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Research Areas
Data Management for AI
Simplify Data Science and ML by providing high-level abstractions and developing systems and tools to perform these tasks efficiently and at scale.
Data Privacy for AI
Data protection and privacy while using data and models for society, science and business. Lack of trust still prevents many companies from applying AI.
Methods & Algorithms for AI
Develop a wide range of methods and algorithms that take into account the process of data generation. Beyond the prevailing paradigm of isolated consideration of algorithmic insights.
Human-AI Interaction
Improve mutual understanding between humans and AI to maximize the potential of humans and machines with visual analytics and interactive data analysis.
Fair AI
Develop fair algorithms and evaluation methods that minimize the risk of discrimination by AI. For self-determined, critical and informed decision-making.
Digital Transformation Design
Developing novel methods and tools for socio-technical design that support us in the digital transformation. From co-creative change processes to education and training.
COMET Module
Data Driven Artificial Intelligence
Develop AI algorithms and machine learning models that can be deployed and shared along value chains.
Data-Driven Immersive Analytics
Enhance immersive analytics and interactions to deliver personalized and user-friendly digital experiences.
Publications
Publications
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Business
AI
LEVATOR
Solutions
Data Management
Identify data sources
Efficiently manage data in the company and use it in a targeted manner.
Integrate, save and combine
Combining heterogeneous data sources provides a more holistic overview.
Controlled access
Ensure that sensitive data does not leak out.
Discover and explore combined data
Better understanding of data via visualization and assisted exploration.
Data monitoring for analysis
Automated data integration pipelines help automatically cleanse and preprocess data for analysis.
Privacy & Quantum Security
Encrypted Data Analysis
Cryptographic methods co-developed by us enable secure analysis of encrypted data.
Private Set Intersection
Record database entries of different companies, share the database.
Joint Evaluations
New ways for joint evaluations without disclosing your data
Quantum Safe Applications
Secure solutions against the threat of quantum computing.
Novel Cryptographic Solutions
Symmetric cryptology with advanced cryptographic approaches.
Quantum Information
Cryptography and privacy-friendly analytics with quantum information.
Machine Learning & Algorithms
Trend and anomaly detection
Existing data is used to train condition monitoring models.
Contract and patent management
Semantic search technologies enable search and fact extraction.
Model operation and maintenance
Operation, continuous performance monitoring and retraining are automated.
Semantic search and aggregation of information
Create custom summaries and analytically search textual content for features
The supply chain in view
Together, we are working on the digitalization of supply chains.
User-AI Interaction
Media Crawling & Analysis
We use artificial intelligence to scan different platforms and extract valuable information.
Monitoring Platform
The interface enables exploration of patterns, trends, and relationships in the data. It can also be customized to meet a variety of user needs, depending on their information needs.
Modeling Tools
Optimize AI-powered text analysis through semantic model management, feedback input, and annotation.
Data Insights
Detect patterns in time series data and have them inspected and examined with visual interfaces.
Search in time series databases
Finding similar past results in very large databases to compare and learn from.
Transparent AI
We enable subject matter experts to pass knowledge to the AI and understand and validate the AI’s decisions.
Intelligent user guidance
A “user-aware” AI steers the user, depending on goals, through various data analysis steps.
Customized Collaborative Visualization
Collaborative analysis of data sets using text annotations, discussion and evaluation of results.
Recommender Systems & Fairness
Recommender Systeme
Personalized recommendations and decision support.
Bias Detection
Are there certain customers/user groups that are treated unfairly?
Bias Mitigation
How can the impact of existing biases be minimized?
Certification
Do your datasets and algorithms comply with the new EU AI law?
Fairness Check
The Fairness Check identifies the status of fairness of an existing application.
Understand user
Applied market research at the push of a button and in real time.
Digital Transformation Design
Concept Trustworthy AI
We jointly develop trustworthy AI applications that generates benefits and is accepted.
Socio-technical co-design
Accompanying the development of new technologies, taking into account the existing context of work or life.
Competence-oriented personnel development
Support of corporate trainings in structuring the training, development of learning target catalogs and visualization of learning progress.
Continuing education in the workplace
Development of Conversational Agents as learning companions for different topics and application fields
Find and test file-driven business models
We are constantly developing and testing innovative, sustainable and circular business models for companies.
Enterprise Search
Solutions
Industrial Artificial Intelligence
Route Planning
Plan routes more efficiently and save time with our route optimization
Quality assurance with AI
The use of AI-based methods helps ensure that quality assurance is comprehensive and end-to-end.
Production-Optimization with AI
The analysis of production data and the models derived from it allow machines to be operated more energy-efficiently, processes to be run more cost-effectively or process steps to be automated.
Business AI
Intelligent forecasts
Tailored forecasts that explicitly take into account knowledge about individual business processes and a variety of source data allow better and more robust predictions.
KnowMiner – Enterprise Search
An intelligent, semantic search for companies for texts, documents or people across all platforms. And absolutely secure, thanks to our proven data privacy.
Recommendation system
Recommender systems are an essential asset to prevent customer loss and increase customer interactions and ultimately revenue with pinpoint recommendations.
Document workflow optimization
Reduction of time and costs and increase of compliance through the contextualized use of expert and process knowledge.
Entrepreneurial AI
AI Certification
You want to ensure that your systems and processes comply with the planned AI legal basis? We offer advice and support for the optimal design of your AI structure.
Data Innovation Factory
By combining continuous strategy development, data utilization application discovery and implementation, value can be generated in the Data Innovation Factory from day one.
Data and AI Strategy
The trustworthiness of AI is therefore critical to ensure the effectiveness, safety, and fairness of AI systems and to maintain people’s trust in them.
Know Center News
i-KNOW 2014: Conference program is available!
The i-KNOW program 2014 is online:
