Mohit Kumar

72 papers A* 2B 1C 1Journal 53Unranked 15
YearRankTypeTitle / Venue / Authors
2026 A* conf
Geometrically Inspired Kernel Machines for Collaborative Learning Beyond Gradient Descent (Abstract Reprint).
AAAI
Mohit Kumar, Alexander Valentinitsch, Magdalena Fuchs, Mathias Brucker, Juliana Bowles, Adnan Husakovic, Ali Abbas, Bernhard Alois Moser
2025 J jnl
Geometrically Inspired Kernel Machines for Collaborative Learning Beyond Gradient Descent.
J. Artif. Intell. Res.
Mohit Kumar, Alexander Valentinitsch, Magdalena Fuchs, Mathias Brucker, Juliana Bowles, Adnan Husakovic, Ali Abbas, Bernhard Moser
2025 J jnl
Operator-Theoretic Framework for Gradient-Free Federated Learning.
CoRR
Mohit Kumar, Mathias Brucker, Alexander Valentinitsch, Adnan Husakovic, Ali Abbas, Manuela Geiß, Bernhard Moser
2024 J jnl
Geometrically Inspired Kernel Machines for Collaborative Learning Beyond Gradient Descent.
CoRR
Mohit Kumar, Alexander Valentinitsch, Magdalena Fuchs, Mathias Brucker, Juliana Bowles, Adnan Husakovic, Ali Abbas, Bernhard Alois Moser
2024 A* conf
On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach (Abstract Reprint).
IJCAI
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer
2024 J jnl
On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach.
J. Artif. Intell. Res.
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer
2024 — conf
Risk Assessment in AI System Engineering: Experiences and Lessons Learned from a Practitioner's Perspective.
DEXA Workshops
Magdalena Fuchs, Lukas Fischer, Alessio Montuoro, Mohit Kumar, Bernhard Alois Moser
2024 J jnl
Variational Bayesian deep fuzzy models for interpretable classification.
Eng. Appl. Artif. Intell.
Mohit Kumar, Sukhvir Singh, Juliana Bowles
2023 J jnl
An Information Theoretic Approach to Privacy-Preserving Interpretable and Transferable Learning.
Algorithms
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer, Bernhard Freudenthaler
2023 J jnl
Kernel Affine Hull Machines for Differentially Private Learning.
CoRR
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer
2023 J jnl
Membership Mappings for Practical Secure Distributed Deep Learning.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Weiping Zhang, Lukas Fischer, Bernhard Freudenthaler
2023 B conf
Secure Federated Learning with Kernel Affine Hull Machines.
ESANN
Mohit Kumar, Bernhard Moser, Lukas Fischer
2022 J jnl
Membership-Mappings for Practical Secure Distributed Deep Learning.
CoRR
Mohit Kumar, Weiping Zhang, Lukas Fischer, Bernhard Freudenthaler
2022 — conf
Towards Practical Secure Privacy-Preserving Machine (Deep) Learning with Distributed Data.
DEXA Workshops
Mohit Kumar, Bernhard Moser, Lukas Fischer, Bernhard Freudenthaler
2022 J jnl
Variational learning of deep fuzzy theoretic nonparametric model.
Neurocomputing
Weiping Zhang, Mohit Kumar, Weiping Ding, Xiujuan Li, Junfeng Yu
2021 J jnl
AI System Engineering - Key Challenges and Lessons Learned.
Mach. Learn. Knowl. Extr.
Lukas Fischer, Lisa Ehrlinger, Verena Geist, Rudolf Ramler, Florian Sobieczky, Werner Zellinger, David Brunner, Mohit Kumar, Bernhard Moser
2021 J jnl
An Explainable Fuzzy Theoretic Nonparametric Deep Model for Stress Assessment Using Heartbeat Intervals Analysis.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Weiping Zhang, Matthias Weippert, Bernhard Freudenthaler
2021 J jnl
An optimal (∊, δ)-differentially private learning of distributed deep fuzzy models.
Inf. Sci.
Mohit Kumar, Michael Rossbory, Bernhard Alois Moser, Bernhard Freudenthaler
2021 J jnl
Gaussian fuzzy theoretic analysis for variational learning of nested compositions.
Int. J. Approx. Reason.
Mohit Kumar, Sukhvir Singh, Bernhard Freudenthaler
2021 J jnl
Information Theoretic Evaluation of Privacy-Leakage, Interpretability, and Transferability for a Novel Trustworthy AI Framework.
CoRR
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer, Bernhard Freudenthaler
2021 J jnl
Membership-Mappings for Data Representation Learning.
CoRR
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer, Bernhard Freudenthaler
2021 — conf
Membership-Mappings for Data Representation Learning: A Bregman Divergence Based Conditionally Deep Autoencoder.
DEXA Workshops
Mohit Kumar, Bernhard Moser, Lukas Fischer, Bernhard Freudenthaler
2021 — conf
Membership-Mappings for Data Representation Learning: Measure Theoretic Conceptualization.
DEXA Workshops
Mohit Kumar, Bernhard Moser, Lukas Fischer, Bernhard Freudenthaler
2020 C conf
Beyond federated learning: On confidentiality-critical machine learning applications in industry.
