Mohit Kumar

Publication Activity (10 Years)

Years Active: 2003-2024
Publications (10 Years): 39

Top Topics

Fuzzy Membership

Differentially Private

Top Venues

IEEE Trans. Fuzzy Syst.

Publications

Mohit Kumar, Sukhvir Singh, Juliana Bowles
Variational Bayesian deep fuzzy models for interpretable classification. Eng. Appl. Artif. Intell. 132 (2024)
Mohit Kumar, Alexander Valentinitsch, Magdalena Fuchs, Mathias Brucker, Juliana Bowles, Adnan Husakovic, Ali Abbas, Bernhard Alois Moser
Geometrically Inspired Kernel Machines for Collaborative Learning Beyond Gradient Descent. CoRR (2024)
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer
On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach. J. Artif. Intell. Res. 79 (2024)
Mohit Kumar, Weiping Zhang, Lukas Fischer, Bernhard Freudenthaler
Membership Mappings for Practical Secure Distributed Deep Learning. IEEE Trans. Fuzzy Syst. 31 (8) (2023)
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer, Bernhard Freudenthaler
An Information Theoretic Approach to Privacy-Preserving Interpretable and Transferable Learning. Algorithms 16 (9) (2023)
Mohit Kumar, Bernhard Moser, Lukas Fischer
Secure Federated Learning with Kernel Affine Hull Machines. ESANN (2023)
Mohit Kumar, Bernhard Moser, Lukas Fischer, Bernhard Freudenthaler
Towards Practical Secure Privacy-Preserving Machine (Deep) Learning with Distributed Data. DEXA Workshops (2022)
Weiping Zhang, Mohit Kumar, Weiping Ding, Xiujuan Li, Junfeng Yu
Variational learning of deep fuzzy theoretic nonparametric model. Neurocomputing 506 (2022)
Mohit Kumar, Weiping Zhang, Lukas Fischer, Bernhard Freudenthaler
Membership-Mappings for Practical Secure Distributed Deep Learning. CoRR (2022)
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer, Bernhard Freudenthaler
Membership-Mappings for Data Representation Learning. CoRR (2021)
Mohit Kumar, Bernhard Moser, Lukas Fischer, Bernhard Freudenthaler
Membership-Mappings for Data Representation Learning: Measure Theoretic Conceptualization. DEXA Workshops (2021)
Mohit Kumar, Sukhvir Singh, Bernhard Freudenthaler
Gaussian fuzzy theoretic analysis for variational learning of nested compositions. Int. J. Approx. Reason. 131 (2021)
Lukas Fischer, Lisa Ehrlinger, Verena Geist, Rudolf Ramler, Florian Sobieczky, Werner Zellinger, David Brunner, Mohit Kumar, Bernhard Moser
AI System Engineering - Key Challenges and Lessons Learned. Mach. Learn. Knowl. Extr. 3 (1) (2021)
Mohit Kumar, Weiping Zhang, Matthias Weippert, Bernhard Freudenthaler
An Explainable Fuzzy Theoretic Nonparametric Deep Model for Stress Assessment Using Heartbeat Intervals Analysis. IEEE Trans. Fuzzy Syst. 29 (12) (2021)
Mohit Kumar, Bernhard Alois Moser, Lukas Fischer, Bernhard Freudenthaler
Information Theoretic Evaluation of Privacy-Leakage, Interpretability, and Transferability for a Novel Trustworthy AI Framework. CoRR (2021)
Mohit Kumar, Bernhard Moser, Lukas Fischer, Bernhard Freudenthaler
Membership-Mappings for Data Representation Learning: A Bregman Divergence Based Conditionally Deep Autoencoder. DEXA Workshops (2021)
Mohit Kumar, Michael Rossbory, Bernhard Alois Moser, Bernhard Freudenthaler
An optimal (∊, δ)-differentially private learning of distributed deep fuzzy models. Inf. Sci. 546 (2021)
Mohit Kumar, Bernhard Freudenthaler
Fuzzy Membership Functional Analysis for Nonparametric Deep Models of Image Features. IEEE Trans. Fuzzy Syst. 28 (12) (2020)
Werner Zellinger, Volkmar Wieser, Mohit Kumar, David Brunner, Natalia Shepeleva, Rafa Gálvez, Josef Langer, Lukas Fischer, Bernhard Moser
Beyond federated learning: On confidentiality-critical machine learning applications in industry. ISM (2020)
Mohit Kumar, Michael Rossbory, Bernhard Alois Moser, Bernhard Freudenthaler
Differentially Private Learning of Distributed Deep Models. UMAP (Adjunct Publication) (2020)
