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Cognition Lab

Cognition Lab

COGNITION LAB

Cognition Research Group (CRG)


Department of CSE,
School of Engineering,
Shiv Nadar University Chennai.
Research Topics
Our research in Heterogeneous Explainable Algorithms and Architectures focuses on developing innovative computational frameworks that are not only powerful and efficient but also transparent and interpretable. By bridging the gap between cutting-edge technologies and their practical explainability, we aim to make advanced computing accessible and understandable, paving the way for significant advancements across various fields.
Sports Cognition
In our research on Sports Cognition, we utilize artificial intelligence (AI) to enhance athletic performance and refine training methodologies. We focus on building cognitive models that illuminate the underlying mental processes influencing athletes' decision-making, performance trends, and injury prevention strategies. Our work aims to bridge the gap between cognitive science and athletic training, providing innovative solutions that optimize both performance and athlete development through a deep understanding of cognitive dynamics in sports.
Genomic Engineering
Quantum Computing
High-Performance Computing
RESEARCH COLLABORATIONS
“A Product of Risk Estimation in Neurocognitive Disorders, Enabled with Radiogenomics and Digitized Neurocognitive Test Batteries (Development of Imaging Analytics Pipeline for Oncological Medical Images)”
2022-2024
(Collaboration with VTU, HCG Cancer Care)
INR 15,00,000.
“Risk assessment of stroke in children using radiological data, CFD and Machine-learning (Moya Moya Disease Investigations)”
2023-2024
(Collaboration with IITM, Sree Chithira Thirunal Institute of Medical Science and Technology Govt of India)
INR 10,00,000.

PH.D STUDENTS

STUDENT NAMESUPERVISORAREA OF RESEARCHYEAR OF ADMISSION
Balaji GurumurthyDr. Santhi NatarajanAlgorithms And Architectures For Cyber Physical SystemsSpring 2022 (March)
Amudha Jeba PrincyDr. Sundharakumar KBMulti Agent Reinforcement Learning For Informed Network OptimizationSpring 2022 (March)
NA Mohan RajkumarDr. Sundharakumar KBIntent Based NetworkingFall 2022 (July)
P. MadhankumarDr. Santhi NatarajanCognitive Architectures And Algorithms: Design Space ExplorationSpring 2023 (January)
Cherisha Ronney CheriyanDr. Santhi NatarajanHeterogenous Explainable Algorithms And ArchitecturesFall 2023 (July)
Shyam Sundar SDr. Santhi NatarajanHeterogenous Explainable Algorithms And ArchitecturesFall 2023 (July)
Sharmiladevi JDr. Santhi NatarajanHeterogenous Explainable Algorithms And ArchitecturesSpring 2024 (January)
S. GireeshDr. Santhi NatarajanHeterogenous Explainable Algorithms And ArchitecturesSpring 2024 (January)

MTECH STUDENTS

STUDENT NAMESUPERVISORAREA OF RESEARCHYEAR OF ADMISSION
Sadanand VenkataramanDr. Santhi NatarajanSports CognitionM.Tech 2023
Hari Priya SDr. Santhi NatarajanQuantum ComputingM.Tech 2023

BTECH STUDENTS

STUDENT NAMESUPERVISORAREA OF RESEARCHYEAR OF ADMISSION
Muthu Palaniappan MDr. Santhi NatarajanGeometric Deep Learning Architecture and AlgorithmsB.Tech 2021

UNDERGRAD RESEARCH PROJECTS UNDER STIRS (Year 2022)

STUDENT NAMESUPERVISORAREA OF RESEARCHFUND AMOUNT
S. HarshithaDr. Sundharakumar KBC.A.M.O.T (Conservation And Maintenance Of Trees)INR 10,000
Abdullah SheriffDr. Santhi NatarajanIntelligent Digital FarmingINR 12,333
B. VishalDr. Sundharakumar KBThe Pi ClusterINR 11,600
Vishwa KumareshDr. Sundharakumar KBEntertainment Recommendation SystemINR 13,500
E. Gabriel TomarDr. Sundharakumar KBIntellirobo TraderINR 15,000
P. AkshanDr. Sathyanarayanan SDynamic Process SchedulingINR 8,800
Sudhiksha KDr. Santhi NatarajanHoloHashINR 18,000
N. Raghav Muthu PalaniappanDr. Santhi NatarajanMy Mind: Cognitive Digital TwinINR 18,500
Prathosh V Rathna Sabapathi Rohit RDr. Sundharakumar KBTouchless Authentication Using IRIS BiometricsINR 14,300
Akshay B Adhiban K Shreya R SrinivasanDr. Sundharakumar KBAI CHATBOTINR 10,000