ISM
Werner Zellinger, Volkmar Wieser, Mohit Kumar, David Brunner, Natalia Shepeleva, Rafa Gálvez, Josef Langer, Lukas Fischer, Bernhard Moser
2020 — conf
Differentially Private Learning of Distributed Deep Models.
UMAP (Adjunct Publication)
Mohit Kumar, Michael Rossbory, Bernhard Alois Moser, Bernhard Freudenthaler
2020 J jnl
Fuzzy Membership Functional Analysis for Nonparametric Deep Models of Image Features.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Bernhard Freudenthaler
2020 — conf
Variational Optimization of Informational Privacy.
DEXA Workshops
Mohit Kumar, David Brunner, Bernhard Alois Moser, Bernhard Freudenthaler
2019 J jnl
An adaptive fuzzy filter for image denoising.
Clust. Comput.
Weiping Zhang, Mohit Kumar, Jingzhi Yang, Yunfeng Zhou, Yihua Mao
2019 J jnl
Analytically derived fuzzy membership functions.
Clust. Comput.
Weiping Zhang, Mohit Kumar, Yunfeng Zhou, Jingzhi Yang, Yihua Mao
2019 J jnl
Artificial Intelligence in China.
Big Data
Weiping Zhang, Mohit Kumar
2019 — conf
Deriving an Optimal Noise Adding Mechanism for Privacy-Preserving Machine Learning.
DEXA Workshops
Mohit Kumar, Michael Rossbory, Bernhard Alois Moser, Bernhard Freudenthaler
2019 J jnl
Fuzzy theoretic model based analysis of image features.
Inf. Sci.
Mohit Kumar, Sromona Chatterjee, Weiping Zhang, Jingzhi Yang, Lutz M. Kolbe
2019 J jnl
Multi-parameter online measurement IoT system based on BP neural network algorithm.
Neural Comput. Appl.
Weiping Zhang, Mohit Kumar, Jingqing Liu
2019 J jnl
Special Issue on Human-autonomous Devices for Rehabilitation and Assistance.
J. Ambient Intell. Smart Environ.
Norbert Stoll, Matthias Weippert, Chao-Hsien Chu, Mohit Kumar, Hamid Aghajan
2018 J jnl
Application of Improved Least Squares Support Vector Machine in the Forecast of Daily Water Consumption.
Wirel. Pers. Commun.
Weiping Zhang, Qin Yang, Mohit Kumar, Yihua Mao
2018 — conf
Combining off-the-shelf Image Classifiers with Transfer Learning for Activity Recognition.
iWOAR
Amit Kumar, Kristina Y. Yordanova, Thomas Kirste, Mohit Kumar
2018 J jnl
Integrated development environment model for visual image processing based on Moore nearest neighbor model.
EURASIP J. Image Video Process.
Weiping Zhang, Xiujuan Li, Yalin Li, Mohit Kumar, Yihua Mao
2018 J jnl
Medical data fusion algorithm based on Internet of things.
Pers. Ubiquitous Comput.
Weiping Zhang, Jingzhi Yang, Hang Su, Mohit Kumar, Yihua Mao
2018 J jnl
Medical long-distance monitoring system based on internet of things.
EURASIP J. Wirel. Commun. Netw.
Weiping Zhang, Mohit Kumar, Junfeng Yu, Jingzhi Yang
2018 J jnl
Remote sensing image mosaic technology based on SURF algorithm in agriculture.
EURASIP J. Image Video Process.
Weiping Zhang, Xiujuan Li, Junfeng Yu, Mohit Kumar, Yihua Mao
2018 J jnl
Research on the energy balance algorithm of WSN based on topology control.
EURASIP J. Wirel. Commun. Netw.
Weiping Zhang, Yudong He, Ming Wan, Mohit Kumar, Taorong Qiu
2017 J jnl
Fuzzy theoretic approach to signals and systems: Static systems.
Inf. Sci.
Mohit Kumar, Yihua Mao, Yuhao Wang, Taorong Qiu, Yang Chenggen, Weiping Zhang
2016 J jnl
A Stochastic Framework for Robust Fuzzy Filtering and Analysis of Signals - Part I.
IEEE Trans. Cybern.
Mohit Kumar, Norbert Stoll, Regina Stoll, Kerstin Thurow
2016 J jnl
Fuzzy Membership Descriptors for Images.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Norbert Stoll, Kerstin Thurow, Regina Stoll
2016 J jnl
Stochastic Fuzzy Modeling for Ear Imaging Based Child Identification.
IEEE Trans. Syst. Man Cybern. Syst.
Mohit Kumar, Aditya Insan, Norbert Stoll, Kerstin Thurow, Regina Stoll
2015 J jnl
A Stochastic Framework for Robust Fuzzy Filtering and Analysis of Signals - Part II.
IEEE Trans. Cybern.
Mohit Kumar, Norbert Stoll, Regina Stoll, Kerstin Thurow
2013 J jnl
Stationary Fuzzy Fokker-Planck Learning for Derivative-Free Optimization.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Norbert Stoll, Kerstin Thurow, Regina Stoll
2012 — conf
Physiological signals to individual assessment for application in wireless health systems.
