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AI-NLP-ML Group
One paper accepted for publication in Expert Systems With Applications. (h5-index: 132, Impact Factor: 8.665).
One paper accepted for publication in PAKDD 2023 (h5 index: 31) .
One paper accepted for publication in EACL 2023 (Core-A; h5 index: 62) .
One paper accepted for publication in Scientific Reports (h5 index: 206) .
Two paper accepted for publication in Plosone .
Two paper accepted for publication in Multimedia Tools and Applications, Springer (h5 index: 87).
One paper accepted for publication in International Journal of Digital Libraries, Springer (IF-1.9) .
One paper accepted for publication in Information Fusion, Elsevier (IF: 17.56) .
One paper accepted for publication in Knowledge Based System, Elsevier (IF-8.038) .
One paper accepted for publication in IEEE ACM Trans. Audio Speech Lang. Processing (h5 index: 66; IF-3.919) .
One paper accepted for publication in Information Processing and Management, Elsevier (Core-A).
One paper accepted for publication in Knowledge-Based Systems, Elsevier (Impact Factor: 8.139).
Three papers accepted for publication in ECIR 2023.
One paper accepted for publication in AAAI-2023, Feb 7-14, 2023, USA (to be held).
Five papers accepted for publication in COLING 2022.
Soumitra Ghosh, a Ph.D. Scholar from our group has been awarded the Microsoft Research Travel Grant 2022 to attend the 31st International Joint Conference on Artificial Intelligence (IJCAI 2022) to be held in Messe Wien, Vienna, Austria, from 23-29 July 2022.
The paper titled "DeepAsPeer: Towards an aspect-level sentiment controllable framework for decision prediction for academic peer reviews", authored by S. Kumar, H. Arora, T. Ghosal and A. Ekbal won the best student paper award in JCDL, the top tier conference in digital libraries. .
One paper accepted for publication in PLOS ONE (h5 index: 185).
One paper accepted for publication in Natural Language Engineering (Core Rank A), Cambridge University Press.
One paper accepted for publication in IEEE Transactions on Computational Social Systems.
The joint collaboration of AI-NLP-ML Research Group, IIT Patna and Flipkart towards bringing research from the laboratory to the actual use-cases. Please refer to this media coverage:
Key Messages
- Native language interface imparts understanding, reduce guesswork and make online shopping more engaging for customers from rural cities.
- To offer a colloquial vernacular language interface experience, Flipkart partnered with IIT Patna to build local language models for user generated content.
- For unstructured sentences, generic machine translation services like Google and Microsoft are largely ineffective. Flipkart’s collaboration with IIT-Patna helped build of-the-box prototypes for translating complex text.
- The partnership also helped in addressing challenges such as lack of parallel corpora, translation of codemix sentences and much more.
- The share of Indian-language users on Flipkart increased from 12% in Q4 2020 to 18% in Q4 2021.
One paper accepted for publication in IJCAI-ECAI 2022 (AI for Good Track) (Core Rank-A*).
One paper accepted for publication in International Journal on Digital Libraries (2022).
Two papers on Conversational AI accepted for publication in NAACL-HLT (2022).
One paper accepted for publication in SIGIR 2022 (Core Rank-A*).
One paper accepted for publication in Neurocomputing, Elsevier.
One paper accepted for publication in JCDL 2022 (Core Rank-A*).
One paper accepted for publication in IEEE Transactions on Affective Computing.
One paper accepted for publication in IEEE Transactions on Computational Social Systems.
One paper accepted for publication in Scientific Reports, Nature Publishing Group.
One paper accepted for publication in Expert System with Applications, Elsevier.
One paper accepted for publication in ACM Transaction on Asian and Low-resource Language Information Processing (ACM TALLIP).
One paper accepted for publication in Computational Linguistics journal (Core Rank A*) by MIT Press.
One paper accepted for publication in PLOS ONE (h5 index: 185, Impact Factor: 3.24).
The following paper from our group got the best paper runner-up award in ICADL 2021.
P. Bharti, S. Ranjan, Tirthankar Ghosal, M. Agrarwal, Asif Ekbal (2021). PEERAssist: Leveraging on Paper-Review Interactions To Predict Peer Review Decisions.
Four papers accepted for publication in the 44th European Conference on Information Retrieval (10-14 April 2022), ECIR 2022 (core ranking A).
