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. - Mohit Kumar 001; Regina Stoll; Norbert Stoll (Fuzzy Optim. Decis. Mak., 2003)

Regularized Adaptation of Fuzzy Inference Systems. Modelling the Opinion of a Medical Expert about Physical Fitness: An Application. - Mohit Kumar 001; Regina Stoll; Norbert Stoll (Fuzzy Optim. Decis. Mak., 2003)

Robust Solution to Fuzzy Identification Problem with Uncertain Data by Regularization. - Mohit Kumar 001; Regina Stoll; Norbert Stoll (Fuzzy Optim. Decis. Mak., 2004)

Robust Adaptive Identification of Fuzzy Systems with Uncertain Data. - Mohit Kumar 001; Regina Stoll; Norbert Stoll (Fuzzy Optim. Decis. Mak., 2004)

An energy-gain bounding approach to robust fuzzy identification. - Mohit Kumar 001; Norbert Stoll; Regina Stoll (Autom., 2006)

A Min-Max Approach to Fuzzy Clustering, Estimation, and Identification. - Mohit Kumar 001; Regina Stoll; Norbert Stoll (IEEE Trans. Fuzzy Syst., 2006)

A Robust Design Criterion for Interpretable Fuzzy Models With Uncertain Data. - Mohit Kumar 001; Regina Stoll; Norbert Stoll (IEEE Trans. Fuzzy Syst., 2006)

Deterministic approach to robust adaptive learning of fuzzy models. - Mohit Kumar 001; Regina Stoll; Norbert Stoll (IEEE Trans. Syst. Man Cybern. Part B, 2006)

Fuzzy Filtering for an Intelligent Interpretation of Medical Data. - Mohit Kumar 001; Norbert Stoll; David Kaber; Kerstin Thurow; Regina Stoll (CASE, 2007)

Fuzzy Handling of Uncertainties in Modeling the Inhibition of Glycogen Synthase Kinase-3 by Paullones. - Mohit Kumar 001; Kerstin Thurow; Norbert Stoll; Regina Stoll (CASE, 2007)

Fuzzy Evaluation of Heart Rate Signals for Mental Stress Assessment. - Mohit Kumar 001; Matthias Weippert; Reinhard Vilbrandt; Steffi Kreuzfeld; Regina Stoll (IEEE Trans. Fuzzy Syst., 2007)

A fuzzy system for modeling the structure-activity relationships in presence of uncertainties. - Mohit Kumar 001; Kerstin Thurow; Norbert Stoll; Regina Stoll (CASE, 2008)

Fuzzy Techniques for Subjective Workload-Score Modeling Under Uncertainties. - Mohit Kumar 001; Dagmar Arndt; Steffi Kreuzfeld; Kerstin Thurow; Norbert Stoll; Regina Stoll (IEEE Trans. Syst. Man Cybern. Part B, 2008)

A fuzzy filtering based system for maximal oxygen uptake prediction using heart rate variability analysis. - Mohit Kumar 001; Matthias Weippert; Steffi Kreuzfeld; Norbert Stoll; Regina Stoll (CASE, 2009)

Fuzzy filtering for robust bioconcentration factor modelling. - Shefali Kumar; Mohit Kumar 001; Kerstin Thurow; Regina Stoll; Udo Kragl (Environ. Model. Softw., 2009)

On the Estimation of Parameters of Takagi-Sugeno Fuzzy Filters. - Mohit Kumar 001; Norbert Stoll; Regina Stoll (IEEE Trans. Fuzzy Syst., 2009)

Adaptive Fuzzy Filtering in a Deterministic Setting. - Mohit Kumar 001; Norbert Stoll; Regina Stoll (IEEE Trans. Fuzzy Syst., 2009)

A mathematical programming for predicting molecular formulas in accurate mass spectrometry. - Shefali Kumar; Mohit Kumar 001; Regina Stoll; Kerstin Thurow (CASE, 2010)

A mixture of fuzzy filters applied to the analysis of heartbeat intervals. - Mohit Kumar 001; Matthias Weippert; Norbert Stoll; Regina Stoll (Fuzzy Optim. Decis. Mak., 2010)

Variational Bayes for a Mixed Stochastic/Deterministic Fuzzy Filter. - Mohit Kumar 001; Norbert Stoll; Regina Stoll (IEEE Trans. Fuzzy Syst., 2010)

Fuzzy Filtering for Physiological Signal Analysis. - Mohit Kumar 001; Matthias Weippert; Dagmar Arndt; Steffi Kreuzfeld; Kerstin Thurow; Norbert Stoll; Regina Stoll (IEEE Trans. Fuzzy Syst., 2010)

On the combination of fuzzy models. - Mohit Kumar 001; Norbert Stoll; Kerstin Thurow; Regina Stoll (CASE, 2011)

Stationary Fuzzy Fokker-Planck Learning and Stochastic Fuzzy Filtering. - Mohit Kumar 001; Norbert Stoll; Regina Stoll (IEEE Trans. Fuzzy Syst., 2011)

Physiological signals to individual assessment for application in wireless health systems. - Mohit Kumar 001; Norbert Stoll; Kerstin Thurow; Regina Stoll (SSD, 2012)