Mohit Kumar, David Brunner, Bernhard Alois Moser, Bernhard Freudenthaler
Variational Optimization of Informational Privacy. DEXA Workshops (2020)
Weiping Zhang, Mohit Kumar, Jingzhi Yang, Yunfeng Zhou, Yihua Mao
An adaptive fuzzy filter for image denoising. Clust. Comput. 22 (6) (2019)
Norbert Stoll, Matthias Weippert, Chao-Hsien Chu, Mohit Kumar, Hamid Aghajan
Special Issue on Human-autonomous Devices for Rehabilitation and Assistance. J. Ambient Intell. Smart Environ. 11 (6) (2019)
Weiping Zhang, Mohit Kumar, Jingqing Liu
Multi-parameter online measurement IoT system based on BP neural network algorithm. Neural Comput. Appl. 31 (12) (2019)
Weiping Zhang, Mohit Kumar, Yunfeng Zhou, Jingzhi Yang, Yihua Mao
Analytically derived fuzzy membership functions. Clust. Comput. 22 (5) (2019)
Mohit Kumar, Sromona Chatterjee, Weiping Zhang, Jingzhi Yang, Lutz M. Kolbe
Fuzzy theoretic model based analysis of image features. Inf. Sci. 480 (2019)
Weiping Zhang, Mohit Kumar
Artificial Intelligence in China. Big Data 7 (2) (2019)
Mohit Kumar, Michael Rossbory, Bernhard Alois Moser, Bernhard Freudenthaler
Deriving an Optimal Noise Adding Mechanism for Privacy-Preserving Machine Learning. DEXA Workshops (2019)
Weiping Zhang, Mohit Kumar, Junfeng Yu, Jingzhi Yang
Medical long-distance monitoring system based on internet of things. EURASIP J. Wirel. Commun. Netw. 2018 (2018)
Weiping Zhang, Yudong He, Ming Wan, Mohit Kumar, Taorong Qiu
Research on the energy balance algorithm of WSN based on topology control. EURASIP J. Wirel. Commun. Netw. 2018 (2018)
Weiping Zhang, Qin Yang, Mohit Kumar, Yihua Mao
Application of Improved Least Squares Support Vector Machine in the Forecast of Daily Water Consumption. Wirel. Pers. Commun. 102 (4) (2018)
Weiping Zhang, Jingzhi Yang, Hang Su, Mohit Kumar, Yihua Mao
Medical data fusion algorithm based on Internet of things. Pers. Ubiquitous Comput. 22 (5-6) (2018)
Weiping Zhang, Xiujuan Li, Junfeng Yu, Mohit Kumar, Yihua Mao
Remote sensing image mosaic technology based on SURF algorithm in agriculture. EURASIP J. Image Video Process. 2018 (2018)
Amit Kumar, Kristina Y. Yordanova, Thomas Kirste, Mohit Kumar
Combining off-the-shelf Image Classifiers with Transfer Learning for Activity Recognition. iWOAR (2018)
Weiping Zhang, Xiujuan Li, Yalin Li, Mohit Kumar, Yihua Mao
Integrated development environment model for visual image processing based on Moore nearest neighbor model. EURASIP J. Image Video Process. 2018 (2018)
Mohit Kumar, Yihua Mao, Yuhao Wang, Taorong Qiu, Yang Chenggen, Weiping Zhang
Fuzzy theoretic approach to signals and systems: Static systems. Inf. Sci. 418 (2017)
Mohit Kumar, Aditya Insan, Norbert Stoll, Kerstin Thurow, Regina Stoll
Stochastic Fuzzy Modeling for Ear Imaging Based Child Identification. IEEE Trans. Syst. Man Cybern. Syst. 46 (9) (2016)
Mohit Kumar, Norbert Stoll, Kerstin Thurow, Regina Stoll
Fuzzy Membership Descriptors for Images. IEEE Trans. Fuzzy Syst. 24 (1) (2016)
Mohit Kumar, Norbert Stoll, Regina Stoll, Kerstin Thurow
A Stochastic Framework for Robust Fuzzy Filtering and Analysis of Signals - Part I. IEEE Trans. Cybern. 46 (5) (2016)
Mohit Kumar, Norbert Stoll, Regina Stoll, Kerstin Thurow
A Stochastic Framework for Robust Fuzzy Filtering and Analysis of Signals - Part II. IEEE Trans. Cybern. 45 (3) (2015)
Mohit Kumar, Norbert Stoll, Kerstin Thurow, Regina Stoll
Stationary Fuzzy Fokker-Planck Learning for Derivative-Free Optimization. IEEE Trans. Fuzzy Syst. 21 (2) (2013)
Mohit Kumar, Sebastian Neubert, Sabine Behrendt, Annika Rieger, Matthias Weippert, Norbert Stoll, Kerstin Thurow, Regina Stoll
Stress Monitoring Based on Stochastic Fuzzy Analysis of Heartbeat Intervals. IEEE Trans. Fuzzy Syst. 20 (4) (2012)
Mohit Kumar, Norbert Stoll, Kerstin Thurow, Regina Stoll