One paper accepted for publication in IEEE Transactions on Affective Computing (impact factor 10.506).
One paper accepted for publication in Machine Translation Journal, Springer.
One paper accepted for publication in Scientific Reports.
Our faculty members, Dr. Asif Ekbal and Dr. Sriparna Saha are listed in the list of the top 2% of scientists in the world published by Stanford University, Elsevier. Some media reports on this are attached herewith.
Sandeep Kumar, PhD Scholar, receives the prestigious Prime Minister's Research Fellowship (PMRF) Award for his Doctoral Studies.
Dr. Sriparna Saha is invited to join the Editorial Board of Engineering Applications of Artificial Intelligence (EAAI), Elsevier journal (impact factor: 6.2).
Mr. Abhisek Tiwari is selected for the prestigious Prime Minister's Research Fellowship (PMRF). Abhishek is jointly guided by Dr. Sriparna Saha and Prof. Pushpak Bhattacharyya.
The PMRF scholar gets Rs. 70,000 per month for the first two years and then an increased scholarship third year onwards. Apart from this, each scholar would be eligible for a research grant of Rs. 2 Lakhs per year.
Six papers accepted for publication in 8th International Conference on Neural Information Processing (ICONIP-2021).
One paper accepted for publication in IEEE Symposium Series on Computational Intelligence.
One paper accepted for publication in IEEE Access (h5-index: 164).
One paper accepted for publication in Multimedia Tools and Applications (impact factor: 2.757).
One paper accepted for publication in IEEE/ACM Transactions on Computational Biology and Bioinformatics.
One paper accepted for publication in ACM Transactions on Asian and Low-Resource Language Information Processing.
One paper accepted for publication in IEEE Transactions on Computational Social Systems
One paper accepted for publication in ACM Transactions on Information Systems (impact factor: 2.312).
One paper accepted for publication in Expert Systems with Applications journal (impact factor: 6.954) (accepted).
One paper accepted for publication in Multimedia Tools and Applications (impact factor: 2.313) (accepted).
One paper accepted for publication in Information Processing & Management.
One paper accepted for publication in IEEE Transactions on Computational Social Systems.
Recently accepted papers from the AI-NLP-ML Group:
1. Towards Developing a Multilingual and Code-Mixed Visual Question Answering System by Knowledge Distillation, EMNLP 2021 (Findings)
2. Three papers accepted in "The 23rd International Conference on Asia-Pacific Digital Libraries (ICADL 2021)"
a. ContriSci: A BERT-based Multitasking Deep Neural Architecture to Identify Contribution Statements from Research Papers
b. PEERAssist: Leveraging on Paper-Review Interactions To Predict Peer Review Decisions
c. DataQuest: An Approach To Automatically Extract Dataset Mentions From Scientific Papers
3. What the fake? Probing Misinformation Detection Standing on the Shoulder of Novelty and Emotion, In Information Processing and Management, Elsevier
ADVERTISEMENT NO: R&D/242-352-461-474-508/199 DATED : 23.07.2021.
Name of the Posts : Junior Research Fellow, Senior Research Fellow, Lexicographer, Research Associate.
Project Title & Funding Agency : Research on “AI-NLP-ML”, funded by various industries and govt. bodies (Govt bodies: Meity, SERB, MHA; Industries: Wipro, Flipkart, Accenture).
Dr. Sriparna Saha has joined PLOS ONE (h5-index: 175) Editorial Board as an Academic Editor..
Two papers accepted for publication in IEEE/ACM Transactions on Computational Biology and Bioinformatics (impact factor: 2.428).
Two papers accepted for publication in IEEE Transactions on Computational Social Systems.
One paper accepted for publication in European Physical Journal Special Topics (impact factor: 1.668) (accepted).
One paper accepted for publication in IEEE Transactions on Emerging Topics in Computational Intelligence (impact factor: 4.62) (accepted)
Dr. Sriparna Saha has been appointed as Associate Editors of IEEE/ACM Transactions on Computational Biology and Bioinformatics (impact factor: 3.015), Expert Systems with Applications (impact factor: 5.452, h5-index: 111), IEEE Internet Computing (impact factor is 4.231 - 2-year Impact Factor = 5.277 - H-index = 103).