Stress Monitoring Based on Stochastic Fuzzy Analysis of Heartbeat Intervals. - Mohit Kumar 001; Sebastian Neubert; Sabine Behrendt; Annika Rieger; Matthias Weippert; Norbert Stoll; Kerstin Thurow; Regina Stoll (IEEE Trans. Fuzzy Syst., 2012)

Stationary Fuzzy Fokker-Planck Learning for Derivative-Free Optimization. - Mohit Kumar 001; Norbert Stoll; Kerstin Thurow; Regina Stoll (IEEE Trans. Fuzzy Syst., 2013)

A Stochastic Framework for Robust Fuzzy Filtering and Analysis of Signals - Part II. - Mohit Kumar 001; Norbert Stoll; Regina Stoll; Kerstin Thurow (IEEE Trans. Cybern., 2015)

A Stochastic Framework for Robust Fuzzy Filtering and Analysis of Signals - Part I. - Mohit Kumar 001; Norbert Stoll; Regina Stoll; Kerstin Thurow (IEEE Trans. Cybern., 2016)

Fuzzy Membership Descriptors for Images. - Mohit Kumar 001; Norbert Stoll; Kerstin Thurow; Regina Stoll (IEEE Trans. Fuzzy Syst., 2016)

Stochastic Fuzzy Modeling for Ear Imaging Based Child Identification. - Mohit Kumar 001; Aditya Insan; Norbert Stoll; Kerstin Thurow; Regina Stoll (IEEE Trans. Syst. Man Cybern. Syst., 2016)

Fuzzy theoretic approach to signals and systems: Static systems. - Mohit Kumar 001; Yihua Mao; Yuhao Wang 001; Taorong Qiu; Yang Chenggen; Weiping Zhang 001 (Inf. Sci., 2017)

Combining off-the-shelf Image Classifiers with Transfer Learning for Activity Recognition. - Amit Kumar; Kristina Y. Yordanova; Thomas Kirste; Mohit Kumar 001 (iWOAR, 2018)

Integrated development environment model for visual image processing based on Moore nearest neighbor model. - Weiping Zhang 001; Xiujuan Li; Yalin Li; Mohit Kumar 001; Yihua Mao (EURASIP J. Image Video Process., 2018)

Remote sensing image mosaic technology based on SURF algorithm in agriculture. - Weiping Zhang 001; Xiujuan Li; Junfeng Yu; Mohit Kumar 001; Yihua Mao (EURASIP J. Image Video Process., 2018)

Research on the energy balance algorithm of WSN based on topology control. - Weiping Zhang 001; Yudong He; Ming Wan; Mohit Kumar 001; Taorong Qiu (EURASIP J. Wirel. Commun. Netw., 2018)

Medical long-distance monitoring system based on internet of things. - Weiping Zhang 001; Mohit Kumar 001; Junfeng Yu; Jingzhi Yang (EURASIP J. Wirel. Commun. Netw., 2018)

Medical data fusion algorithm based on Internet of things. - Weiping Zhang 001; Jingzhi Yang; Hang Su; Mohit Kumar 001; Yihua Mao (Pers. Ubiquitous Comput., 2018)

Application of Improved Least Squares Support Vector Machine in the Forecast of Daily Water Consumption. - Weiping Zhang 001; Qin Yang; Mohit Kumar 001; Yihua Mao (Wirel. Pers. Commun., 2018)

Deriving an Optimal Noise Adding Mechanism for Privacy-Preserving Machine Learning. - Mohit Kumar 001; Michael Rossbory; Bernhard Alois Moser; Bernhard Freudenthaler (DEXA Workshops, 2019)

Artificial Intelligence in China. - Weiping Zhang 001; Mohit Kumar 001 (Big Data, 2019)

An adaptive fuzzy filter for image denoising. - Weiping Zhang 001; Mohit Kumar 001; Jingzhi Yang; Yunfeng Zhou; Yihua Mao (Clust. Comput., 2019)

Analytically derived fuzzy membership functions. - Weiping Zhang 001; Mohit Kumar 001; Yunfeng Zhou; Jingzhi Yang; Yihua Mao (Clust. Comput., 2019)

Fuzzy theoretic model based analysis of image features. - Mohit Kumar 001; Sromona Chatterjee; Weiping Zhang 001; Jingzhi Yang; Lutz M. Kolbe (Inf. Sci., 2019)

Special Issue on Human-autonomous Devices for Rehabilitation and Assistance. - Norbert Stoll; Matthias Weippert; Chao-Hsien Chu; Mohit Kumar 001; Hamid Aghajan 001 (J. Ambient Intell. Smart Environ., 2019)

Multi-parameter online measurement IoT system based on BP neural network algorithm. - Weiping Zhang 001; Mohit Kumar 001; Jingqing Liu (Neural Comput. Appl., 2019)

Variational Optimization of Informational Privacy. - Mohit Kumar 001; David Brunner; Bernhard Alois Moser; Bernhard Freudenthaler (DEXA Workshops, 2020)