PUBLICATIONS

Area of Research:
TITLEAUTHORSCONFERENCE/JOURNALAREA OF RESEARCHDATE
Decoding the psyche: Engineering psychological profiles in football through yoda analysis
Sadanand Venkataraman; Sundharakumar KB; Bharathi Malakreddy A; Santhi Natarajan
ISEA 2024 @ Loughborough University, UK
Sports Cognition
Jul-24
Beyond Convex Settings: Can PSO Propel UAVs through 3D Negative Obstacles?
Muthu Palaniappan M, Dhivya S, Dr.Sundharakumar K B, Shrinidhi Suresha, Dr, Santhi Natarajan
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Distributed Systems
Apr-24
YUVA-SQ: A Cognitive Scouting Model for The Beautiful Game
Sadanand Venkataraman; Sundharakumar KB; Bharathi Malakreddy A; Santhi Natarajan
Society for Brain Mapping and Theraputics @ LA, CA, USA
Sports Cognition
Mar-24
MOYAGEN3D: Geometric Deep Learning Model of Internal Carotid Artery towards understanding pathogenesis of Moya Moya Angiopathy
Muthu Palaniappan, Madhumitha V, Santhi Natarajan, Sundharakumar KB, Ram Kishan Nekkanti, Manjunath N, Sanjay HM, Sudhir Jayanand, Prasad Patnaik BSV
Society for Brain Mapping and Theraputics @ LA, CA, USA
Geometric Learning
Mar-24
Irregular Computing on Genomic Big Data: Design Space Exploration from Silicon Clusters to Quantum Accelerators
Cherisha Ronney Cheriyan, Madhankumar P, Shyam Sundar S, Haripriya N, Kandappan V A, Santhi Natarajan
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Genome Informatics
Mar-24
An In-depth analysis of Varthur lake water quality dynamics
Pralhad P Teggi, Santhi Natarajan, Bharathi Malakreddy A
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Environmental Monitoring
Mar-24
Anomaly detection analysis for water quality data: A case study of Varthur lake, Bangaluru, India
Pralhad P Teggi, Santhi Natarajan, Bharathi Malakreddy A
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Environmental Monitoring
Mar-24
Beyond the pixels: Elevating sports analysis via AIexplainability in semantic segmentation
Bharathi Malakreddy A, Sadanand Venkataraman; Mohammad Sinan Khan; Nidhi Srinivas Padmanabhuni; Santhi Natarajan
Nvidia GTC 2024 @ San Jose, CA
Sports Cognition
Mar-24
Yuva-SQ: A Cognitive Scouting Model for The Beautiful Game
Sadanand Venkataraman; Sundharakumar KB; Bharathi Malakreddy A; Santhi Natarajan
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Sports Cognition
Mar-24
Optimizing semantic segmentation for enhanced football analytics: A pixel-level approach
Bharathi Malakreddy A, Sadanand Venkataraman; Mohammad Sinan Khan; Nidhi Srinivas Padmanabhuni; Santhi Natarajan
ICMLDE 2023
Sports Cognition
Nov-23
Yuva-SQ: Scouting intelligent minds for the beautiful game
Sadanand Venkataraman; Bharathi Malakreddy A; Santhi Natarajan
CMSAC 2023 @ Carnigie Mellon University, PA
Sports Cognition
Nov-23
URVoice: An Akl-Toussaint/ Graham-Sklansky Optimization for Sign Language Interpretation
Madhumitha V, Santhi Natarajan, Bharathi Malakreddy A
2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)
Geometric Learning
Oct-23
Recent advances in semantic segmentation for sports analytics
Bharathi Malakreddy A, Sadanand Venkataraman; Mohammad Sinan Khan; Srinivas Padmanabhuni
Springer Nature; ICT Infrastructure and Computing
Sports Cognition
Aug-23
SENSE3D: A Novel Optimality Sensing Algorithm to Characterize Internal Carotid Artery in Moya Moya Disease
Madhumitha V, Santhi Natarajan, B Jayanand Sudhir, Sanjay H M and Manjunath N
Conf AI
Medical AI
Dec-22
Pruned Genetic-NAS on GPU Accelerator Platforms with Chaos-on-Edge Hyperparameters
Anand Ravishankar, Dr. Santhi Natarajan and Dr. Bharathi Malakreddy A