Prof. Pushpak Bhattacharyya and Dr. Asif Ekbal has been featured in the latest CS Rankings.
One paper accepted for publication in Applied Intelligence (impact factor: 3.325) (accepted).
One paper accepted for publication in Plos One (h5 index: 175, impact factor: 2.74) (accepted).
One paper accepted for publication in IEEE Transactions on Computational Social Systems (accepted).
Two papers accepted for publication in Knowledge-Based Systems (impact factor: 5.921) (accepted).
One paper accepted for publication in Pattern Recognition Letters (impact factor: 3.255) (accepted).
Prof. Pushpak Bhattacharyya has been recently inducted as one of the Editorial Board members of “Journal of Natural Language Engineering, JNLE”, published by Cambridge University Press.
Dr. Sriparna Saha has been listed among the leading women AI researchers of India
One paper accepted for publication in Cognitive Computation (impact factor: 4.307).
Prof. Pushpak Bhattacharyya has been listed among the Top AI Researchers in India in 2020 by Analytics India Magazine.
One paper accepted for publication in AAAI 2020. One paper accepted for publication in Cognitve Computation, Springer.
Dr. Sriparna Saha has been listed in the "world's top 2% scientists list" in the field of "Artificial Intelligence and Image Processing".
One can refer to Table 7 of the paper https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3000918 One paper accepted for publication in Applied Soft Computing (impact factor: 5.472) (accepted).
Kshitij Mishra has been awarded with the very prestigious Prime Ministers Research Fellowship (PMRF) Award for his doctoral studies.
IIIT Bhagalpur-IIT Patna team (IIITBH-IITP) with members Mr. Saichethan M. Reddy (IIIT BH), Dr. Naveen Saini (IITP), Dr. Sriparna Saha (IITP), Prof. Pushpak Bhattacharyya has participated in the three shared tasks (CL-SciSumm, LaySumm, LongSumm) at the first workshop on Scholarly Document Processing https://ornlcda.github.io/SDProc/ collocated with EMNLP 2020 which is a well-known conference (Category A in Core Ranking) in the field of natural language processing. All the tasks are related to the summarization of scientific articles. It is glad to share that the team has obtained the best performance on community summaries of the CL-SciSumm 2020 task. One paper accepted for publication in Multimedia Systems (impact factor: 1.563) (accepted). Two papers accepted for publication in COLING 2020. One paper accepted for publication in EMNLP Findings (2020). Three papers accepted for publication in AACL-IJCNLP 2020. Two papers accepted for publication in ICONIP 2020. One paper accepted for publication in Knowledge Based System, Elsevier. One paper accepted for publication in Cognitive Computation (Impact Factor: 4.980).
Asif Ekbal will serve in IJCAI 2020 as its Senior Program Committee Member.
Asif Ekbal will serve in the Program Committee of AAAI 2020 AI-NLP-ML Research Group, IIT Patna is pleased to announce an MoU with India's homegrown e-commerce firm, Flipkart to conduct joint research in Artificial Intelligence, Natural Language Processing and Machine Learning. More details can be found here: One paper accepted for publication in IEEE Transactions on Computational Social Systems. One paper accepted for publication in Natural Language Engineering. One paper accepted for publication in IEEE Transactions on Affective Computing. One paper accepted for publication in IEEE Computational Intelligence Magazine (CIM). One paper accepted for publication in ACM Transactions on Knowledge Discovery and Data (TKDD). One paper accepted for publication in Neurocomputing.
Asif Ekbal has taken up the responsibility of Associate Editor, SN Computer Science, Springer
Asif Ekbal will serve as the Area Chair of Resources and Evaluation track of EACL 2021. One paper accepted for publication in Multimedia Tools and Applications (impact factor: 2.101). One paper accepted for publication in PLOS ONE (h5 index: 176, impact factor: 2.776) . One paper accepted for publication in Soft Computing Journal, 2020 (Impact Factor: 2.784). One paper accepted for publication in Multimedia Tools and Applications, 2020. Three papers accepted for publication in IEEE-CEC, 2020 (h5-INDEX: 66). One paper accepted for publication in ECIR 2020 (Core Ranking: A). One paper accepted for publication in Cognitive Computation Journal 2020. One paper accepted for publication in Expert Systems with Applications 2020 (Impact Factor: 4.292). One paper accepted for publication in Cognitive Computation Journal 2020. Three papers accepted for publication in ACL 2020. Five papers accepted for publication in LREC 2020. CEP course on Deep Learning for Natural Language Processing from Jan 10-23, 2020
Prof. Pushpak Bhattacharyya, Hon'ble Director, IIT Patna has been selected as prestigious Abdul Kalam National Fellow. The citation reads, 'Your selection is in recognition of your outstanding contributions in the field of Natural Language Processing, Machine Learning, Artificial Intelligence as well as your contribution in the growth of engineering profession in the country'
Dushyant Singh Chauhan, PhD Scholar of AI-NLP-ML group, Department of Computer Science and Engineering is awarded with the prestigious Prime Minister Fellowship for Doctoral Research 2020.
