. DOI: https://doi.org/10.1109/TSC.2021.3073006 [I.F.: 8.1]
5MARIO: A spatio-temporal data mining framework on Google Cloud to explore mobility dynamics from taxi trajectories. Shreya Ghosh, Soumya K. Ghosh and Rajkumar Buyya. Journal of Network and Computer Applications (JNCA), Volume: 164, ISSN: 1084-8045, Elsevier, Amsterdam, The Netherlands Press, 2020. DOI: https://doi.org/10.1016/j.jnca.2020.102692[I.F.: 8.7]
6STOPPAGE: Spatio-temporal data driven cloud-fog-edge computing framework for pandemic monitoring and management. Shreya Ghosh, Anwesha Mukherjee, Soumya K. Ghosh, and Rajkumar Buyya. Software: Practice and Experience, Volume 52 (12), 2022. DOI: https://doi.org/10.1002/spe.3144 [I.F.: 3.20]
7RESCUE: Enabling green healthcare services using integrated IoT-edge-fog-cloud computing environments. Jaydeep Das♢, Shreya Ghosh♢, Anwesha Mukherjee, Soumya K. Ghosh, and Rajkumar Buyya. Software: Practice and Experience, Volume 52 (7), 2022. DOI: https://doi.org/10.1002/spe.3078 [I.F.: 3.20]
8CONFRONT: Cloud-Fog-Dew based Monitoring Framework for COVID-19 Management. Anish Poonia, Shreya Ghosh‡§, Akash Ghosh, Shubha Brata Nath, Soumya K. Ghosh and Rajkumar Buyya. Internet of Things Journal, Elsevier, Volume 16, pp. 100459, 2021. DOI: https://doi.org/10.1016/j.iot.2021.100459 [I.F.: 5.711]
9Internet of Health Things (IoHT) for Personalized Health Care using Integrated Edge-Fog-Cloud Network Anwesha Mukherjee, Shreya Ghosh‡§, Aabhas Behere, Soumya K. Ghosh and Rajkumar Buyya. Journal of Ambient Intelligence and Humanized Computing, Springer Science+Business Media, Berlin, Germany, Volume 12, 2020. DOI: https://doi.org/10.1007/s12652-020-02113-9[I.F.:3.662]
10Exploring the Association between Mobility Behaviours and Academic Performances of Students: A Context aware Traj-Graph (CTG) Analysis. Shreya Ghosh, Soumya K. Ghosh. Progress in Artificial Intelligence, Springer Journal, 7(4), pp.307-326, 2018. DOI: https://doi.org/10.1007/s13748-018-0164-6 [I.F.: 2.254]
11STROVE: spatial data infrastructure enabled cloud–fog–edge computing framework for combating COVID-19 pandemic Shreya Ghosh, Anwesha Mukherjee. Innovations in Systems and Software Engineering (2022): 1-17. DOI:https://doi.org/10.1007/s11334-022-00458-2
12AI-based fog and edge computing: A systematic review, taxonomy and future directions. Iftikhar S, Gill SS, Song C, Xu M, Aslanpour MS, Toosi AN, Du J, Wu H, Shreya Ghosh, Chowdhury, D, Golec M. Internet of Things Journal, Elsevier, Volume 21, pp. 1006749, 2023. DOI: https://doi.org/10.1016/j.iot.2022.100674 [I.F.: 5.711]
13Mobi-Sense: mobility-aware sensor-fog paradigm for mission-critical applications using network coding and steganography Anwesha Mukherjee, Shreya Ghosh, Soumya K. Ghosh, and Rajkumar Buyya. The Journal of Supercomputing, 2023. [Accepted, in press, 12 April 2023] DOI: https://doi.org/10.1007/s11227-023-05300-5. [I.F.: 2.557]

Conferences (International)