SSD
Mohit Kumar, Norbert Stoll, Kerstin Thurow, Regina Stoll
2012 J jnl
Stress Monitoring Based on Stochastic Fuzzy Analysis of Heartbeat Intervals.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Sebastian Neubert, Sabine Behrendt, Annika Rieger, Matthias Weippert, Norbert Stoll, Kerstin Thurow, Regina Stoll
2011 — conf
On the combination of fuzzy models.
CASE
Mohit Kumar, Norbert Stoll, Kerstin Thurow, Regina Stoll
2011 J jnl
Stationary Fuzzy Fokker-Planck Learning and Stochastic Fuzzy Filtering.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Norbert Stoll, Regina Stoll
2010 — conf
A mathematical programming for predicting molecular formulas in accurate mass spectrometry.
CASE
Shefali Kumar, Mohit Kumar, Regina Stoll, Kerstin Thurow
2010 J jnl
A mixture of fuzzy filters applied to the analysis of heartbeat intervals.
Fuzzy Optim. Decis. Mak.
Mohit Kumar, Matthias Weippert, Norbert Stoll, Regina Stoll
2010 J jnl
Fuzzy Filtering for Physiological Signal Analysis.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Matthias Weippert, Dagmar Arndt, Steffi Kreuzfeld, Kerstin Thurow, Norbert Stoll, Regina Stoll
2010 J jnl
Variational Bayes for a Mixed Stochastic/Deterministic Fuzzy Filter.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Norbert Stoll, Regina Stoll
2009 — conf
A fuzzy filtering based system for maximal oxygen uptake prediction using heart rate variability analysis.
CASE
Mohit Kumar, Matthias Weippert, Steffi Kreuzfeld, Norbert Stoll, Regina Stoll
2009 J jnl
Adaptive Fuzzy Filtering in a Deterministic Setting.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Norbert Stoll, Regina Stoll
2009 J jnl
Fuzzy filtering for robust bioconcentration factor modelling.
Environ. Model. Softw.
Shefali Kumar, Mohit Kumar, Kerstin Thurow, Regina Stoll, Udo Kragl
2009 J jnl
On the Estimation of Parameters of Takagi-Sugeno Fuzzy Filters.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Norbert Stoll, Regina Stoll
2008 — conf
A fuzzy system for modeling the structure-activity relationships in presence of uncertainties.
CASE
Mohit Kumar, Kerstin Thurow, Norbert Stoll, Regina Stoll
2008 J jnl
Fuzzy Techniques for Subjective Workload-Score Modeling Under Uncertainties.
IEEE Trans. Syst. Man Cybern. Part B
Mohit Kumar, Dagmar Arndt, Steffi Kreuzfeld, Kerstin Thurow, Norbert Stoll, Regina Stoll
2007 J jnl
Fuzzy Evaluation of Heart Rate Signals for Mental Stress Assessment.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Matthias Weippert, Reinhard Vilbrandt, Steffi Kreuzfeld, Regina Stoll
2007 — conf
Fuzzy Filtering for an Intelligent Interpretation of Medical Data.
CASE
Mohit Kumar, Norbert Stoll, David Kaber, Kerstin Thurow, Regina Stoll
2007 — conf
Fuzzy Handling of Uncertainties in Modeling the Inhibition of Glycogen Synthase Kinase-3 by Paullones.
CASE
Mohit Kumar, Kerstin Thurow, Norbert Stoll, Regina Stoll
2006 J jnl
A Min-Max Approach to Fuzzy Clustering, Estimation, and Identification.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Regina Stoll, Norbert Stoll
2006 J jnl
A Robust Design Criterion for Interpretable Fuzzy Models With Uncertain Data.
IEEE Trans. Fuzzy Syst.
Mohit Kumar, Regina Stoll, Norbert Stoll
2006 J jnl
An energy-gain bounding approach to robust fuzzy identification.
Autom.
Mohit Kumar, Norbert Stoll, Regina Stoll
2006 J jnl
Deterministic approach to robust adaptive learning of fuzzy models.
IEEE Trans. Syst. Man Cybern. Part B
Mohit Kumar, Regina Stoll, Norbert Stoll
2004 J jnl
Robust Adaptive Identification of Fuzzy Systems with Uncertain Data.
Fuzzy Optim. Decis. Mak.
Mohit Kumar, Regina Stoll, Norbert Stoll
2004 J jnl
Robust Solution to Fuzzy Identification Problem with Uncertain Data by Regularization.
Fuzzy Optim. Decis. Mak.
Mohit Kumar, Regina Stoll, Norbert Stoll
2003 J jnl
Regularized Adaptation of Fuzzy Inference Systems. Modelling the Opinion of a Medical Expert about Physical Fitness: An Application.
Fuzzy Optim. Decis. Mak.
Mohit Kumar, Regina Stoll, Norbert Stoll
2003 J jnl
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.
Mohit Kumar, Regina Stoll, Norbert Stoll