Prof. Pushpak Bhattacharyya, Hon'ble Director, IIT Patna has been selected as prestigious Abdul Kalam National Fellow. The citation reads, 'Your selection is in recognition of your outstanding contributions in the field of Natural Language Processing, Machine Learning, Artificial Intelligence as well as your contribution in the growth of engineering profession in the country'
Tirthankar Ghosal, a senior PhD scholar of our group is in the organizing core committee of the Future of Scholarly Communications and e-Scholarships (FORCE) 2020 conference to be held at Donostia San Sebastián, Spain from October 19-21, 2020.
Dr. Asif Ekbal is selected to be in the Editorial Board (Associate Editor) of Machine Translation Journal, Springer. Asif Ekbal will serve in the Editorial Board of Machine Translation Journal, Springer as its Associate Editor from January, 2020. He will work with some great MT researchers like Bill Byrne, University of Cambridge, UK; Kevin Duh, Johns Hopkins University, Maryland, US; George Foster, Google Inc., Montreal, Canada; Philipp Koehn, Johns Hopkins University, Maryland, USA and University of Edinburgh, UK; Lucia Specia, Imperial College London, UK; Marine Carpuat, University of Maryland, USA etc. One paper accepted for publication in Knowledge Based Systems Journal, 2019. (Impact Factor: 4.287) One paper accepted for publication in Scientific Reports- Nature, 2019. (Impact Factor: 4.15)
Sukanta Sen, a PhD Scholar of our group has been awarded the Microsoft Research Travel Grant 2019 to attend the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019) to be held at Florence, Italy from 28th July - 2nd Aug 2019.
Tulika Saha, a PhD Scholar of our group has been awarded the Microsoft Research Travel Grant 2019 to attend the 37th IEEE International Joint Conference on Neural Networks (IJCNN) 2019 to be held at Budapest, Hungary from July 14-19, 2019. Dr. Asif Ekbal is chairing in the Question-Answering Track of NAACL-2019, a top-tier conference of Natural Language Processing. Dr. Asif Ekbal is in the Senior Program Committee of IJCAI-2019, a top-tier conference of Artificial Intellegence.
Tirthankar Ghosal, a Ph.D. scholar from our group, has been invited to attend the European NLP Summit 2019 at Facebook Headquarters, London, UK.
Tirthankar Ghosal, a Ph.D. scholar from our group, has been invited to attend and present in FORCE 2019 conference to be held at The University of Edinburgh, UK from October 15 till 17th with a full travel scholarship.
Tirthankar Ghosal, a PhD Scholar of our group has been awarded the Microsoft Research Travel Grant 2019 to attend the 37th IEEE International Joint Conference on Neural Networks (IJCNN) 2019 to be held at Budapest, Hungary from July 14-19, 2019.
Tirthankar Ghosal, a PhD Scholar of our group has been selected as a Visiting Research Scholar at the prestigious Oak Ridge National Laboratory under Department of Energy (DoE), US Federal Government (March-August, 2019).
