Publications

A Learning Approach for Discovering Cost-Efficient Integrated Sourcing and Routing Strategies in E-Commerce

2024 To appear in the Proceedings of the Seventh International CODS-COMAD 2024

Cost-Sensitive Trees for Interpretable Reinforcement Learning

2024 To appear in CODS-COMAD 2024

Guiding Offline Reinforcement Learning Using Safety Expert

2024 To appear in the Proceedings of the Seventh International CODS-COMAD 2024
DOI

HEAL: Unlocking the Potential of Learning on Hypergraphs Enriched with Attributes and Layers

2024 To appear in the Proceedings of LoG 2023

Hybrid self-supervised learning-based architecture for construction progress monitoring

2024 To appear in Automation in Construction 2024
DOI

MABL: Bi-Level Latent-Variable World Model for Sample-Efficient Multi-Agent Reinforcement Learning

2024 To appear in AAMAS 2024

Multi-Agent Learning of Efficient Fulfilment and Routing Strategies in E-Commerce

2024 To appear in NeurIPS 2023 Workshop on Generalization in Planning View Article

PolicyClusterGCN: Identifying Efficient Clusters for Training Graph Convolutional Networks

2023 To be appearing in the proceedings of ASONAM 2023 View Article
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CIAMS: Clustering Indices-based Automatic classification Model Selection

2023 International Journal of Data Science and Analytics (2023) View Article
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A Deep Network-based Model of Hippocampal Memory Functions under Normal and Alzheimer’s Disease Conditions

2023 Frontiers in Neural Circuits · Vol. 17 - 2023 View Article
DOI

Hypergraph partitioning using tensor eigenvalue decomposition

2023 PLoS ONE 18(7): e0288457 View Article
DOI

Systematic literature review – unpacking values. How values change over time and link with personality traits and behaviours

2023 Journal of Beliefs & Values View Article
DOI

Optimizing Traffic Control with Model-Based Learning: A Pessimistic Approach to Data-Efficient Policy Inference

2023 KDD ‘23: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining · Pages 1176–1187
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MultiCens: Multilayer network centrality measures to uncover molecular mediators of tissue-tissue communication

2023 PLOS Computational Biology View Article

A Survey of Adversarial Defences and Robustness in NLP

2023 ACM Computing Surveys

Physics-Informed Model-Based Reinforcement Learning

2023 Proceedings of The 5th Annual Learning for Dynamics and Control Conference · PMLR 211:26-37 · (L4DC) 2023 View Article
DOI

Financial Exclusion of Internal Migrant Workers of India during COVID-19: Can Digital Financial Inclusion be facilitated by AI?

2023 Journal of Information Technology Case and Application Research View Article

Matching Options to Tasks using Option-Indexed Hierarchical Reinforcement Learning

2023 AAMAS ‘23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems · Pages: 2631–2633 View Article
DOI

RePReL: A Unified Framework for Integrating Relational Planning and Reinforcement Learning for Effective Abstraction in Discrete and Continuous Domains

2022 Neural Computing and Applications. Springer View Article

AI and Data Science Centers in Top Indian Academic Institutions

2022 Communications of the ACM, Volume 65, Issue 11 (pp. 94-97) View Article

TOMBoost: A topic modeling based boosting approach for learning with class imbalance

2022 International Journal of Data Science and Analytics, Springer View Article

Revisiting Link Prediction on Heterogeneous Graphs with A Multi-view Perspective

2022 2022 IEEE International Conference on Data Mining (ICDM) · Pages: 358-367
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Detecting Vehicles on the Edge: Knowledge Distillation to Improve Performance in Heterogeneous Road Traffic

2022 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 3191-3197 View Article

Domain-Agnostic Constrastive Representations for Learning from Label Proportions

2022 In Proceedings of the 31st ACM International Conference on Information & Knowledge Management · Pages. 1542-1551. 2022. (CIKM 2022)
DOI

Multi-Variate Time Series Forecasting on Variable Subsets

2022 Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery Data Mining (KDD 2022) View Article

Evolutionary Approach to Security Games with Signaling

2022 Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence (IJCAI-22) View Article

