It is a precious collection of Ph.D. theses awarded by the Indian Statistical Institute in the subject areas of Statistics, Mathematics, Computer Science, Quantitative Economics, Cryptography, Statistical Quality Control, and Operations Research.

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Theses/Dissertations from 2026

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Generalization under Sub-population Shift: Equitable Models for Imbalanced, Long-tailed, and Fair Representation Learni, Faizanuddin Ansari

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Essays on Monetary-Fiscal Interactions in Emerging Market and Developing Economies, Ojasvita Bahl

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Environmental Degradations in Images: Analysis, Restoration, and Applications, Harsh Bhandari

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Innovations in Graph Neural Network Design: Addressing Oversmoothing, Heterophily, and Information Propagation, Kushal Bose

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Determination of Sample Size in Vaccine Trials, Meghna Bose

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Statistical Guarantees of Deep Generative Models Involving Diverse Spaces: Generation Consistency and Robustness, Anish Chakrabarty

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On Robust Estimation of Multivariate Location and Scale with Applications, Soumya Chakraborty

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Flexible Modeling of non-Gaussian Longitudinal Data: Some Approaches using Copula, Subhajit Chattopadhyay

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Statistically Consistent and Novel Image Registration Methods for Various Transformations in Presence of Zooming, Sujay Das

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Identifying and Overcoming Some Operational Limitations of Reconfigurable Intelligent Surfaces in 5G and Beyond Wireless Networks, Souvik Deb

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Analysis of a few Quantum Algorithms and Circuits related to Boolean Functions, Suman Dutta

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Developing Pattern Recognition and Interpretable Convolutional Neural Network based Frameworks for Identifying Drug resistant and Pan cancer miRNAs from Expression Data, Joginder JSingh

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Developing Deep Neural Network based Brain Computational Models from Psychophysics Data of some Simple Perceptual Phenomena: Visual as well as Auditory, Chandran Keerthi S

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Combinatorial & Algebraic Approaches in Analyzing Mutually Unbiased Bases (MUBs) and Their Approximations, Rakesh Kumar

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Projective corepresentations and cohomology of compact quantum groups, Kiran Maity

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Exploring Conflicts and Protests Through the Lens of Game Theory, Puja Mukherjee

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On the Jordan-Chevalley-Dunford Decomposition of Certain Classes of Operators and Convergence of Their Normalized Power Sequences, Renu Shekhawat

Theses/Dissertations from 2025

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Some Nonparametric Tests for High-Dimensional and Functional Data, Bilol Banerjee

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On Univariate Process Capability Indices: Some Issues and Applications, Kuntal Bera

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Some Studies On Information Set Decoding Algorithms and Universal Hash Functions, Sreyosi Bhattacharyya

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Advanced Techniques in Symmetric Key Cryptanalysis, Debasmita Chakraborty

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Multiple Hypothesis Testing Under Dependence, Nabaneet Das

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Automated Grain-Matrix Segmentation in Photomicrographs of Clastic Sedimentary Rocks using Neuro-visual Algorithms, Rajdeep Das

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Graph Neural Networks for Homogeneous and Heterogeneous Graphs: Algorithms and Applications, Sucheta Dawn

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Restricted Mean Value Property on Riemannian manifolds and Carleson's problem on Damek-Ricci spaces, Utsav Dewan

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Provable Security in Idealised Models, Chandranan Dhar

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Complexity Study of Knowledge and Public Observation, Avijeet Ghosh

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On Algebraic Aspects and Functoriality of the Set of Unbounded Operators Affiliated with a von Neumann Algebra, Indrajit Ghosh

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Enhancing Medical Image Analysis through Deep Learning: A Comprehensive Study on Classification, Segmentation, and Multitask Learning, Susmita Ghosh

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Crystallization of the quantized function algebras of SUq(n + 1), Manabendra Giri

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Mazur’s Intersection Property and its Variants, Deepak Gothwal

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Multipacking on graphs and Euclidean metric space, Sk Samim Islam

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Essays in Industrial Organization, Nilesh Kumar Jain

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Essays in Individual and Collective Choice, Ojasvi Khare

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Electricity and the Environment, Praveen Kumar

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Contribution to the Linear Complementarity Problem and Completely Mixed Games, Sunil Kumar

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Making Cloud Storages Secure and Efficient, Avishek Majumder

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Dynamics of random graphs and interacting particle systems, Aritra Mandal

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Self-Supervised Learning and its Applications in Medical Image Analysis, Siladittya Manna

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On perturbed best response learning and equilibrium selection in homogeneous and Bayesian evolutionary games, Sayan Mukherjee

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Problems in Affine Algebraic Geometry: on Tririality and Embedding of Linear Hyperplanes and Rigidity of Pham-Brieskorn surfaces, Ananya Pal

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Second Moment of Degree Three L-Functions, Sampurna Pal

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On Automated Analysis of Lung Images with Deep Learning for Healthcare, Surochita Pal

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On Zero-Shot Recognition of Unseen State-Object Composition, Aditya Panda

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Indifferentiability Analysis of Symmetric Key Ciphers, Sayantan Paul

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Some Applications of Divergences to Robust Inference with Mixed Data, Arijit Pyne

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Robust Matrix Factorization using the Density Power Divergence and its Applications, Subhrajyoty Roy

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Essays on Blocking Mechanisms in Economies with Club Goods, Sandipan Saha

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Domain Obedient Deep Learning, Soumadeep Saha

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Study on Determination of Optimal Parameters for Shewhart Control Charts and Other Related Methodologies, Sandeep .