nottingham university - computer science


Dr. Peer-Olaf Siebers

peer
Position:  Research Fellow
 
Address:  School of Computer Science - Intelligent Modelling and Analysis Group
University of Nottingham, Jubilee Campus, Nottingham, NG8 1BB, UK
 
Phone:  +44 (0)115 84 66526
Fax:  +44 (0)115 95 14799
 
Email:  pos@cs.nott.ac.uk
 
Room:  B36
 

Hello and welcome to my research website. I am currently working as a research fellow at the University of Nottingham in the Intelligent Modelling and Analysis (IMA) Group which is part of the School of Computer Science.

The application of computer simulation to study human-centric complex adaptive systems is my primary research interest. Such investigations improve the understanding of indirect effects that are not obviously related to their causes. More specifically, in my research I examine social and economic processes by studying the emergence of complex behaviour from relative simple activities. I find this area particularly interesting and challenging as it is highly interdisciplinary, involving disciplines like social science, psychology, management science, operations research, and engineering.

Furthermore, I am interested in different forms of nature inspired computing, game character behaviour modelling and agent-based robotics.

 
 
 
Latest News


  • Posted on 05/05/2009: I have accepted the guest editorship (together with Prof. Ian Wilkinson) for a Special Issue of the International Journal of Innovation and Technology Management (IJITM). The title is "Multi-Agent Simulation as a Novel Decision Support Tool for Innovation and Technology Management". For more information please download the CfP.

  • Posted on 10/12/2008: We have launched a wiki site called AnyTips today. Its main purpose is to share models and other resources related to the multi-method simulation software AnyLogic.

  • Posted on 18/11/2008: The slides and some additional material of my recent tutorial "Everything you always wanted to know about Discrete Event Simulation ... but were afraid to ask ;o)" are available online now (the model included in the additional material pack requires AnyLogic v5.5 to be installed).

  • Posted on 23/10/2008: We are organising an AnyLogic Simulation Workshop for Academics and PhD students in Nottingham on the 1st December

  • Posted on 07/10/2008: We have launched the IMA Seminar Series today. Seminars take place every Tuesday between 2-3pm. For more information and presentations see our Seminar Website.
 
 
 
Research

Current Project: Modelling and Analysing the Cargo Screening Process
 

EPSRC EP/G004234/1

The efficiency of current cargo screening processes is unknown as no benchmarks exists against which they could be measured (% detected vs. % missed). Some manufacturer benchmarks exist for individual sensors which have been tested under laboratory conditions but we have not found any benchmarks that take a holistic view of the screening procedures assessing a combination of sensors and also taking operator variability into account.

Just adding up resources and manpower used is not an effective way for assessing systems where human decision-making (e.g. interpreting sensor signals) and operator compliance to rules (e.g. when operating with equipment) play a vital role. For such systems more advanced assessment methods need to be used, taking into account that the cargo screening process is of a dynamic and stochastic nature.

We are proposing to design a plug and play software tool (cargo screening system simulator) that will map the right technology and manpower to the right commodity / threat combination. System simulation can help to understand the processes currently in place and show the consequences of changes to these processes over time. The tool will enable the optimisation of resources (equipment, manning) and processes (job organisation, interoperability of equipment, teamwork, communication, data flow) and allow to evaluate the integration of new sensor technology and how they will improve detection efficiency.


 

Next Project: Future Energy Decision Making for Cities – Can Complexity Science Rise to the Challenge?
 

EPSRC EP/G05956X/1

The research addresses a key challenge for energy sustainability - how can individual UK cities play their vital role in the implementation of ambitious future UK energy sustainability policies between now and 2020, whilst mitigating conflicts with the local imperatives that until now have dominated local government decision making? There are many different actors/key stakeholders (and legislation) involved in decision making processes that interact/influence each other in a non linear way. It is common practice to model only a subset of the actors involved in the decision making process. However, to get a realistic representation of the real system and its decision making processes we need to model the decision makers (politicians and senior local government personnel) on the one hand and the people influencing the decision making process (energy companies and their executives, activity groups and end users) on the other hand.

We will deploy agent-based modelling and simulation to deliver models that enable cities to define their current energy situation and then reach balanced decisions in their future energy planning, implementing UK sustainability targets. The project work will also involve efforts to relate and, where possible, integrate these agent-based models with dynamical network models of the evolving energy supply-demand network developed be our collaborators at Leeds University.