Benchmarking and Analyzing Unsupervised Network Representation Learning and the Illusion of Progress

2022 Transactions on Machine Learning Research View Article

Scaling Graph Propagation Kernels for Predictive Learning

2022 Frontiers in Big Data, section Data Mining and Management 5:616617. View Article

On Combining Bags to Better Learn from Label Proportions

2022 Proceedings of The 25th International Conference on Artificial Intelligence and Statistics, PMLR 151:5913-5927 View Article

Causal Contextual Bandits with Targeted Interventions

2022 Proceedings of the Tenth International Conference on Learning Representations (ICLR 2022).

Single Shot Corrective CNN for Anatomically Correct 3D Hand Pose Estimation

2022 In the Frontiers in Artificial Intelligence - Machine Learning and Artificial Intelligence, 5:759255. doi: 10.3389/frai.2022.759255. View Article

Scalable Multi-Product Inventory Control with Lead Time Constraints using Reinforcement Learning

2022 Neural Comput. Appl. 34, 3, 1735–1757 View Article

An Active Learning Framework for Efficient Robust Policy Search

2022 In 5th Joint International Conference on Data Science & Management of Data (9th ACM IKDD CODS and 27th COMAD) (CODS-COMAD 2022). Association for Computing Machinery, New York, NY, USA, 1–9. View Article

Automated Incident Location Identification for EMS from Ambulance Geospatial Data

2022 In 5th Joint International Conference on Data Science & Management of Data (9th ACM IKDD CODS and 27th COMAD) (CODS-COMAD 2022). Association for Computing Machinery, New York, NY, USA, 162–168. View Article

Smooth Imitation Learning via Smooth Costs and Smooth Policies

2022 In 5th Joint International Conference on Data Science & Management of Data (9th ACM IKDD CODS and 27th COMAD) (CODS-COMAD 2022). Association for Computing Machinery, New York, NY, USA, 63–71. View Article

A Causal Approach for Unfair Edge Prioritization and Discrimination Removal

2021 Proceedings of The 13th Asian Conference on Machine Learning, PMLR 157:518-533 View Article

Metric Learning for comparison of HMMs using Graph Neural Networks

2021 Proceedings of The 13th Asian Conference on Machine Learning, PMLR 157:1365-1380 View Article

NetGenes: A database of essential genes predicted using features from interaction networks

2021 In Frontiers in Genetics, section Statistical Genetics and Methodology, 23;12:722198 View Article

Understanding Convolutions on Graphs

2021 In Distill, Sept 2, 2021. . DOI 10.23915/distill.00032 View Article

Semi-Supervised Deep Learning for Multiplex Networks

2021 In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ‘21). Association for Computing Machinery, New York, NY, USA, 1234–1244 View Article

Hyperedge Prediction using Tensor Eigenvalue Decomposition

2021 Journal of Indian Institute of Science, Special Issue on Emerging Trends in Modeling and Analysis of Complex Systems. Springer. 101, 443–453 View Article

Corrective Filter Based on Kinematics of Human Hand for Pose Estimation

2021 Frontiers in Virtual Reality, Research Topic Everyday Virtual and Augmented Reality: Methods and Applications. 2:663618 View Article

A Joint Training Framework for Open-World Knowledge Graph Embeddings

2021 proceedings of the Third Automated Knowledge Base Construction Conference (AKBC 2021). View Article

An Enhanced Advising Model in Teacher-Student Framework using State Categorization

2021 Proceedings of the AAAI Conference on Artificial Intelligence, 35(8), 6653-6660 View Article

Relational Boosted Bandits

2021 Proceedings of the AAAI Conference on Artificial Intelligence, 35(13), 12123-12130 View Article

RePReL: Integrating Relational Planning and Reinforcement Learning for Effective Abstraction

2021 Proceedings of the International Conference on Automated Planning and Scheduling, 31(1), 533-541 View Article

Sequence Neighborhoods Enable Reliable Prediction of Pathogenic Mutations in Cancer Genomes

