About
I'm a Senior Research Fellow at the Biomedical Imaging and Bioinformatics Lab (BIBL), Machine Intelligence Unit, of the Indian Statistical Institute (ISI), Kolkata, India. I completed my Ph. D. in Computer Science from Indian Statistical Institute, Kolkata, India, in December, 2022, under the supervision of Professor Pradipta Maji. My dissertation is entitled "Multi-View Discriminant Canonical Correlation Analysis: Regularization, Scalability to Adaptability". I have published a few papers in international journals and conferences.
Research Interests
- Pattern Recognition
- Machine Learning
- Computational Biology and Bioinformatics
- Medical Image Processing
- Multi-view Data Analysis
Publications
Accepted / Published papers
International Journal Papers
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Ankita Mandaland Pradipta Maji, Adaptive Generalized Multi-View Canonical Correlation Analysis for Incrementally Update Multiblock Data, in IEEE Transactions on Knowledge and Data Engineering, pp. 1--14, 2022, doi: 10.1109/TKDE.2022.3185399.[Supplementary material ].
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Ankita Mandaland Pradipta Maji, Multiview Regularized Discriminant Canonical Correlation Analysis: Sequential Extraction of Relevant Features from Multiblock Data, in IEEE Transactions on Cybernetics, pp. 1--13, 2022, doi: 10.1109/TCYB.2022.3155875.[Supplementary material ].
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Ankita Mandaland Pradipta Maji, CanSuR: A Robust Method for Staining Pattern Recognition of HEp-2 Cell IIF Images, in Neural Computing and Applications, Springer, 32(21), pp. 16471--16489, 2020, doi: https://doi.org/10.1007/s00521-019-04108-w.
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Ankita Mandal and Pradipta Maji, FaRoC: Fast and Robust Supervised Canonical Correlation Analysis for Multimodal Omics Data, in IEEE Transactions on Cybernetics, 48(4), pp. 1229--1241, 2018, doi: 10.1109/TCYB.2017.2685625.
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Pradipta Maji and Ankita Mandal, Multimodal Omics Data Integration Using Max Relevance-Max Significance Criterion, in IEEE Transactions on Biomedical Engineering, 64(8), pp. 1841--1851, 2017, doi: 10.1109/TBME.2016.2624823.
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Pradipta Maji and Ankita Mandal, Rough Hypercuboid Based Supervised Regularized Canonical Correlation for Multimodal Data Analysis, in Fundamenta Informaticae, 148(1--2), pp. 133--155, 2016, doi: 10.3233/FI-2016-1427.
International Conference Papers
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Ankita Mandaland Pradipta Maji, Staining Pattern Recognition of HEp-2 Cell Images Using Supervised Canonical Correlation Analysis, Proceedings of 5th International Conference on Emerging Applications of Information Technology (EAIT2018), Kolkata, India, pp. 1--4, 2018.
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Ankita Mandal and Pradipta Maji, A New Method to Address Singularity Problem in Multimodal Data Analysis, Proceedings of 7th International Conference on Pattern Recognition and Machine Intelligence (PReMI2017), Kolkata, India, pp. 43--51, 2017.
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Ankita Mandal and Pradipta Maji, Regularization and Shrinkage in Rough Set Based Canonical Correlation Analysis, Proceedings of International Joint Conference on Rough Sets (IJCRS2017), Olsztyn, Poland, pp. 432--446, 2017.
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Pradipta Maji, Ankita Mandal, Madhura Ganguly, and Sanjoy Saha, An Automated Method for Counting and Characterizing Red Blood Cells Using Mathematical Morphology, Proceedings of the 8th International Conference on Advances in Pattern Recognition (ICAPR2015), Kolkata, India, pp. 1--6, 2015.
Academic Publications
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PhD thesis Multi-View Discriminant Canonical Correlation Analysis: Regularization, Scalability to Adaptability, under the supervision of Prof. Pradipta Maji, Machine Intelligence Unit, Indian Statistical Institute, Kolkata, India, 2022.
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MCA thesis Automated Red Blood Cell Count and Characterization of Cells, under supervision of Prof. Pradipta Maji, Machine Intelligence Unit, Indian Statistical Institute, Kolkata, India and Prof. Sanjoy Kumar Saha, Department of Computer Science & Engineering, Jadavpur Univeristy, Kolkata, India, 2015.
Resume
Education
PhD in Computer Science
2016 - 2022
Indian Statistical Institute, Kolkata, India
Project Linked Person
2014 - 2016
Indian Statistical Institute, Kolkata, India
Master of Computer Application
2011 - 2014
Jadavpur University, India
Bachelor of Science (Honours in electronics)
2008 - 2011
West Bengal State University, India
Professional Experience
Awards and Rank
- First Prize in IDRBT Doctoral Colloquium for the paper entitled "Scalable Regularized Canonical Correlation Analysis for Multimodal Omics Data", December 9, 2019.
- Rank 39 in the Joint Entrance for admission in to MCA course (JECA), 2011.
- Life Member, Indian Science Congress Association (ISCA), since 2017. (Membership No.: L34484).
Memberships (Professional Bodies)
Tutorial/Talks
Ankita Mandal and Aparajita Khan, Supervised Feature Selection, Principal Component Analysis, and Linear Discriminant Analysis, in Short Term Course on Machine Learning for Practitioners at Indian Statistical Institute,Kolkata, India, November 19, 2019 Jupyter Notebooks .
Ankita Mandal, Scalable Supervised Multiset Canonical Correlation Analysis, in Lightening Talk session in memory of Professor C. A. Murthy,at Machine Intelligence Unit, Indian Statistical Institute, Kolkata, India, March 14, 2019.
Ankita Mandal, Integrated Data Analysis Using Rough Hypercuboid based Canonical Correlation Analysis, Workshop on Mathematical and Computational Biology NNMCB Kolkata Node, IISER Kolkata January 9, 2016.
Contact
Location:
Indian Statistical Institute
230,B.T.Road,Kolkata-700108,India
Email:
ankita.mandal28529@gmail.com
amandal@isical.ac.in
Call:
+91-33-2575-3124