Tirthankar Ghosal, a PhD Scholar of our group was selected to present his research on Novelty Detection at IRISS 2019 (top 15 CS PhD), ACM India Annual Event held at Kochi, India from February 6-8, 2019. Four papers accepted for publication in ICON 2019. One paper accepted for publication in NLE 2019. One paper accepted for publication in Plos One 2019. One paper accepted for publication in Swarm and Evolutionary Computation 2019. One paper accepted for publication in IEEE Intelligent Systems 2019. Dr. Asif Ekbal is selected to be in the Editorial Board (Associate Editor) of Machine Translation Journal, Springer. Seven papers accepted for publication in ICONIP 2019. MoU with Wipro signed for implementing an Indian Language Chatbot. One paper accepted for publication in IEEE Trans. on CSS 2019. One paper accepted for publication in ACM TKDD 2019. One accepted for publication in ACM TMCCA 2019. One paper accepted for publication in ESA 2019. One paper Paper accepted for publication in SPI 2019. One paper accepted for publication in TALLIP 2019. One paper accepted for publication in EMNLP 2019. Four papers accepted for publication in ACL 2019. One paper accepted in IEEE/ACM TCBB 2019. One paper accepted for publication in PLoS One 2019. One paper accepted for publication in NLDB 2019. One paper accepted for publication in IJCNN 2019. Five papers accepted for publication in JCDL 2019. Two papers accepted for publication in NAACL 2019. Ten papers accepted for publication in CICLing 2019. One paper accepted for publication in PLoS One 2019. One paper accepted for publication in IEEE JBHI 2019. One paper accepted for publication in IEEE Intelligent Systems 2019. Two papers accepted for publication in ACM TALLIP 2018. EMNLP 2018 accepts two papers. Five papers accepted for publication in ICONIP 2018. One paper accepted for publication in CoNLL 2018. Dr. Sriparna Saha has been selected for Indo-U.S. Fellowship for Women in STEMM (WISTEMM) Program 2018. Prof. Pushpak Bhattacharyya is listed among the Top 10 Machine Learning Researchers In India. One paper accepted for publication in Swarm and Evolutionary Computation Journal, 2018. One paper accepted for publication in PRICAI, 2018. Three papers accepted for publication in COLING, 2018. One paper accepted for publication in Knowledge and Information Systems Journal, 2018. One paper accepted for publication in Information Sciences Journal, 2018. One paper accepted for publication in Soft Computing Journal, 2018. One paper accepted for publication in WOSP, 2018. Two papers accepted for publication in JCDL, 2018. One paper accepted for publication in IJCNN, 2018. Three papers accepted for publication in NAACL-HLT, 2018. Three papers accepted for publication in CICLing, 2018. One paper accepted for publication in ACM Transactions on Knowledge Discovery from Data, 2018. Five papers accepted for publication in LREC, 2018. PhD scholar, Deepak Gupta received a research intern position for 4 months at Microsoft Maluuba Montreal, Canada. Our AI-NLP-ML group is ranked 9th in Asia as per the latest CS Ranking: Computer Science 2018. Dr. Sriparna Saha has been selected for Indo-U.S. Fellowship for Women in STEMM (WISTEMM) Program 2018. Collaboration between IIT Patna and School Of Computing, DCU.
Tirthankar Ghosal, a PhD Scholar of our group has been awarded the Microsoft Research Travel Grant to attend the 27th International Conference on Computational Linguistics (COLING 2018) to be held at Santa Fe, New-Mexico, USA from August 20th through 26th 2018.
Tirthankar Ghosal, a PhD Scholar of our group has been awarded the Visvesvaraya Conference Grant to attend the 27th International Conference on Computational Linguistics (COLING 2018) to be held at Santa Fe, New-Mexico, USA from August 20th through 26th 2018. Congratulations to Deepak Gupta, a PhD Scholar of our group for being selected as research intern for 4 months at Microsoft Maluuba, Montreal, Canada. Prof. Yoshua Bengio (MILA Lab, University of Montreal) and Prof. Richard Sutton (University of Alberta) serve as advisors for Maluuba.
Tirthankar Ghosal, a PhD Scholar of our group, was invited as a speaker in FORCE11 2018 conference to present on AI in scholarly communications held at McGill University, Montreal from October 10-11, 2018 with full sponsorship awarded by CrossRef.
Tirthankar Ghosal, a PhD Scholar of our group has been awarded the ACM SIGIR Student Travel Grant 2018 to attend the 18th ACM/IEEE Joint Conference on Digital Libraries (JCDL) 2018 to be held at Fort Worth, Texas, US from June 3-6, 2018. Naveen Saini, a PhD Scholar of our group has received Microsoft funding and IEEE CIS Travel grant to attend IEEE IJCNN 2018 going to be held at Brazil in July 2018. Dr. Sriparna Saha received Visvesvaraya Young Faculty Research Fellowship Award from MeiTY, Govt. of India. Dr. Sriparna Saha has been awarded the SERB EARLY CAREER RESEARCH AWARD 2018. Dr. Sriparna Saha has been awarded the SERB Women Excellence Award 2018.