2021 In Cancers 2021, 13(10), 2366; Online. Special issue on Genome Informatics and Cancer. MDPI Press. View Article

TAG: Task-based Accumulated Gradients for Lifelong learning

2021 Published at 1st Conference on Lifelong Learning Agents, 2022 View Article

GrabQC: Graph based Query Contextualization for automated ICD coding

2021 In Advances in Knowledge Discovery and Data Mining: 25th Pacific-Asia Conference, PAKDD 2021, Virtual Event, May 11–14, 2021, Proceedings, Part I. Springer-Verlag, Berlin, Heidelberg, 225–237. (Best Application Paper) View Article

Reinforcement Learning for Unified Allocation and Patrolling in Signaling Games with Uncertainty

2021 In Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS ‘21). International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, 1353–1361. View Article

Sample Efficient Ensemble Reinforcement Learning

2021 In Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS ‘21). International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, 1100–1108. View Article

MADRaS : Multi Agent Driving Simulator

2021 Journal of AI Research (JAIR). Res. 70, 1517–1555 View Article

A semi-supervised approach to growing classification trees

2021 In 8th ACM IKDD CODS and 26th COMAD (CODS COMAD 2021), January 2–4, 2021, Bangalore, India. ACM, New York, NY, USA 9 Pages View Article

Inferring customer occupancy status in for-hire vehicles using PU Learning

2021 In 8th ACM IKDD CODS and 26th COMAD (CODS COMAD 2021). Association for Computing Machinery, New York, NY, USA, 290–298. (Runner-up Best Industry Track Paper) View Article

Is it hard to learn a classifier on this dataset?

2021 In 8th ACM IKDD CODS and 26th COMAD (CODS COMAD 2021). Association for Computing Machinery, New York, NY, USA, 299–306. View Article

A Unified Non-Negative Matrix Factorization Framework for Semi-Supervised Learning on Graphs

2020 Proceedings of SIAM International Conference on Data Mining (SDM 2020). pp.487 - 495 View Article

DyVEDeep: Dynamic Variable Effort Deep Neural Networks

2020 DyVEDeep: Dynamic Variable Effort Deep Neural Networks. ACM Trans. Embed. Comput. Syst. 19, 3, Article 16 (May 2020), 24 pages. View Article

EMPIR: Ensembles of Mixed Precision Deep Networks for Increased Robustness Against Adversarial Attacks

2020 Proceedings of the Eighth International Conference on Learning Representations (ICLR 2020).

ExTra: Transfer-guided Exploration

2020 In Proceedings of the 19th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2020), Auckland, New Zealand, May 9–13, 2020, IFAAMAS, 3 pages View Article

HPRA: Hyperedge Prediction using Resource Allocation

2020 In 12th ACM Conference on Web Science (WebSci ‘20). Association for Computing Machinery, New York, NY, USA, 135–143. View Article

Hypergraph Clustering by Iteratively Reweighted Modularity Maximization.

2020 Applied Network Science. Springer 5, 52 (2020) View Article

Influence maximization in unknown social networks: Learning Policies for Effective Graph Sampling

2020 In Proceedings of the 19th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS ‘20). International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, 575–583. View Article

Interpretability with Accurate Small Models

2020 Frontiers in Artificial Intelligence, section Machine Learning and Artificial Intelligence. 25;3:3 View Article

On Incorporating Structural Information to improve Dialogue Response Generation

2020 Proceedings of the 2nd Workshop on Natural Language Processing for Conversational AI, pages 11–24 View Article

Option Encoder: A Framework for Discovering a Policy Basis in Reinforcement Learning

2020 Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2020. Lecture Notes in Computer Science(), vol 12458. Springer, Cham. View Article

Reinforcement Learning for Improving Object Detection.

2020 Computer Vision – ECCV 2020 Workshops. ECCV 2020. Lecture Notes in Computer Science(), vol 12539. Springer, Cham. View Article

Towards Accurate Vehicle Behaviour Classification With Multi-Relational Graph Convolutional Networks.

2020 Proceedings of the 31st IEEE Intelligent Vehicles Symposium (IV 2020), pp. 321-327. View Article

Towards Transparent and Explainable Attention Models

2020 Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, pages 4206–4216 View Article

Understanding Dynamic Scenes using Graph Convolution Networks.

