Mohit Kumar

Orcid: 0000-0002-7368-5157

Affiliations:
  • University of Rostock, Center for Life Science Automation, Germany
  • Zhejiang University, Binhai Industrial Technology Research Institute, China (former)


According to our database1, Mohit Kumar authored at least 67 papers between 2003 and 2024.

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Bibliography

2024
On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach.
J. Artif. Intell. Res., 2024

Variational Bayesian deep fuzzy models for interpretable classification.
Eng. Appl. Artif. Intell., 2024

Geometrically Inspired Kernel Machines for Collaborative Learning Beyond Gradient Descent.
CoRR, 2024

On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach (Abstract Reprint).
Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

2023
Membership Mappings for Practical Secure Distributed Deep Learning.
IEEE Trans. Fuzzy Syst., 2023

Kernel Affine Hull Machines for Differentially Private Learning.
CoRR, 2023

An Information Theoretic Approach to Privacy-Preserving Interpretable and Transferable Learning.
Algorithms, 2023

Secure Federated Learning with Kernel Affine Hull Machines.
Proceedings of the 31st European Symposium on Artificial Neural Networks, 2023

2022
Variational learning of deep fuzzy theoretic nonparametric model.
Neurocomputing, 2022

Towards Practical Secure Privacy-Preserving Machine (Deep) Learning with Distributed Data.
Proceedings of the Database and Expert Systems Applications - DEXA 2022 Workshops, 2022

2021
An Explainable Fuzzy Theoretic Nonparametric Deep Model for Stress Assessment Using Heartbeat Intervals Analysis.
IEEE Trans. Fuzzy Syst., 2021

AI System Engineering - Key Challenges and Lessons Learned.
Mach. Learn. Knowl. Extr., 2021

An optimal (∊, δ)-differentially private learning of distributed deep fuzzy models.
Inf. Sci., 2021

Gaussian fuzzy theoretic analysis for variational learning of nested compositions.
Int. J. Approx. Reason., 2021

Information Theoretic Evaluation of Privacy-Leakage, Interpretability, and Transferability for a Novel Trustworthy AI Framework.
CoRR, 2021

Membership-Mappings for Data Representation Learning.
CoRR, 2021

Membership-Mappings for Data Representation Learning: A Bregman Divergence Based Conditionally Deep Autoencoder.
Proceedings of the Database and Expert Systems Applications - DEXA 2021 Workshops, 2021

Membership-Mappings for Data Representation Learning: Measure Theoretic Conceptualization.
Proceedings of the Database and Expert Systems Applications - DEXA 2021 Workshops, 2021

2020
Fuzzy Membership Functional Analysis for Nonparametric Deep Models of Image Features.
IEEE Trans. Fuzzy Syst., 2020

Differentially Private Learning of Distributed Deep Models.
Proceedings of the Adjunct Publication of the 28th ACM Conference on User Modeling, 2020

Beyond federated learning: On confidentiality-critical machine learning applications in industry.
Proceedings of the 2nd International Conference on Industry 4.0 and Smart Manufacturing (ISM 2020), 2020

Variational Optimization of Informational Privacy.
Proceedings of the Database and Expert Systems Applications, 2020

2019
Multi-parameter online measurement IoT system based on BP neural network algorithm.
Neural Comput. Appl., 2019

Special Issue on Human-autonomous Devices for Rehabilitation and Assistance.
J. Ambient Intell. Smart Environ., 2019

Fuzzy theoretic model based analysis of image features.
Inf. Sci., 2019

Analytically derived fuzzy membership functions.
Clust. Comput., 2019

An adaptive fuzzy filter for image denoising.
Clust. Comput., 2019

Artificial Intelligence in China.
Big Data, 2019

Deriving an Optimal Noise Adding Mechanism for Privacy-Preserving Machine Learning.
Proceedings of the Database and Expert Systems Applications, 2019

2018
Application of Improved Least Squares Support Vector Machine in the Forecast of Daily Water Consumption.
Wirel. Pers. Commun., 2018

Medical data fusion algorithm based on Internet of things.
Pers. Ubiquitous Comput., 2018

Medical long-distance monitoring system based on internet of things.
EURASIP J. Wirel. Commun. Netw., 2018

Research on the energy balance algorithm of WSN based on topology control.
EURASIP J. Wirel. Commun. Netw., 2018

Remote sensing image mosaic technology based on SURF algorithm in agriculture.
EURASIP J. Image Video Process., 2018

Integrated development environment model for visual image processing based on Moore nearest neighbor model.
EURASIP J. Image Video Process., 2018