 

Previous Project: A Multi-Agent Simulation of Retail Management Practices
 

EPSRC EP/D503949/1

Our previous project is part of an IDEAS Factory Network Project which investigates the role of management practices in closing the productivity gap. Our task in Nottingham is to develop a tool that helps to understand and predict the impact of different management practices on retail store productivity. After an intensive review of the literature we have decided to use agent-based modelling and simulation to support our investigations. In agent-based simulation models a complex system is represented by a collection of agents that are designed to mimic the behaviour of their real world counterparts and are programmed to follow some often quite simple behaviour rules. Macro behaviour is not modelled but it emerges from the micro decisions of the individual agents (Pourdehnad et al., 2002). Through interaction of agents with each other and their environment the simulation produces complex collective behaviour patterns.

There has been a fair amount of modelling and simulation of operational management practices, but people management practices have often been neglected although research suggests that they crucially impact upon an organization's performance (Birdi et al., 2008). One reason for this neglect relates to the key component of people management practices, an organisation's people, who may often be unpredictable in their individual behaviour.

In our project we focus on simulating various in-store scenarios grounded in empirical case studies with a leading UK retailer. We investigate if agent-based modelling and simulation can help us with assessing the impact of people management practices on customer satisfaction, under consideration of external stimulation attributable to the word of mouth and internal stimulation triggered by memory of one's own previous shopping experiences in relation to the performance of a service-oriented retail department.

To achieve this aim we have adopted a case study approach using applied research methods to collect both qualitative and quantitative data. This has enabled us to acquire a valid and reliable understanding of how the real system operates, revealing insights into the working of the system as well as the behaviour of and interactions between the different individuals and their complementary roles within the retail department. Using this knowledge and data, we have applied agent-based modelling to devise a functional representation of the case study departments. By executing the simulation models we can run experiments to investigate the effects of different management scenarios.

We have presented our work at all major annual simulation conferences and have found that interest in the research area is steadily growing. Developing capabilities in modelling human behaviour and performance becomes more and more relevant for business and organisations but also in areas like prevention of terrorism, homeland security, and emergency responses.

 

References:

Birdi, K., Clegg, C.W., Patterson, M., Robinson, A., Stride, C.B., Wall, T.D., and Wood, S.J. (2008). "The Impact of Human Resource and Operational Management Practices on Company Productivity: A Longitudinal Study" Personnel Psychology, accepted for publication.

Pourdehnad, J., Maani, K., and Sedehi, H. (2002). "System Dynamics and Intelligent Agent-Based Simulation: Where is the Synergy?" Proceedings of the 20th International Conference of the System Dynamics Society, 28 July - 1 August 2002, Palermo, Italy.


 

Discussions
 

There are some topics that have been bugging me for a while now. I have started to discuss these at SimSoc (News and discussion about Computer Simulation in the Social Sciences). These topics are:


  • 09/04/2008: Difference between DES and ABS - is there one or does it just depend on the world view?
  • 15/04/2008: Validation of ABS models – the same as for DES models?
  • 21/04/2008: How can we model behaviour that goes beyond explicit prescribed requirements?
  • 23/06/2008: How intelligent are our agents?

 

Models
 

I have decided to publish all the models we have used for the experiments in our publications. The models require the simulation software AnyLogic. An evaluation copy can be obtained from XJ Technologies. Make sure you get AnyLogic v5.5 as the models will not work with any later version!

The models have not been developed with the intention of being released to the public, so don't expect an extensive documentation. In fact, the documentation is very rudimentary, with just a few remarks in the java source code. The concepts for the model components are described in our publications. If I have some spare time I will improve the documentation and also do some bug fixes in the older versions, so keep an eye on this section for updates.

If you use our concepts or our models or parts of our code please remember to cite us appropriately. If you have any specific questions do not hesitate to contact me. I will try to help but I cannot promise anything!