2020 Proceedings of the 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems. IEEE Press. View Article

A New Measure of Modularity in Hypergraphs: Theoretical Insights and Implications for Effective Clustering

2019 Proceedings of The 8th International Conference on Complex Networks and their Applications (Complex Networks 2019). Springer-Verlag. Studies in Computational Intelligence, vol 881 View Article

Adapting Community Detection Algorithms for Disease Module Identification in Heterogeneous Biological Networks

2019 Frontiers Genetics, section Bioinformatics and Computational Biology, 10:164 View Article

Advice Replay Approach for Richer Knowledge Transfer in Teacher Student Framework

2019 Proceedings of the 18th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2019). (Extended Abstract). View Article

Assessment of Network Module Identification across Complex Diseases

2019 In Nature Methods, Volume 16, No. 9, pp. 843-852. Nature. (100+ authors. Only lead author and IITM authors highlighted.)

Edge Replacement Grammars : A Formal Language Approach for Generating Graphs

2019 Proceedings of the SIAM International Conference on Data Mining (SDM19). View Article

Effect of Interlayer Coupling on Multilayer Network Centrality Measures

2019 Journal of the Indian Institute of Science, Vol 99, No. 2. Springer.

Generalized Random Surfer-Pair Models

2019 In Proceedings of the 2019 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM ‘19). Association for Computing Machinery, New York, NY, USA, 452–455. View Article

Let's Ask Again: Refine Network for Automatic Question Generation

2019 Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP) and 9th International Joint Conference on Natural Language Processing (IJCNLP), pages 3314–3323, Hong Kong, China. ACL Press. View Article

MaMiC : Macro and Micro Curriculum for Robotic Reinforcement Learning

2019 Proceedings of the 18th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2019), 33(01), 10053-10054. View Article

Pack and Detect: Fast Object Detection in Videos Using Region-of-Interest Packing

2019 In Proceedings of the ACM India Joint International Conference on Data Science and Management of Data (CoDS-COMAD ‘19). Association for Computing Machinery, New York, NY, USA, 150–156.. View Article

Predicting Software Defect Type using Concept-based Classification

2019 Empirical Software Engineering, 25, 1341–1378, Springer. View Article

Rate of Change Analysis for Interestingness Measures

2019 Knowledge and Information Systems (KAIS) Journal, 62, 239–258 Springer. View Article

Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning

2019 Journal of Machine Vision and Applications. 30, 203–216, Springer. View Article

Successor Options: An Option Discovery Framework for Reinforcement Learning

2019 Proceedings of the Twenty Eighth International Joint Conference on Artificial Intelligence (IJCAI 2019), Pages 3304-3310, Macao, China. AAAI Press. View Article

Temporal Analysis of a Bus Transit Network

2019 Proceedings of The 8th International Conference on Complex Networks and their Applications (Complex Networks 2019). Springer-Verlag. Studies in Computational Intelligence, vol 882. (Short Paper) View Article

A Neural Attention Based Approach for Clickstream Mining

2018 Proceedings of the ACM IKDD Joint International Conference on Data Science & Management of Data (CoDS-COMAD 2018). ACM DL. (Expanded version of the ICANN 2017 paper) View Article

A Novel Topic Modelling Based Weighting Framework for Class Imbalance Learning

2018 Proceedings of the ACM IKDD Joint International Conference on Data Science & Management of Data (CoDS-COMAD 2018). ACM DL. Best Paper View Article

A Partial Parameter HMM Based Clustering on Loan Repayment Data: Insights into Financial Behavior and Intent to Repay

2018 Proceedings of the Fifty First Hawaii International Conference on System Sciences (HICSS-51). View Article

Efficient-UCBV: An Almost Optimal Algorithm using Variance Estimates

2018 Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence 32(1) (AAAI-18).