Naveen Saini, a PhD Scholar of our group has been awarded the Microsoft Lab Travel Grant to attend the International Conference on Neural Information Processing (ICONIP 2017) to be held at Guangzhou, China from November 14–18, 2017. Dr. Sriparna Saha has been chosen as Associate Editor of ACM Transaction on Asian Low Resource Language Information Processing. Dr. Asif Ekbal has been awarded the prestigious JSPS Fellowship from the Japan Government for conducting research in Kyoto University. Congratulations to Shad and Shweta for being selected to participate in "Google's Natural Language Processing Summit", taking place from Monday, 25th September, 2017 - Wednesday, 27th September, 2017 at the Google office in Zurich, Switzerland! Shweta Yadav, Research Scholar of AI-NLP-ML Group, CSE Dept., IIT Patna has received the Google Fellowship to attend EACL, a top-tier NLP conference to be held during April 3-7, 2017, Spain. She will present her work on "Biomedical Text Mining", a joint work with Asif Ekbal, Sriparna Saha and Pushpak Bhattacharyya.
One paper accepted for publications in BMC Bioinformatics journal, 2017. One paper accepted for publication IEEE Journal of Biomedical and Health Informatics, 2017. SkyMap Global ties up with IIT Patna to integrate Deep Learning & Artificial Intelligence. Two papers accepted for publication in ICON, 2017. IIT Patna has been placed 108th in the QS University Rankings: BRICS Two PhD Students Shad and Shweta have been selected to participate in "Google's Natural Language Processing Summit". One paper accepted for publication in Computers in Biology and Medicine Journal, 2017. "Opportunities in a New IIT”, A talk by Prof. Pushpak Bhattacharyya, Director IIT Patna at WSU. One paper is accepted in MT Summit, 2017. One paper is accepted in Soft Computing Journal of Springer. Dr. Sriparna has been chosen as Associate Editor of ACM Transaction on Asian Low Resource Language Information Processing. One paper has been accepted in Knowledge-Based Systems, Elsevier, 2017. Three papers have been accepted in NLDB-2017. One paper has been accepted in CICLING-2017. Shweta Yadav, Research Scholar of AI-NLP-ML Group, CSE Dept., IIT Patna has received the Google Fellowship to attend EACL. A survey paper on Computational Sarcasm, 'Automatic Sarcasm Detection: A Survey' (Aditya Joshi et. al) got accepted for publications in ACM Computing Surveys. Dr. Asif Ekbal has been awarded the Young Faculty Research Fellowship of Visvesvaraya PhD scheme One paper accepted for publication in EACL 2017 Four papers accepted for publication in ICON 2016 One paper accepted for publication in COLING-2016 One paper accepted for publication in Molecular BioSystems Journal Dr. Sriparna Saha has received the BIRD Award 2016.
Dr. Sriparna Saha awarded NASI-Young Scientist Platinum Jubilee Award (2015-16). Presidential address of Prof. Pushpak Bhattacharyya at ACL 2016. One paper accepted for publication in Expert Systems With Applications Journal Prof.Pushpak Bhattacharyya will chair the session on "Sentence Vector" (3B) in the upcoming ACL Two papers accepted for publication in ICPR-2016 One paper accepted for publication in Knowledge based Systems, Elsevier AI-NLP-ML group recently signed MoU with Accenture Pvt. Limited Europe and America visit of Prof. Pushpak Bhattacharyya, Director, IIT Patna One paper accepted in NLDB Conference, 2016 One paper accepted in Gene Reports journal, 2016 Two papers accepted in LREC, 2016 One paper accepted in CICLING 2016 Five papers accepted in IEEE WCCI 2016 GIAN workshop on Introduction to Natural Language Processing Prof. Pushpak Bhattacharyya has assumed the office of ACL from January, 2016 Dr. Asif Ekbal will serve as Chair for Student Paper Competition at ICON-2016 Dr. Sriparna Saha has been selected for IEI Young Engineers award 2015.