Advances in Artificial Intelligence
Machine Intelligence Solutions
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    • PrivacyPreservingTransferLearning
    • DeepStressAssessment
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    • NonparametricDeepLearning
    • DeepGaussianFuzzyMappings
    • WaterApplications
    • ImageMining
    • AnalyticalFuzzyTheory
    • JobTasksAssessment
    • MembershipsOptimization
    • ImageDenoising
    • ImageDescriptors
    • ChildEarBiometrics
    • StochasticFramework
    • SFFPL
    • StochasticFuzzySystems
    • PhysiologicalSignalAnalysis
    • EnvironmentalModeling
    • QSAR
    • WorkloadScoreModeling
    • MentalStressAssessment
    • FitnessEstimation
    • FuzzyFiltering
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APPLICATIONS

As the modern IT systems are increasingly becoming reliable tools, a quick and accurate decision based on the mathematical analysis of big and dynamic data with the assistance of machine intelligence could make a huge difference for human life especially in health, water distribution system, security, manufacturing, and business sectors. We offer a comprehensive computational intelligence based solutions in: 
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Machine Vision

Image processing, image matching, and computer vision applications e.g. related to autonomous robots.

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Personal Health Monitoring

For example, an automated analysis of data acquired by fitness monitoring systems such as fitbit.

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Machine Intelligence for Smart Water System

Application of artificial intelligence and machine learning in water distribution system for cities. 
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Biometrics

For example, a novel identification system based on ear features.

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Big data analysis and machine learning

For example, web data analysis including text data analysis and topic modeling.

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Privacy-Preserving Machine Learning Applications

The goal is to simultaneously protect private data of an individual in a dataset while permitting machine learning based computational analysis of dataset as a whole.   
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Surveillance

Face recognition, multiple face tracking, online event detection and surveillance, i.e., adding advanced features to the security cameras.

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Defects detection

Online detection of defects e.g. on a road surface. 

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Explainable Deep Learning Applications

Novel methods for explainable deep learning are developed with applications to practical problems such as psycho-mental stress monitoring of individuals in mHealth setting.   

Water Applications

  • Smart Water System

Deep Learning Applications

  • Nonparametric Deep Learning
  • Deep Gaussian Fuzzy-Mappings
  • ​Explainable Deep Learning

Image Matching & Mining Applications

  • Fuzzy Membership Functions for Image Mining
  • Fuzzy Membership Descriptors for Images
  • Child Biometrics for Immunization

Modeling Applications in Life Sciences

  • Modeling of Environmental Behavior of Chemicals
  • Quantitative Structure-Activity Relationship

Privacy-Preserving Machine Learning Applications

  • Differentially Private Distributed Deep Learning

Physiological Signal Evaluation

  • Fuzzy Computing for Physiological Signal Analysis
  • Fuzzy Modeling of Subjective Workload Score
  • ​Fuzzy Filtering for Mental Stress Assessment
  • Fuzzy Estimation of Physical Fitness​

Process Optimization

  • Stationary Fuzzy Fokker-Planck Learning

Ergonomics and Operator Assessment 

  • Physiological Assessment of Job Tasks

Let us chat ...

Looking for digitalization solutions for a project?
Email us at
mohit.kumar at uni-rostock.de