Improved Insights on Financial Health through Partially Constrained Hidden Markov Model Clustering on Loan Repayment Data

2018 ACM SIGMIS Database: the DATABASE for Advances in Information Systems View Article

Learning to Multi-Task by Active Sampling

2018 Proceedings of the Sixth International Conference on Learning Representations (ICLR 2018). View Article

Learning to prevent Monocular SLAM failure using Reinforcement Learning

2018 Proceedings of the Eleventh Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP 2018). ACM ICPS. View Article

Network-based features enable prediction of essential genes across diverse organisms

2018 PLoS ONE 13(12): e0208722. https://doi.org/10.1371/journal.pone.0208722 View Article

Overtaking Maneuvers in Simulated Highway Driving using Deep Reinforcement Learning

2018 Proceedings of the IEEE Intelligent Vehicles Symposium (IV 2018). View Article

RAIL: Risk-averse Imitation Learning

2018 Proceedings of the Seventeenth International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2018). ACM DL. (Extended ) View Article

Recovering from Random Pruning: On the Plasticity of Deep Convolutional Neural Networks

2018 Proceedings of the Eighteenth IEEE Winter Conference on Applications of Computer Vision (WACV 2018). IEEE Press. View Article

Tracking and Stabilization of Mechanical Systems using Reinforcement Learning

2018 Proceedings of the Fourth Indian Control Conference (ICC 2018). View Article

Training a Deep Learning Architecture for Vehicle Detection Using Limited Heterogeneous Traffic Data

2018 10th International Conference on Communication Systems & Networks (COMSNETS) 2018 View Article

Using Linear Stochastic Bandits to Extend Traditional Offline Designed Experiments to Online Settings

2018 Computers & Industrial Engineering · Vol. 115 · Pages 471-485 · Elsevier ISSN: 0360-8352 View Article
DOI

A Neural Attention Based Approach for Clickstream Mining

2017 proceedings of the 26th International Conference on Artificial Neural Networks (ICANN 2017), Alghero, Italy. (Short Paper)

Attend, Adapt, and Transfer: Attentive Deep Architecture for Adaptive Transfer from Multiple Sources in the Same Domain

2017 Proceedings of the Fifth International Conference on Learning Representations (ICLR 2017). View Article

Class Imbalance Learning

2017 In Advanced Computing and Communications, Vol 1, No. 1, June 2017. ACCS. Web Link View Article

Data driven strategies for Active Monocular SLAM using Inverse Reinforcement Learning

2017 proceedings of the Sixteenth International Conference on Autonomous Agents and Multi Agent Systems (AAMAS 2017). ACM Press. (Extended )

DCEIL: Distributed Community Detection with the CEIL Score

2017 High Performance Computing and Communications; IEEE 15th International Conference on Smart City; IEEE 3rd International Conference on Data Science and Systems (HPCC/SmartCity/DSS), 2017 IEEE 19th Inte. View Article

Diversity driven attention model for query-based abstractive summarization

2017 Proceedings of the Fifty-Fifth Annual Meeting of the Association of Computational Linguistics (ACL 2017). View Article

Dynamic Action Repetition For Deep Reinforcement Learning

2017 proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 31(1) (AAAI-17). View Article

EPOpt: Learning Robust Neural Network Policies using Model Ensembles

2017 Proceedings of the Fifth International Conference on Learning Representations (ICLR 2017). View Article

Learning to Repeat: Fine Grained Action Repetition for Deep Reinforcement Learning

2017 Proceedings of the Fifth International Conference on Learning Representations (ICLR 2017). View Article

Recovering Free Space from a Single Two-Point Perspective Image for Mobile Robot Navigation for Indoor Applications

2017 In the Proceedings of the Third International and Eighteenth National Conference on Machines and Mechanisms (INaCoMM 2017). Springer LNME.

Role Discovery in Graphs using Global Features: Algorithms, Applications and a Novel Evaluation Strategy

2017 In the proceedings of the Thirty-Third IEEE International Conference on Data Engineering (ICDE 2017), pp. 771-782. IEEE Press. View Article

Special Issue on Data Science

2017 In International Journal of Advances in Engineering Sciences and Applied Mathematics, Vol 9, No. 4, December 2017. Springer. [Edited collections, Magazine Articles, Book chapters]

Thresholding Bandits with Augmented UCB

2017 Proceedings of the Twenty Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017). View Article

A New Multi-Bug Path Planning Algorithm for Robot Navigation in Known Environments

2016 In the proceedings of the IEEE Region 10 Conference (Tencon 2016), pp. 3363-3367. IEEE Press. [Rigorously reviewed conference]

Bridge Correlational Neural Networks for Multilingual Multimodal Representation Learning

2016 In the Proceedings of the Fifteenth Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL:HLT 2016), pp. 171-181. ACL. arXiv version.