Physiological signals to individual assessment for application in wireless health systems. SSD (2012)
Mohit Kumar, Norbert Stoll, Kerstin Thurow, Regina Stoll
On the combination of fuzzy models. CASE (2011)
Mohit Kumar, Norbert Stoll, Regina Stoll
Stationary Fuzzy Fokker-Planck Learning and Stochastic Fuzzy Filtering. IEEE Trans. Fuzzy Syst. 19 (5) (2011)
Mohit Kumar, Matthias Weippert, Dagmar Arndt, Steffi Kreuzfeld, Kerstin Thurow, Norbert Stoll, Regina Stoll
Fuzzy Filtering for Physiological Signal Analysis. IEEE Trans. Fuzzy Syst. 18 (1) (2010)
Mohit Kumar, Matthias Weippert, Norbert Stoll, Regina Stoll
A mixture of fuzzy filters applied to the analysis of heartbeat intervals. Fuzzy Optim. Decis. Mak. 9 (4) (2010)
Shefali Kumar, Mohit Kumar, Regina Stoll, Kerstin Thurow
A mathematical programming for predicting molecular formulas in accurate mass spectrometry. CASE (2010)
Mohit Kumar, Norbert Stoll, Regina Stoll
Variational Bayes for a Mixed Stochastic/Deterministic Fuzzy Filter. IEEE Trans. Fuzzy Syst. 18 (4) (2010)
Shefali Kumar, Mohit Kumar, Kerstin Thurow, Regina Stoll, Udo Kragl
Fuzzy filtering for robust bioconcentration factor modelling. Environ. Model. Softw. 24 (1) (2009)
Mohit Kumar, Norbert Stoll, Regina Stoll
On the Estimation of Parameters of Takagi-Sugeno Fuzzy Filters. IEEE Trans. Fuzzy Syst. 17 (1) (2009)
Mohit Kumar, Matthias Weippert, Steffi Kreuzfeld, Norbert Stoll, Regina Stoll
A fuzzy filtering based system for maximal oxygen uptake prediction using heart rate variability analysis. CASE (2009)
Mohit Kumar, Norbert Stoll, Regina Stoll
Adaptive Fuzzy Filtering in a Deterministic Setting. IEEE Trans. Fuzzy Syst. 17 (4) (2009)
Mohit Kumar, Dagmar Arndt, Steffi Kreuzfeld, Kerstin Thurow, Norbert Stoll, Regina Stoll
Fuzzy Techniques for Subjective Workload-Score Modeling Under Uncertainties. IEEE Trans. Syst. Man Cybern. Part B 38 (6) (2008)
Mohit Kumar, Kerstin Thurow, Norbert Stoll, Regina Stoll
A fuzzy system for modeling the structure-activity relationships in presence of uncertainties. CASE (2008)
Mohit Kumar, Kerstin Thurow, Norbert Stoll, Regina Stoll
Fuzzy Handling of Uncertainties in Modeling the Inhibition of Glycogen Synthase Kinase-3 by Paullones. CASE (2007)
Mohit Kumar, Matthias Weippert, Reinhard Vilbrandt, Steffi Kreuzfeld, Regina Stoll
Fuzzy Evaluation of Heart Rate Signals for Mental Stress Assessment. IEEE Trans. Fuzzy Syst. 15 (5) (2007)
Mohit Kumar, Norbert Stoll, David Kaber, Kerstin Thurow, Regina Stoll
Fuzzy Filtering for an Intelligent Interpretation of Medical Data. CASE (2007)
Mohit Kumar, Regina Stoll, Norbert Stoll
A Min-Max Approach to Fuzzy Clustering, Estimation, and Identification. IEEE Trans. Fuzzy Syst. 14 (2) (2006)
Mohit Kumar, Norbert Stoll, Regina Stoll
An energy-gain bounding approach to robust fuzzy identification. Autom. 42 (5) (2006)
Mohit Kumar, Regina Stoll, Norbert Stoll
A Robust Design Criterion for Interpretable Fuzzy Models With Uncertain Data. IEEE Trans. Fuzzy Syst. 14 (2) (2006)
Mohit Kumar, Regina Stoll, Norbert Stoll
Deterministic approach to robust adaptive learning of fuzzy models. IEEE Trans. Syst. Man Cybern. Part B 36 (4) (2006)
Mohit Kumar, Regina Stoll, Norbert Stoll
Robust Adaptive Identification of Fuzzy Systems with Uncertain Data. Fuzzy Optim. Decis. Mak. 3 (3) (2004)
Mohit Kumar, Regina Stoll, Norbert Stoll
Robust Solution to Fuzzy Identification Problem with Uncertain Data by Regularization. Fuzzy Optim. Decis. Mak. 3 (1) (2004)
Mohit Kumar, Regina Stoll, Norbert Stoll
Regularized Adaptation of Fuzzy Inference Systems. Modelling the Opinion of a Medical Expert about Physical Fitness: An Application. Fuzzy Optim. Decis. Mak. 2 (4) (2003)
Mohit Kumar, Regina Stoll, Norbert Stoll
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. 2 (3) (2003)