IEEE 2021 International Conference on Machine Learning and Applications, California, USA
High Performance Computing
Dec-21
Deep Learning Techniques for Brain Tumor Diagnosis: A Review
Aswathy Santhosh, Saranya T, Sumod Sundar and Santhi Natarajan
The Fourth International Conference on Microelectronics, Signals and Systems 2021 (ICMSS’21), India
Medical Image Processing
Nov-21
DIIT: A General Model for Time Series Projections, Proven on NIFTY Index Funds
Rtwick George Moses, Dr. Santhi Natarajan and Dr. Bharathi Malakreddy A
The Fourth International Conference on Microelectronics, Signals and Systems 2021 (ICMSS’21), India
Financial Modeling
Nov-21
SparseMAX: Accelerating Quantum Neural Networks on GPU Clusters using Sparse-Matrix Kernels
Anand Ravishankar, Dr. Santhi Natarajan and Dr. Bharathi Malakreddy A
International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation (SAMOS XXI), SAMOS, Greece
Quantum Computing
Jul-21
Evolutionary Quantum Transition (EQUATe): A Novel Solution to Optimization Problems
Anand Ravishankar, Dr. Santhi Natarajan and Dr. Bharathi Malakreddy A
IEEE ICEPE March 2021, NIT Meghalaya, India
Quantum Computing
Mar-21
Unveiling the Mental Game: Leveraging YODA Psychometry in Football Performance Analysis
Sadanand Venkataraman; Sundharakumar KB; Bharathi Malakreddy A; Santhi Natarajan
Mathsport 17 @ La Trobe University, Australia
Sports Cognition
Jul-24
Beyond Convex Settings: Can PSO Propel UAVs through 3D Negative Obstacles?
Muthu Palaniappan M, Dhivya S, Dr.Sundharakumar K B, Shrinidhi Suresha, Dr, Santhi Natarajan
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Distributed Systems
Apr-24
MOYAGEN3D: Geometric Deep Learning Model of Internal Carotid Artery towards understanding pathogenesis of Moya Moya Angiopathy
Muthu Palaniappan, Madhumitha V, Santhi Natarajan, Sundharakumar KB, Ram Kishan Nekkanti, Manjunath N, Sanjay HM, Sudhir Jayanand, Prasad Patnaik BSV
Society for Brain Mapping and Theraputics @ LA, CA, USA
Geometric Learning
Mar-24
Irregular Computing on Genomic Big Data: Design Space Exploration from Silicon Clusters to Quantum Accelerators
Cherisha Ronney Cheriyan, Madhankumar P, Shyam Sundar S, Haripriya N, Kandappan V A, Santhi Natarajan
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Genome Informatics
Mar-24
An In-depth analysis of Varthur lake water quality dynamics
Pralhad P Teggi, Santhi Natarajan, Bharathi Malakreddy A
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Environmental Monitoring
Mar-24
Anomaly detection analysis for water quality data: A case study of Varthur lake, Bangaluru, India
Pralhad P Teggi, Santhi Natarajan, Bharathi Malakreddy A
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Environmental Monitoring
Mar-24
Optimizing semantic segmentation for enhanced football analytics: A pixel-level approach
Bharathi Malakreddy A, Sadanand Venkataraman; Mohammad Sinan Khan; Nidhi Srinivas Padmanabhuni; Santhi Natarajan
ICMLDE 2023
Sports Cognition
Nov-23
Yuva-SQ: Scouting intelligent minds for the beautiful game
Sadanand Venkataraman; Bharathi Malakreddy A; Santhi Natarajan
CMSAC 2023 @ Carnigie Mellon University, PA
Sports Cognition
Nov-23
URVoice: An Akl-Toussaint/ Graham-Sklansky Optimization for Sign Language Interpretation
Madhumitha V, Santhi Natarajan, Bharathi Malakreddy A
2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)
Geometric Learning
Oct-23
Recent advances in semantic segmentation for sports analytics
Bharathi Malakreddy A, Sadanand Venkataraman; Mohammad Sinan Khan; Srinivas Padmanabhuni