Correlational Neural Networks

2016 In Neural Computation, Vol 28, No. 2, pp. 257-285. MIT Press. View Article

Proceedings of the Twenty First International Conference on Management of Data

2016 COMAD 2016, Pune, India, March 11-13, 2016. [Edited collections, Magazine Articles, Book chapters]

RRT-HX: RRT with Heuristic Extend Operations for Motion Planning in Non-Holonomic Systems

2016 proceedings of the 2016 ASME IDETC/CIE Mechanisms and Robotics Conference. ASME.

Trust and distrust across coalitions: shapley value based centrality measures for signed networks

2016 In the Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI'16), pp. 4210-4211. AAAI Press.

A Network Model of Basal Ganglia for Understanding the Roles of Dopamine and Serotonin in Reward-Punishment-Risk based Decision Making

2015 Frontiers in Computational Neuroscience 9:76. June 17, 2015.

A Reinforcement Learning Approach to Online Learning of Decision Trees

2015 Accepted at the European Workshop on Reinforcement Learning (EWRL 2015). arXiv +

Active Learning based Weak Supervision for Textual Survey Response Classification

2015 Proceedings of the Sixteenth International Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2015). Springer. View Article

CEIL: A Scalable, Resolution Limit Free Approach for Detecting Communities in Large Networks

2015 In the Proceedings of the Twenty Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015). View Article

COMMIT : A Scalable Approach to Mining Communication Motifs from Dynamic Networks

2015 Proceedings of ACM SIGMOD Conference on Management of Data. ACM Press. View Article

Extended Discriminative Random Walk: A Hypergraph Approach to Multi-View Multi-Relational Transductive Learning

2015 Proceedings of the Twenty Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015). View Article

From Multiple Views to Single View : A Neural Network Approach

2015 Proceedings of the Second ACM-IKDD Conference on Data Sciences (IKDD CoDS). ACM Digital Library. View Article

Hierarchical activity recognition for dementia care using Markov Logic Network

2015 In Personal and Ubiquitous Computing 19(2), pp. 271-285. Feb 2015. Springer.

Identifying the Basal Ganglia Network Model Markers for Medication-induced Impulsivity in Parkinson's Disease patients

2015 PLoS ONE 10(6): e0127542. June 4, 2015.

Measuring Network Centrality Using Hypergraphs

2015 Proceedings of the Second ACM-IKDD Conference on Data Sciences (IKDD CoDS). ACM Digital Library. [Best Student Paper]

Near Optimal Strategies for Targeted Marketing on Social Networks

2015 Proceedings of the Fourteenth International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2015). ACM Press. (Extended ) View Article

Nonparametric Poisson Factorization Machine

2015 In the Proceedings of the Fifteenth IEEE International Conference on Data Mining (ICDM 2015), pp. 967-972. IEEE Press.

Parallelization of Game Theoretic Centrality Algorithms

2015 In the Special Issue on Applications of Data Sciences of Sadhana, The Engineering Proceedings of the Indian Academy of Sciences, September 2015, Volume 40, Issue 6, pp. 1821-1843. Springer.

Scalable Bayesian Matrix Factorization

2015 Accepted at the Sixth International Workshop on Mining Ubiquitous and Social Environments (MUSE), co-located with ECML/PKDD 2015, Porto, Portugal. +

Activity Recognition for Natural Human Robot Interaction

2014 In the Proceedings of the Fifth International Conference on Social Robotics (ICSR 2014), pp. 84-94. AAAI Press. View Article

An Autoencoder Approach to Learning Bilingual Word Representations

2014 In the Proceedings of the Neural Information Processing Systems conference (NIPS 2014), pp. 1853-1861. View Article

An Extended Reinforcement Learning Model of Basal Ganglia to Understand the Contributions of Serotonin and Dopamine in Risk-based Decision Making, Reward Prediction, and Punishment Learning

2014 In the Frontiers of Computational Neuroscience, 8(47), April 16, 2014. View Article

How popular are your tweets?

