Prof.dr.ir. J. (Jan) van den Berg

Prof.dr.ir. J. (Jan) van den Berg

Profiel

 

My LIST OF MY PUBLICATIONS (version April 4 2022, to be updated...) contains detailed information about nearly all my publications. My research output (including my most recent articles published) can also be inspected from this TUDelft website (only output resulting from my time at TUDelft) or from this scholar.google website (also includes research output produced at other institutes).

Below a description of my topics of research is provided, grouped in 4 clusters:

I. Development of Intelligent Data Analysis (IDA) methods for Improved Decision Making

  • Theories on the combination of Probability Theory and Statistics on Fuzzy Sets like probabilistic fuzzy entropy, statistical fuzzy histograms, statistical fuzzy decision trees, statistical fuzzy information sources and, more in general, probabilistic fuzzy systems; see, e.g., our 2012 IEEE Transactions on Fuzzy Systems publication. Most of this work was executed in close cooperation with Uzay Kaymak.
  • Visualizations of Concept Relations:  attempts to construct aggregated knowledge structures (like Associative Concept Maps) representing the essential knowledge as induced from a large corpus of (un)structured information sources. For details, see the work done by Nees Jan van Eck and Ludo Waltman at www.vosviewer.com
  • Simulated Big Bounce (for a nice simulation example see here!!): is a new metaheuristic proposed by former PhD student Mohsen Davarynejad for finding the gobal optimum of complex (high-dimensional) continuous functions by balancing exploration and exploitation.
  • More recently, I co-authored, often in close cooperation with Vitali Herrera-Semenets, various papers describing new types of Machine Learning algorithms for detecting cyberspace-fraude like intrusion attempts, social engineering attempts, and more. See my recent research output.

II. Theory and Applications of Complex Systems (with emergent properties based on self-organisation at the edge of order & chaos)

  • Concerns the theory especially pioneered at the famous Sante Fe Institute concerning the paradigm of looking bottom-up instead of top down: systems consisting of many interacting components (from atoms till human beings) may show complex emergent phenomena (from temperature and pressure in gases till dynamic markets and exciting paradigm shifting research outcomes in well-performaing research communities): see e.g. my publication "Inverse Infrastructures at the Edge of Order and Chaos, an Analytic Framework", chapter 2 of Tineke Egyedi and Donna Mahos (eds.) Inverse Infrastructures: Disrupting Networks from Below, Edward Elgar, 2010. 
  • When I started in this field, I looked at generalized (recurrent) neural networks from a mathematical-physical perspective: it resulted into my PhD work on Neural Relaxation Dynamics (a topic related to Simulated Annealing) which focused on two types of neural networks:
  • Later on, this scope broadened towards applications with other complex systems' techniques in the field of Computational Intelligence like
    • Ants Algorithms for Bankruptcy Prediction and Bond Rating;
    • Particle Swarm Algorithms for Portfolio Optimization;
    • Genetic Algorithms for Index Tracking.

III. (Information Systems) Safety, Security, Risk and Related Topics

  • Developing a holistic, socio-technical view on Cyberspace and Cybersecurity;
  • (Quantitative) modeling of all kinds of risk;
  • Cyber Security solutions for IT-infrastructures, in domains like government, transport & logistics, finance, healthcare, energy supply;
  • Trust enhancing algorithms in mobile and P2P networks;
  • Resilience enhancement of Cyber Warfare Infrastructures;
  • Threat and fraud detection in Cyberspace (see also above under IDA methods).

IV. (Other) Applications in Finance, Sustainable Development, Philosophy, Healthcare (in many cases by using IDA tools):

News Driven Financial Time Series Analysis; Scaling Laws for Operational Risk Analysis; Visual Explorations in Finance with Self Organizing Maps, Google Maps, ...; Modeling Sustainable Development and Decision Making using Fuzzy Systems; Providing Intelligent Agents with Moral Reasoning Capabilities; Privacy Enhancing Technologies for Dynamic Informed Consent Decision Making;  ICT Tools for supporting Independent Living; Workflow Management and the Electronic Patient Record for realizing Client-Centered Healthcare; Improving Business Performance by KPI-based analysis of business processes performance; Data mining for Forensics and Intrusion Detection; Towards a production environment for (mobile) Apps in the Port of Rotterdam.

 

 

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Onderzoeksinteresses

I. Development of Intelligent Data Analysis methods for Improved Decision Making.
II. Theory and Applications of Complex Systems (with emergent properties based on self-organisation at the edge of order & chaos).
III. (Information Systems) Safety, Security, Risk and Related Topics.
IV. (Other) Applications in Finance, Sustainable Development, Philosophy, among others.

Meer onderzoeksinteresses

Academische achtergrond

Having finalized my secundary school in Dordrecht (Gemeentelijk Lyceum, gymnasium-) in 1970, I studied mathematics and physics at the TUDelft while being active in the national student movement. In 1977, I received the diplome of Mathematical Engineer.

From 1977-1989, I lectured courses in mathematics, physics and computer science on institutes of higher education in Breda and Eindhoven, and mathematics and physics at the secundary school of Nampula, Mozambique.

From 1989-2006, I worked at the Econometric Institute of Erasmus University Rotterdam. There, I lectured courses in computer science and economics, and did research in many fields, especially in computational intelligence, with applications in combinatorial optimization, finance, agriculture, philosophy, bibliometrics, among others. My PhD-thesis entitled "Neural Relaxation Dynamics" was finalized in 1996.

From 2006 up till now, I worked at TUDelft again, mostly on topics related to (Big) Data Analytics and/or Cyber Security. On July 9 2013, I was appointed as full professor Cyber Security at this university both at the faculty of EEMCS and that of TPM.
June 2015 I have been appointed as full professor Cyber Security at Leiden University as well, namely at the Faculty of Governance and Global Affairs

Due to my age, I'm now working as an emeritus pensionado... ;-). So, I have got time, next to other activities like writing papers, supervising research, and piano playing, to prepare for and run additional marathons. See, for example, this Rotterdam marathon website under "Mannen", where my position (number 17) is mentioned under "Super Marathon Masters/Mannen" between the five "31 times" (male) finishers.

Meer academische achtergrond

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