 
Publications

Journal Papers
 
  • Siebers, P.O., Aickelin, U., Celia, H. and Clegg, C. (20xx) 'Towards the Development of a Simulator for Investigating the Impact of People Management Practices on Retail Performance'. Journal of Simulation, accepted for publication. PDF Preprint (0.56 MB)

  • Siebers, P.O., Aickelin, U., Celia, H. and Clegg, C. (2010) 'Simulating Customer Experience and Word-Of-Mouth in Retail - A Case Study'. Simulation: Transactions of the Society for Modeling and Simulation International, 86(1) pp. 5-30. PDF Preprint (1.00 MB)

  • Siebers, P.O., Aickelin, U., Celia, H. and Clegg, C. (2009) 'Modeling and Simulating Retail Management Practices: A First Approach'. International Journal of Simulation and Process Modelling, 5(3), pp. 215-232. PDF Preprint (0.63 MB)

  • Baines, T.S., Mason, S.A., Siebers, P.O. and Ladbrook, J. (2004) 'Humans: The Missing Link in Manufacturing Simulation?'. Simulation Modelling Practice and Theory, 12(7-8), pp. 515-526. PDF Preprint (0.08 MB)
 
Conference Papers
 
  • Siebers, P.O., Aickelin, U., Menachof, D., Sherman, G. and Zimmerman, P. (2009) 'Modeling and Analysing Cargo Screening Processes: A Project Outline', Proceedings of the INFORMS Simulation Society Research Workshop, pp tba, 25-27 June 2009, Warwick, UK. PDF (0.14 MB)

  • Siebers, P.O., Aickelin, U., Celia, H. and Clegg, C. (2008) 'An Agent-Based Simulation of In-Store Customer Experiences', Proceedings of the 2008 Operational Research Society Simulation Workshop, pp 25-41, 1-2 April 2008, Worcestershire, UK. PDF Preprint (0.77 MB)

  • Siebers, P.O., Aickelin, U., Celia, H. and Clegg, C. (2007) 'Using Intelligent Agents to Understand Management Practices and Retail Productivity', Proceedings of the Winter Simulation Conference, pp 2212-2220, 9-12 December 2007, Washington DC, USA. PDF Preprint (0.37 MB)

  • Siebers, P.O., Aickelin, U., Celia, H. and Clegg, C. (2007) 'Understanding Retail Productivity by Simulating Management Practises', Proceedings of the EUROSIM Congress on Modelling and Simulation, 9-13 September 2007, Ljubljana, Slovenia. PDF Preprint (0.36 MB)

  • Siebers, P.O., Aickelin, U., Celia, H. and Clegg, C. (2007) 'A Multi-Agent Simulation of Retail Management Practices', Proceedings of the Summer Computer Simulation Conference, pp 959-966, 15-18 July 2007. San Diego, USA. PDF Preprint (0.35 MB)

  • Siebers, P.O., Baines, T.S., Mason, S.A., and Ladbrook, J. (2004) 'Modelling Human Variation in Assembly Line Models'. Proceedings of the 2004 Operational Research Society Simulation Workshop (SW04). 1-2 May 2004, Birmingham, UK. PDF Preprint (0.16 MB)

  • Mason, S.A., Baines, T.S., Siebers, P.O., and Ladbrook, J. (2004) 'The Impact of Modelling Human Performance Variation Modelling in a Typical Manufacturing System'. Proceedings of the 2004 Operational Research Society Simulation Workshop (SW04).
 
Working Papers
 
  • Siebers, P.O., Aickelin, U., Battisti, G., Celia, H., Clegg, C.W., Fu, X., De Hoyos, R., Iona, A., Petrescu, A., and Peixoto, A. (2008) 'The Role of Management Practices in Closing the Productivity Gap'. AIM Working Paper Series, 065, ISSN 1744-0009. PDF
 
Book Chapters
 
  • Siebers, P.O. and Aickelin U. (2008) 'Introduction to Multi-Agent Simulation'. In Adam, F. and Humphreys, P., (Eds.). Encyclopedia of Decision Making and Decision Support Technologies, Pennsylvania: Idea Group Publishing, pp 554-564. PDF Preprint (0.32 MB)

  • Siebers, P.O., Aickelin U., Celia H. and Clegg C. (2008). 'Multi-Agent Simulation and Management Practices'. In Adam, F. and Humphreys, P., (Eds.). Encyclopedia of Decision Making and Decision Support Technologies, Pennsylvania: Idea Group Publishing, pp 645-652. PDF Preprint (0.21 MB)