2014 In Proceedings of the 2014 Recommender Systems Challenge (RecSysChallenge ‘14). ACM, New York, NY, USA, Pages 66-69.

iBayes: A Thompson Sampling Approach to Reinforcement Learning with Instructions

2014 Presented at the NIPS workshop on Novel Trends and Applications in Reinforcement Learning. +

Multi-label Collective Classification in Multi-attribute Multi-relational Network Data

2014 In the Proceedings of the IEEE/ACM International Conference on Social Networks Analysis and Mining (ASONAM 2014), pp. 509-514. View Article

Proceedings of the 1st IKDD Conference on Data Sciences

2014 CoDS 2014, New Delhi, India, March 21-23, 2014. ACM DL. [Edited collections, Magazine Articles, Book chapters]

RRTPI: Policy Iteration on Continuous Domains using Rapidly-exploring Random Trees

2014 In the Proceedings of the IEEE International Conference on Robotics and Automation (ICRA 2014), pp. 4362-4367. Hong Kong, China. IEEE Press. View Article

Scalable Positional Analysis for Studying Evolution of Nodes in Networks

2014 Accepted for presentation in the Workshop on Mining Networks and Graphs, at the Siam Conference on Data Mining (SDM 14). arXiv +

Targeted Influence Maximization through a Social Network

2014 Presented at the NIPS workshop on Networks: From Graphs to Rich Data. +

Temporal Analysis of Telecom Graphs

2014 In the Proceedings of the Social Networking Workshop at COMSNETS 2014. Springer.

Automated Faceted Reporting for Web Analytics

2013 In the Fourth International Workshop on Knowledge Representation, Retrieval and Reasoning (Web-KR) at CIKM 2013, pp. 9-16. ACM Digital Library.

Detection of Real-Time Intentions from Micro-blogs

2013 In the Proceedings of MobiQuitous 2013, pp. 116-128. (Extended version of the short paper from ICWSM 2012.)

Determining Review Coverage by Extracting Topic Sentences Using a Graph-based Clustering Approach

2013 In the Proceedings of the sixth International Conference on Educational Data Mining (EDM 2013).

Efficient Computation of the Shapley Value for Game-Theoretic Network Centrality

2013 In the Journal of Artificial Intelligence Research (JAIR), Vol 46, pp. 607-650. March 2013. AAAI Press. View Article

iCaseViz : Learning Case Similarities through Interaction with a Case Base Visualizer

2013 Proceedings of the Twenty First International Conference on Case Based Reasoning (ICCBR 2013). Springer.

Incremental Constrained Clustering : A Decision Theoretic Approach

2013 Proceedings of the PAKDD workshop on Constraint Discovery and Applications (CDA 2013). Springer.

Multilingual Deep Learning

2013 In the Deep Learning Workshop at NIPS 2013. +

Relativized hierarchical decomposition of Markov decision processes

2013 In Decision making: neural and behavioural approaches, Pammi, V. S. C. and Srinivasan, N. (eds), pp. 465-488, Vol 202, Progress in Brain Research, Elsevier. (Book Chapter)

Spectral Clustering as Mapping to a Simplex

2013 Accepted at the 2013 ICML workshop on Spectral Learning. Atlanta, GA, USA. +

Studying Indian Railways Network using Hypergraphs

2013 Accepted as a poster presentation at the International School and Conference on Network Science (NetSci 2013). Copenhagen, Denmark. +

Will your Facebook Post be Engaging?

2013 In the First Workshop on User Engagement Optimization (UEO) at CIKM 2013, pp.25-28. ACM Digital Library.

Abstraction in Reinforcement Learning in Terms of Metastability

2012 Proceedings of the European Workshop on Reinforcement Learning (EWRL 2012). +

Adaptive Network Intrusion Detection System using a Hybrid Approach

2012 Proceedings of the Fourth International Conference on COMmunications Systems and NETworkS (COMSNETS 2012). IEEE Press.