Beyond federated learning: On confidentiality-critical machine learning applications in industry. - Werner Zellinger; Volkmar Wieser; Mohit Kumar 001; David Brunner; Natalia Shepeleva; Rafa Gálvez; Josef Langer; Lukas Fischer 001; Bernhard Moser 001 (ISM, 2020)

Differentially Private Learning of Distributed Deep Models. - Mohit Kumar 001; Michael Rossbory; Bernhard Alois Moser; Bernhard Freudenthaler (UMAP (Adjunct Publication), 2020)

Fuzzy Membership Functional Analysis for Nonparametric Deep Models of Image Features. - Mohit Kumar 001; Bernhard Freudenthaler (IEEE Trans. Fuzzy Syst., 2020)

Membership-Mappings for Data Representation Learning: Measure Theoretic Conceptualization. - Mohit Kumar 001; Bernhard Moser 001; Lukas Fischer 001; Bernhard Freudenthaler (DEXA Workshops, 2021)

Membership-Mappings for Data Representation Learning: A Bregman Divergence Based Conditionally Deep Autoencoder. - Mohit Kumar 001; Bernhard Moser 001; Lukas Fischer 001; Bernhard Freudenthaler (DEXA Workshops, 2021)

Membership-Mappings for Data Representation Learning. - Mohit Kumar 001; Bernhard Alois Moser; Lukas Fischer 001; Bernhard Freudenthaler (CoRR, 2021)

Information Theoretic Evaluation of Privacy-Leakage, Interpretability, and Transferability for a Novel Trustworthy AI Framework. - Mohit Kumar 001; Bernhard Alois Moser; Lukas Fischer 001; Bernhard Freudenthaler (CoRR, 2021)

Gaussian fuzzy theoretic analysis for variational learning of nested compositions. - Mohit Kumar 001; Sukhvir Singh; Bernhard Freudenthaler (Int. J. Approx. Reason., 2021)

An optimal (∊, δ)-differentially private learning of distributed deep fuzzy models. - Mohit Kumar 001; Michael Rossbory; Bernhard Alois Moser; Bernhard Freudenthaler (Inf. Sci., 2021)

AI System Engineering - Key Challenges and Lessons Learned. - Lukas Fischer 001; Lisa Ehrlinger; Verena Geist; Rudolf Ramler; Florian Sobieczky; Werner Zellinger; David Brunner; Mohit Kumar 001; Bernhard Moser 001 (Mach. Learn. Knowl. Extr., 2021)

An Explainable Fuzzy Theoretic Nonparametric Deep Model for Stress Assessment Using Heartbeat Intervals Analysis. - Mohit Kumar 001; Weiping Zhang 001; Matthias Weippert; Bernhard Freudenthaler (IEEE Trans. Fuzzy Syst., 2021)

Towards Practical Secure Privacy-Preserving Machine (Deep) Learning with Distributed Data. - Mohit Kumar 001; Bernhard Moser 001; Lukas Fischer 001; Bernhard Freudenthaler (DEXA Workshops, 2022)

Variational learning of deep fuzzy theoretic nonparametric model. - Weiping Zhang 001; Mohit Kumar 001; Weiping Ding 001; Xiujuan Li; Junfeng Yu (Neurocomputing, 2022)

Secure Federated Learning with Kernel Affine Hull Machines. - Mohit Kumar 001; Bernhard Moser 001; Lukas Fischer 001 (ESANN, 2023)

An Information Theoretic Approach to Privacy-Preserving Interpretable and Transferable Learning. - Mohit Kumar 001; Bernhard Alois Moser; Lukas Fischer 001; Bernhard Freudenthaler (Algorithms, 2023)

Kernel Affine Hull Machines for Differentially Private Learning. - Mohit Kumar 001; Bernhard Alois Moser; Lukas Fischer 001 (CoRR, 2023)

Membership Mappings for Practical Secure Distributed Deep Learning. - Mohit Kumar 001; Weiping Zhang 001; Lukas Fischer 001; Bernhard Freudenthaler (IEEE Trans. Fuzzy Syst., 2023)

Risk Assessment in AI System Engineering: Experiences and Lessons Learned from a Practitioner's Perspective. - Magdalena Fuchs; Lukas Fischer 001; Alessio Montuoro; Mohit Kumar 001; Bernhard Alois Moser (DEXA Workshops, 2024)

On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach (Abstract Reprint). - Mohit Kumar 001; Bernhard Alois Moser; Lukas Fischer 001 (IJCAI, 2024)

Variational Bayesian deep fuzzy models for interpretable classification. - Mohit Kumar 001; Sukhvir Singh; Juliana Bowles (Eng. Appl. Artif. Intell., 2024)

On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach. - Mohit Kumar 001; Bernhard Alois Moser; Lukas Fischer 001 (J. Artif. Intell. Res., 2024)

Geometrically Inspired Kernel Machines for Collaborative Learning Beyond Gradient Descent. - Mohit Kumar 001; Alexander Valentinitsch; Magdalena Fuchs; Mathias Brucker; Juliana Bowles; Adnan Husakovic; Ali Abbas; Bernhard Moser 001 (J. Artif. Intell. Res., 2025)