  • Siebers, P.O. (2006) 'Worker Performance Modeling in Manufacturing Systems Simulation'. In Rennard, J.-P., (Ed.). Handbook of Research on Nature Inspired Computing for Economy and Management. Pennsylvania: Idea Group Publishing, pp. 661-678. PDF Preprint (0.36 MB)
 
PhD Thesis
 
  • Siebers, P.O (2004) 'The Impact of Human Performance Variation on the Accuracy of Manufacturing System Simulation Models'. PhD Thesis. Cranfield University, Cranfield, UK. PDF (3.46 MB)
 
Invited Talks
 
  • Siebers, P.O. (2009) 'A Multi-Agent Simulation of Retail Management Practices', Seminar given on the 17/03/2009 at Salford University, Salford, UK. PDF (1.71 MB) or Zip file including PPT and Simulation Executables (3.05 MB)

  • Siebers, P.O., Aickelin, U., Celia, H. and Clegg, C. (2008) 'Agent-Based Simulation as a Novel Decision Support Tool for Retail Managers', Presented at the Mini Symposium: Novel Simulations - Mathematical Modelling from a Different Perspective, Proceedings of the 15th European Conference on Mathematics for Industry (ECMI 2008), p 49, 30 June - 4 July 2008, University College London, UK. PDF Abstract (0.04 MB)
 
Conference Presentations
 
  • Majid, M., Aickelin U., and Siebers P.O. (2007): 'Human Behaviour Modelling for Discrete Event and Agent Based Simulation: A Case Study', Annual Operational Research Conference 49 14-16 September 2007, Edinburgh, UK.

  • Siebers, P.O. and Aickelin, U. (2007). 'A Multi-Agent Simulation of Retail Management Practices'. Advanced Institute of Management Research (AIM) Summer School 16-17 April 2007, Nottingham, UK. PDF (0.94 MB)

  • Celia, H., Clegg, C., Siebers, P.O. and Aickelin, U. (2007). 'Understanding the Impact of Management Practices and other Factors on Productivity in the UK Retail Sector'. The 13th European Congress of Work and Organizational Psychology, 9-12 May 2007, Stockholm, Sweden.

  • Celia, H., Robinson, M.A., Clegg, C.W., Siebers, P.O., Aickelin U., Jackson, H., and Sprigg, C. (2007). 'Using Intelligent Agents to Understand Organisational Behaviour'. British Psychological Society, Division of Occupational Psychology Annual Conference. 10-12 January 2007, Bristol, UK.

  • Siebers, P.O. (2004) "Modelling Human Variation in Manual Assembly Line Models". Student Session of the Sixth European Agent Systems Summer School (EASSS2004). 5-9 July 2004, Liverpool, UK. PDF (1.69 MB)

  • Siebers, P.O., Baines, T.S., Mason, S.A., and Ladbrook, J. (2003) "Worker Behaviour Modelling - Does It Matter?". Operational Research Society, Annual Conference (OR45). 2-3 September 2003, Keele, UK. PDF (2.51 MB)

  • Mason, S.A., Baines, T.S., Siebers, P.O., and Ladbrook, J. (2003) "Measurement and Analysis of Blocked and Starved Conditions in a Flow Line Assembly Plant". Operational Research Society, Annual Conference (OR45). 2-3 September 2003, Keele, UK.

  • Mason, S.A., and Siebers, P.O. (2002) "Humans: The Missing Link in Simulation?". Operational Research Society, Simulation Study Group Two-Day Workshop. 20-21 March 2002, Birmingham, UK.

  • Siebers, P.O. and Baines, T.S. (2001) "Integrated Human Performance Modelling: An Overview of Human Performance Modelling and Its Usability in Manufacturing System Design". Operational Research Society, Annual Conference (OR43). 4-6 September 2001, Bath, UK. PDF (0.13 MB)
 
Internal Presentations
 
  • 09/06/2009 - IMA Tutorial: Introduction to AnyLogic. See IMA Seminar Website

  • 18/11/2008 - IMA Tutorial: Introduction to OR Simulation. See IMA Seminar Website

  • 05/06/2008 - Seminar at Marriott County Hall, London: Understanding Retail Capabilities. PDF (1.41 MB)