An Oscillatory neural network model for birdsong learning and generation: Implications for the role of Dopamine in Song Learning

2012 In the International Journal of Mind, Brain and Cognition, Vol. 3, No. 1., Jan-Jun 2012. Bahri Publications.

Discovering Continuous Homomorphisms for Transfer

2012 Proceedings of the European Workshop on Reinforcement Learning (EWRL 2012). +

Feature Weighting and Confidence based Prediction for Case Based Reasoning Systems

2012 In the Proceedings of the Twentieth International Conference on Case Based Reasoning (ICCBR 2012), pp. 211-225. Springer.

Functional Site Prediction by Exploiting Correlations between Labels of Interacting Residues

2012 In the Proceedings of the Third ACM Conference on Bioinformatics, Computational Biology and Biomedicine (ACM BCB 2012), pp. 76-83. ACM Press. View Article

Gaze Allocation Analysis for a Visually Guided Manipulation Task

2012 In the Proceedings of the Twelfth International Conference on the Simulation of Adaptive Behavior (SAB 2012), pp. 44-53. Springer.

Instructing a Reinforcement Learner

2012 Proceedings of the Twenty Fifth Florida AI Research Society Conference (FLAIRS 2012). AAAI Press. View Article

Integrating Human Instructions and Reinforcement Learners : An SRL Approach

2012 Proceedings of the UAI workshop on Statistical Relational AI (StarAI 2012). +

Learning in a Small World

2012 In the Proceedings of the Eleventh International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012), pp. 391-397. ACM Press. View Article

Multiple Epsilon Equitable Partitions - Roles and Positional Analysis for Real World Networks

2012 Accepted for presentation at the Thirty Second Sunbelt Social Networks Conference (Sunbelt XXXII).+

Towards Analyzing Micro-blogs for Detection and Classification of Real-Time Intentions

2012 Proceedings of the Sixth International AAAI Conference on Weblogs and Social Media (ICWSM 2012). AAAI Press. View Article

Understanding the role of Serotonin in Basal Ganglia through a unified model

2012 In the Proceedings of the Twenty Second International Conference on Artificial Neural Networks (ICANN 2012), pp. 467-473. Springer.

Where Do I Look Now? Gaze Allocation During Visually Guided Manipulation

2012 In the Proceedings of the 2012 IEEE International Conference on Robotics and Automation (ICRA 2012), pp. 4444-4449. IEEE Press. View Article

Why Collective Classification is Successful? : A Homophily based Analysis on Network Data

2012 Accepted for presentation at the Thirty Second Sunbelt Social Networks Confernce (Sunbelt XXXII).+

A System Approach to Network Modeling for DDoS Detection using Naive Bayesian Classifiers

2011 In the Proceedings of the Third International Conference on COMmunications Systems and NETworkS (COMSNETS 2011). IEEE Press. View Article

Beyond Rewards: Learning with Richer Supervision

2011 In the Proceedings of the Ninth European Workshop on Reinforcement Learning (EWRL 2011).+

Collective Learning of the Community Effect on Chrun

2011 Accepted at the Workshop on Collective Learning and Inference on Structured Data, held in conjunction with the Twenty Second European Conference on Machine Learning (ECML PKDD 2011).+

Detection and Mitigation of High-Rate Flooding Attacks

2011 In An Investigation into the Detection and Mitigation of Denial of Service (DoS) Attacks: Critical Information Infrastructure Protection , Raghavan, S. V., and Dawson, E. (Eds.), pp. 131-181, Sept. 2011. Springer. (Book Chapter) View Article

Fractional Moments on Bandit Problems

2011 In the Proceedings of the Twenty Seventh Conference on Uncertainty in Artificial Intelligence (UAI 2011), pp. 531-538. AUAI Press. View Article

Modelling Basal Ganglia for Understanding Parkinsonian Reaching Movements

2011 Neural Computation, February 2011, Vol. 23, No. 2, Pages 477-516.

Multi-view Methods for Protein Structure Comparison using Latent Dirichlet Allocation

2011 In Bioinformatics 2011 27(13): pp.i61-i68. OUP. (Special issue with the proceedings of the 19th Annual International Conference on Intelligent Systems for Molecular Biology (ISMB/ECCB 2011).) View Article

Options with Exceptions

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