Combining off-the-shelf Image Classifiers with Transfer Learning for Activity Recognition.
Proceedings of the 5th international Workshop on Sensor-based Activity Recognition and Interaction, 2018

2017
Fuzzy theoretic approach to signals and systems: Static systems.
Inf. Sci., 2017

2016
Stochastic Fuzzy Modeling for Ear Imaging Based Child Identification.
IEEE Trans. Syst. Man Cybern. Syst., 2016

Fuzzy Membership Descriptors for Images.
IEEE Trans. Fuzzy Syst., 2016

A Stochastic Framework for Robust Fuzzy Filtering and Analysis of Signals - Part I.
IEEE Trans. Cybern., 2016

2015
A Stochastic Framework for Robust Fuzzy Filtering and Analysis of Signals - Part II.
IEEE Trans. Cybern., 2015

2013
Stationary Fuzzy Fokker-Planck Learning for Derivative-Free Optimization.
IEEE Trans. Fuzzy Syst., 2013

2012
Stress Monitoring Based on Stochastic Fuzzy Analysis of Heartbeat Intervals.
IEEE Trans. Fuzzy Syst., 2012

Physiological signals to individual assessment for application in wireless health systems.
Proceedings of the International Multi-Conference on Systems, Signals & Devices, 2012

2011
Stationary Fuzzy Fokker-Planck Learning and Stochastic Fuzzy Filtering.
IEEE Trans. Fuzzy Syst., 2011

On the combination of fuzzy models.
Proceedings of the IEEE Conference on Automation Science and Engineering, 2011

2010
Fuzzy Filtering for Physiological Signal Analysis.
IEEE Trans. Fuzzy Syst., 2010

Variational Bayes for a Mixed Stochastic/Deterministic Fuzzy Filter.
IEEE Trans. Fuzzy Syst., 2010

A mixture of fuzzy filters applied to the analysis of heartbeat intervals.
Fuzzy Optim. Decis. Mak., 2010

A mathematical programming for predicting molecular formulas in accurate mass spectrometry.
Proceedings of the IEEE Conference on Automation Science and Engineering, 2010

2009
Adaptive Fuzzy Filtering in a Deterministic Setting.
IEEE Trans. Fuzzy Syst., 2009

On the Estimation of Parameters of Takagi-Sugeno Fuzzy Filters.
IEEE Trans. Fuzzy Syst., 2009

Fuzzy filtering for robust bioconcentration factor modelling.
Environ. Model. Softw., 2009

A fuzzy filtering based system for maximal oxygen uptake prediction using heart rate variability analysis.
Proceedings of the IEEE Conference on Automation Science and Engineering, 2009

2008
Fuzzy Techniques for Subjective Workload-Score Modeling Under Uncertainties.
IEEE Trans. Syst. Man Cybern. Part B, 2008

A fuzzy system for modeling the structure-activity relationships in presence of uncertainties.
Proceedings of the 2008 IEEE International Conference on Automation Science and Engineering, 2008

2007
Fuzzy Evaluation of Heart Rate Signals for Mental Stress Assessment.
IEEE Trans. Fuzzy Syst., 2007

Fuzzy Handling of Uncertainties in Modeling the Inhibition of Glycogen Synthase Kinase-3 by Paullones.
Proceedings of the IEEE Conference on Automation Science and Engineering, 2007

Fuzzy Filtering for an Intelligent Interpretation of Medical Data.
Proceedings of the IEEE Conference on Automation Science and Engineering, 2007

2006
Deterministic approach to robust adaptive learning of fuzzy models.
IEEE Trans. Syst. Man Cybern. Part B, 2006

A Robust Design Criterion for Interpretable Fuzzy Models With Uncertain Data.
IEEE Trans. Fuzzy Syst., 2006

A Min-Max Approach to Fuzzy Clustering, Estimation, and Identification.
IEEE Trans. Fuzzy Syst., 2006

An energy-gain bounding approach to robust fuzzy identification.
Autom., 2006

2004
Robust Adaptive Identification of Fuzzy Systems with Uncertain Data.
Fuzzy Optim. Decis. Mak., 2004

Robust Solution to Fuzzy Identification Problem with Uncertain Data by Regularization.
Fuzzy Optim. Decis. Mak., 2004

2003
Regularized Adaptation of Fuzzy Inference Systems. Modelling the Opinion of a Medical Expert about Physical Fitness: An Application.
Fuzzy Optim. Decis. Mak., 2003

Robust Adaptive Fuzzy Identification of Time-Varying Processes with Uncertain Data. Handling Uncertainties in the Physical Fitness Fuzzy Approximation with Real World Medical Data: An Application.
Fuzzy Optim. Decis. Mak., 2003


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