  • 09/05/2008 - Business School Talk: Agent-Based Simulation of In-Store Customer Experiences. PDF (1.54 MB)

  • 12/02/2008 - AIM Retail Day Talk: A Multi-Agent Simulation of Retail Management Practices. PDF (1.06 MB)

  • 15/03/2007 - ASAP Research Seminar: A Multi-Agent Simulation of Retail Management Practices. PDF (1.30 MB)

  • 15/02/2007 - IDEAS Feedback Session: Can Simulation Help to Understand the Impact of Management Practices on Retail Productivity? (Presentation + Notes). PDF (1.25 MB)

  • 12/04/2006 - Project Summary: Investigating the Impact of Management Practices on Retail Store Productivity: Prosal of an Agent Based Approach. PDF (0.19 MB)

  • 15/02/2006 - ASAP Research Seminar: Simulation - A Key Technique in Operations Research. PDF (1.84 MB)





 
Curriculum Vitae

Qualifications
 
2000 - 2005: Cranfield University, England
  PhD Studies in Human Performance Modelling and Simulation
 
  • Thesis Title: "The Impact of Human Performance Variation on the Accuracy of Manufacturing System Simulation Models". PDF (3.46 MB)
 
1998 - 1999: University of Portsmouth (ERASMUS student exchange), England
  BEng(Hons) Engineering with Business Management
 
  • Final Project: "Control of a Four-Axis Horizontal Jointed Industrial Robot in a Windows Based Environment".
 
1992 - 1998: Technical University of Hamburg, Germany
  Dipl. Ing. FH in General Mechanical Engineering
 
  • Final Project: "Optimisation of the Friction Welding Process at Low Pressure and High Speed for Special Material Combinations".
 
1990 - 1992: Praezisionstechnik Roni Engehardt, Germany
  Apprenticeship in Mechanical Engineering

 

Employment
 
01/2006 - ongoing: Nottingham University, England
  Research Fellow
 
  • Project: Modelling and Analysing the Cargo Screening Process.
  • Project: A Multi-Agent Simulation of Retail Management Practices.
 
07/2005 - 09/2005: PERA, England
  Research Funding Proposal Writer
 
  • Work included: Concept development and writing of a FP6 CRAFT funding proposal for a pharmaceutical anti-tamper easy to recycle fibre drum.
 
10/2001 - 10/2003: Cranfield University, England
  Research Assistant
 
  • Work included: Human Performance Modelling (PhD related), Simulation, Programming and Web Site development and maintenance.
 
09/1999 - 09/2000 RCMI at University of Portsmouth and DATUM Electronics, England
  Database & Website Programmer
 
  • Work included: Development of a Capability Database (RCMI) and development of a user friendly control software for a new generation of electrical sub-assembly testing devices (DATUM)
 
Occasional:
  Freelance Translator
 
  • Translation of technical reports (German/English and English/German).




 
Research Links

Agents & Multi-Agent Systems
 
Agent-Based Systems for Intelligent Manufacturing - Survey
AgentLink.org European Coordination Action for Agent-Based Computing
Home Page of ABLE
Home Page of AgentSheets
Home Page of Ascape
Home Page of CORMAS
Home Page of MadKit
Home Page of MAML
Home Page of NetLogo
Home Page of RePast
Home Page of Swarm
Link Collection - Autonomous Agents
Why, When, and Where to Use Software Agents
 
Academic Search Engines
 
Google Scholar (beta version)
Wikipedia (free encyclopedia)
Vivísimo Velocity (search, federated search & clustering) ... Thanks to Will for the tip!
Scirus (for scientific information only)
Clusty (allows to refine search results by cluster)
CCSB - The Collection of Computer Science Bibliographies ... Thanks to Uwe for the tip!
CiteSeer - Computer Science Directory
CiteSeer - Research Publications Index
 
Agent-Based Computational Economics
 
Leigh Tesfatsion's Website on Agent-Based Computational Economics
Conference: Artificial Economics 2006 (14-15 September 2006; Aalborg, Denmark)
Agent-Based Computational Economics - An Introduction (Charlotte Bruun)
Multi-Agent Market Modeling Based on Neural Networks (PhD Thesis: Ralph Grothmann)
Seventh Trento Summer School: Agent-Based Computational Economics (3-21 July 2006; Trento, Italy)
Handbook of Computational Economics, Volume 1 (Contents)
Handbook of Computational Economics, Volume 2 (Contents)
Herbert Simon Lectures: Agent-Based Computational Economics and Market Design
Nicolaas J. Vriend: ACE Models of Endogenous Interaction (Working Paper)
 