Springer Nature; ICT Infrastructure and Computing
Sports Cognition
Aug-23
SENSE3D: A Novel Optimality Sensing Algorithm to Characterize Internal Carotid Artery in Moya Moya Disease
Madhumitha V, Santhi Natarajan, B Jayanand Sudhir, Sanjay H M and Manjunath N
Conf AI
Medical AI
Dec-22
Zero-Shot Learning For Text Classification: Extending Classifiability Beyond Conventional Techniques
Muthu Palaniappan M; Vedhamani, Adithya; Sundharakumar, KB
2023 IEEE Region 10 Symposium (TENSYMP)
Cognitive Reinforcement Learning
2023
Malware Classification using Deep Learning Methods
Sundharakumar, KB; Bhalaji, N
2023 3rd International Conference on Smart Data Intelligence (ICSMDI)
Distributed Systems
2023
Attention U 2 N et: Cascaded UNets with Modified Skip Connection for Breast Tumor Segmentation
Dhivya, S; Mohanavalli, S; Sundharakumar, KB; Thamarai, I
Medical Image Processing
2023
Impact of Singing Bowl Playing on the Brain using EEG
KB, Sundharakumar; N, Bhalaji; R, Rema; R, Srinivasan
Cognitive Reinforcement Learning
2021
A Novel Hybrid RNN-ELM Architecture for Crime Classification
Sundhara Kumar, KB; Bhalaji, N
Second International Conference on Computer Networks and Communication Technologies: ICCNCT 2019
Distributed Systems
2020
BCI cinematics–A pre-release analyser for movies using H2O deep learning platform
KB, Sundhara Kumar; Krishna, G; Bhalaji, N; Chithra, S
Cognitive Reinforcement Learning
2019
Empirical study of feature selection methods over classification algorithms
Bhalaji, Natarajan; Kumar, KB Sundhara; Selvaraj, Chithra
Distributed Systems
2018
EEG based emotion recognition system for special children
Bairavi, Krishna; Sundhara, KB Kumar
Proceedings of the 2018 international conference on communication engineering and technology
Medical Image Processing
2018
A performance comparison of document oriented NoSQL databases
Kumar, KB Sundhara; Mohanavalli, S
2017 International Conference on Computer, Communication and Signal Processing (ICCCSP)
Distributed Systems
2017
Survey of pre-processing techniques for mining big data
Hariharakrishnan, Jayaram; Mohanavalli, S; Kumar, KB Sundhara
2017 international conference on computer, communication and signal processing (ICCCSP)
High Performance Computing
2017
IoT based health monitoring system for autistic patients
Sundhara Kumar, KB; Bairavi, Krishna
Proceedings of the 3rd International Symposium on Big Data and Cloud Computing Challenges (ISBCC–16’)
Medical Image Processing
2016
Smart Trends in Information Technology and Computer Communications
Sundhara Kumar, KB; Senthil Kumar, V; Srividya, Mohanavalli
Proceedings National Conference on Communication and Informatics-2016, Sri Venkateswara College of Engineering, Sriperumbudur
Distributed Systems
2016
Cloud based fuzzy healthcare system
Sundharakumar, KB; Dhivya, S; Mohanavalli, S; Chander, R Vinob
Medical Image Processing
2015
Survey on Homomorphic Encryption Techniques
Mohanavalli, S; Kumar, K.B.Sundhara; Srividya
High Performance Computing
2015
Asynchronous Consensus in Synchronous Systems Using send_to_all Primitive
Srinivasan, Sathyanarayanan; Kandukoori, Ramesh
SN Computer Science
Distributed Systems
Oct-23
Solving consensus in true partial synchrony
Srinivasan, Sathyanarayanan; Kandukoori, Ramesh
IEEE Transactions on Parallel and Distributed Systems
Distributed Systems
Dec-22
A synod based deterministic and indulgent leader election protocol for asynchronous large groups
Srinivasan, Sathyanarayanan; kandukoori, Ramesh
International Journal of Parallel, Emergent and Distributed Systems
Distributed Systems