1Clock Against Chaos: Dynamic Assessment and Temporal Intervention for Reducing Misinformation Propagation Shreya Ghosh, Prasenjit Mitra and Preslav Nakov. 18th International AAAI Conference on Web and Social Media (ICWSM) 2024 (accepted, to appear) [A Rank]
2How Early Can We Detect? Detecting Misinformation on Social Media Using User Profiling and Network Characteristics. Shreya Ghosh and Prasenjit Mitra. Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2023), pp. 174-189. [A Rank]
3Tweeted Truth vs Fiction: Dissecting Vaccination Misinformation on Twitter. Shreya Ghosh and Prasenjit Mitra. ASONAM 2023 (accepted, to appear) Full paper acceptance rate: 17.2%
4Catching Lies in the Act: A Framework for Misinformation Detection on Social Media Shreya Ghosh and Prasenjit Mitra. 34th ACM Conference on Hypertext and Social Media. September 2023, Rome, pp 1–12. [A rank]
5Understanding the Night-Sky? Developing AI-Enabled System for Exploring Night-Light Usage. Jakob Hederich, Shreya Ghosh, Zeyu He and Prasenjit Mitra. The 32nd International Joint Conference on Artificial Intelligence (IJCAI 2023), Macao, SAR, Aug 2023, pp. 7131-7134. (Demo Track) [A* rank]
6Bridging Semantics: Mobility Analytics Framework for Knowledge Transfer. Shreya Ghosh, Prasenjit Mitra. SIAM International Conference on Data Mining (SDM24), April 18 - 20, 2024
7Analysis of Elephant Movement in Sub-Saharan Africa: Ecological, Climatic, and Conservation Perspectives. Matthew Hines, Gregory Glatzer, Shreya Ghosh, Prasenjit Mitra. ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (COMPASS ’23)
8Info-Wild: Knowledge Extraction and Management for Wildlife Conservation. Prasenjit Mitra, Shreya Ghosh, Bistra Dilkina, Thomas Müller. 32nd ACM International Conference on Information and Knowledge Management (CIKM), pp 5281-5284.
9Can You Answer This?–Exploring Zero-Shot QA Generalization Capabilities in Large Language Models. Saptarshi Sengupta, Shreya Ghosh, Preslav Nakov, Prasenjit Mitra. Proceedings of the AAAI Conference on Artificial Intelligence, 2023, pp. 16318-16319 (Poster Paper)
10Evade: exploring vaccine dissenting discourse on twitter. Shreya Ghosh, Prasenjit Mitra, Bernice L Hausman. epiDAMIK 5.0: The 5th International workshop on Epidemiology meets Data Mining and Knowledge discovery at KDD 2022.
11MANTRA: Semantic Mobility Knowledge Analytics Framework for Trajectory Annotation. Shreya Ghosh, Soumya K Ghosh. IEEE Conference on Computer Communications (INFOCOM) 2022. [Poster Paper]
12CLAWER: Context-aware cloud-fog based workflow management framework for health emergency services. Shreya Ghosh, Jaydeep Das, Soumya K Ghosh, Rajkumar Buyya. 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID) 2020, pp. 810-817.
13Exploring Mobility Behaviours of Moving Agents from Trajectory traces in Cloud-Fog-Edge Collaborative Framework. 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID) 2020, pp. 893-897.
14Locator: A Cloud-Fog-Enabled Framework for Facilitating Efficient Location based Services. Shreya Ghosh, Jaydeep Das, Soumya K Ghosh. International Conference on COMmunication Systems & NETworkS (COMSNETS) 2020, pp. 87-92.
15Movcloud: A cloud-enabled framework to analyse movement behaviors. Shreya Ghosh, Soumya K Ghosh, Rajkumar Buyya. IEEE International Conference on Cloud Computing Technology and Science (CloudCom) 2019, pp. 239-246.
16Traj-cloud: a trajectory cloud for enabling efficient mobility services. Shreya Ghosh, Soumya K Ghosh. 11th International Conference on Communication Systems & Networks (COMSNETS) 2019, pp. 765-770.
17Modeling Individual's Movement Patterns to Infer Next Location from Sparse Trajectory Traces. Shreya Ghosh, Soumya K Ghosh. IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2018, pp. 693-698.
18Hybrid path planner for efficient navigation in urban road networks through analysis of trajectory traces. Sayan Sinha, Mehul Kumar Nirala, Shreya Ghosh, Soumya K Ghosh. 24th International Conference on Pattern Recognition (ICPR) 2018, pp. 3250-3255.
19Activity-based Mobility Profiling: A Purely Temporal Modeling Approach. Shreya Ghosh, Soumya K Ghosh, Rahul Deb Das, Stephan Winter. The Web Conference Companion (Cognitive Computing Research Track) (WWW 2018), Lyon, France, pp. 409-416.
20Exploring Human Movement Behaviour Based on Mobility Association Rule Mining of Trajectory Traces. Shreya Ghosh, Soumya K Ghosh. Proceedings of the 17th International Conference on Intelligent Systems Design and Applications, pp. 451-463.
21Modeling of human movement behavioral knowledge from gps traces for categorizing mobile users. Shreya Ghosh, Soumya K Ghosh. Proceedings of the 26th International Conference on World Wide Web Companion (WWW) [Cognitive Computing research track] 2017, Perth, Australia, pp. 51-58.
 

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Address :Indian Institute of Technology Bhubaneswar
Argul, Khordha
PIN - 752050, ODISHA
Phone: +91 674 7134550, +91 674 7134551
Email: registrar@iitbbs.ac.in

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