Feb-22
A Paxos based algorithm to minimize the overhead of process recovery in consensus
Srinivasan, Sathyanarayanan; Kandukoori, Ramesh
Acta Informatica
Distributed Systems
Apr-19
A hybrid population seeding technique based genetic algorithm for stochastic multiple depot vehicle routing problem
Sathyanarayanan, S; Joseph, K Suresh; Jayakumar, SKV
2015 international conference on computing and communications technologies (ICCCT)
Distributed Systems
Feb-15
A survey on stochastic vehicle routing problem
Sathyanarayanan, S; Joseph, K Suresh
International Conference on Information Communication and Embedded Systems (ICICES2014)
Distributed Systems
Jan-14
Irregular Computing on Genomic Big Data: Design Space Exploration from Silicon Clusters to Quantum Accelerators
Cherisha Ronney Cheriyan, Madhankumar P, Shyam Sundar S, Haripriya N, Kandappan V A, Santhi Natarajan
ICITIIT24 @ Indian Institute of Information Technology Kottayam, Kerala
Genome Informatics
Mar-24
HODLRdD: A new black-box fast algorithm for N-body problems in d-dimensions with guaranteed error bounds: Applications to integral equations and support vector machines
Khan, Ritesh; Kandappan, VA; Ambikasaran, Sivaram
Journal of Computational Physics
Fast Algorithms
Jan-24
HODLR3D: Hierarchical matrices for $ N $-body problems in three dimensions
Kandappan, VA; Gujjula, Vaishnavi; Ambikasaran, Sivaram
Journal on Numerical Algorithms
High Performance Computing
Jan-24
HODLR2D: A new class of Hierarchical matrices
Kandappan, VA; Gujjula, Vaishnavi; Ambikasaran, Sivaram
SIAM Journal on Scientific Computing
Fast Algorithms
Apr-23
Machine Learning in Finance: Towards Online Prediction of Loan Defaults Using Sequential Data with LSTMs
Kandappan, VA; Rekha, AG
SoCTA 2020, Volume 2
Machine Learning in Finance
May-21
Optimizing semantic segmentation for enhanced football analytics: A pixel-level approach
Bharathi Malakreddy A, Sadanand Venkataraman; Mohammad Sinan Khan; Nidhi Srinivas Padmanabhuni; Santhi Natarajan
Presented at ICMLDE 2023; In Press
Sports Cognition
Nov-23
Yuva-SQ: Scouting intelligent minds for the beautiful game
Sadanand Venkataraman; Bharathi Malakreddy A; Santhi Natarajan
Accepted to be Presented at CMSAC 2023 @ Carnigie Mellon University, PA
Sports Cognition
Nov-23
Recent advances in semantic segmentation for sports analytics
Bharathi Malakreddy A, Sadanand Venkataraman; Mohammad Sinan Khan; Srinivas Padmanabhuni
Springer Nature; ICT Infrastructure and Computing
Sports Cognition
Aug-23
Mental Health Disorder in IT Sector Employees using Machine Learning Models
Padmasini C, Gavoury R, Hari Priya N
23rd International Conference on Intelligent Systems Design and Applications
Quantum Computing
Dec-23
Leveraging Quantum Optimization for Combinatorial Algorithms
Hari Priya N
8th National Conference on Information and Communication Technologies (NCICT’23) - SSN
Quantum Computing
Mar-23
Distributed Deep Learning Systems - A comparative study on different DDL Frameworks
Hari Priya N, Mahek R, Anusha Raman
Internationl journal of Special Education
Quantum Computing
Nov-22
Quantum Advantages for Data Manipulation
Hari Priya N, Mahek R
International Conference on Communication, Computing and Information Technology - M.O.P. Vaishnav College for Women, Chennai
Quantum Computing
Feb-22
E-Commerce Business Platforms Challenges and the Way Ahead
Hari Priya N, Ruksana M, Brinda Ramanujam
Innovative Business Practices of E-Commerce in the Contemporary World 4.0 - Loyola College, Chennai
Quantum Computing
Feb-22
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