Artificial Intelligence
 
American Association for Artificial Intelligence (AAAI) - Topics
Generation5: At the Forefront of Artificial Intelligence
 
Artificial Life
 
ALife Bibliography (Uni Sussex)
International Society of Artificial Life
 
Complexity
 
Boids (Flocks, Herds, and Schools a Distributed Behavioral Model)
Cellular Automata and Complex Systems
Complex Adaptive Systems Links
COSI - Complexity in Social Science
 
Fuzzy Logic
 
Introduction to Fuzzy Logic
 
Game Theory
 
David Levine's Economic and Game Theory Page
Game Theory Net
Game Theory Society
 
Human Performance Modelling
 
Application of Human Modeling Technology to Design and Evaluation of Complex Systems
Nat'l Academies Press - Ergonomic Models of Anthropometry ... (complete book)
Nat'l Academies Press - Quantitative Modeling of Human Performance ... (complete book)
Simulating Human Performance in Complex, Dynamic Environments (dissertation)
 
Locations
 
Agent ART Group (Liverpool)
IAM Group (Southampton)
MIT Artificial Intelligence Lab
MIT Research
New England Complex Systems Institute
Santa Fe Institute
The Centre for Research in Social Simulation (CRESS)
The Multi-Agent Systems Lab (Massachusetts)
 
Manufacturing
 
HBS Working Knowledge - Operations
Lean Manufacturing Glossary (Gemba Research)
 
Miscellaneous
 
BlueJ - Teaching Java - Learning Java
Books on Simulations Simulations, Complexity and Artificial Life
Language Dictionaries
Multimap - Map Search
Slashdot - News for Nerds
 
People
 
Adelinde Uhrmacher
Bruce Edmonds
Edmund Chattoe-Brown
Gerhard Weiss
Joshua M. Epstein
Kathleen M. Carley
Klaus G. Troitzsch
Leigh Tesfatsion
Mike Wooldridge
Nick Jennings
Nigel Gilbert
Patty Maes
Pietro Terna
Robert Axelrod
Robert Axtell
Nicolaas J. Vriend
Lin Padgham
 
Research Training
 
Amusing Essay on 'How not to give a presentation' (see 'Rapid Response' section for more :o)
For ASAP students/staff: Advice on how to give seminar feedback + form
Excellent booklet series on 'Developing Writing' (by Kate Williams, Oxford Brookes University)
- Developing Writing: 1 - Essential Writing Skills (Content)
- Developing Writing: 2 - Using Data (Content)
- Developing Writing: 3 - Scientific and Technical Writing (Content)
- Developing Writing: 4 - Writing Reports (Content)
- Developing Writing: 5 - Writing Essays (Content)
- Developing Writing: 6 - A Tutor Manual (Content)
 
Robotics
 
Robot Lab at the University of Nottingham
MIT - Humanoid Robotics Group
RoboCup - Official Site
 
Simulation
 
Modeling and Simulation Resources by Hossein Arsham (Baltimore)
Modeling, Simulation and Visualization Group - Home
Modelling and Simulation Tools
Open Simulation Modeling Language (OpenSML)
Simulation Software Development Frameworks
WSC Programs with Full Papers
 
Social Simulation
 
The Centre for Research in Social Simulation (CRESS)
Computational Analysis of Social and Organizational Systems (CASOS)
European Social Simulation Association (ESSA)
Journal of Artificial Societies and Social Simulation (online journal)
SimSoc Newsgroup
Simulation for the Social Scientist (complete book)
 
Statistics
 
A New View of Statistics (complete book)
HyperStat Online Textbook (complete book)
Psychological Statistics at SMSU
RIPL - Statistical Mediation
Structural Equation Modeling (David A. Kenny)
WINKS Statistics Software for Research - Tutorials
Electronic Statistical Textbook (StatSoft)
 
Virtual Characters
 
Ben's Virtual Humans Page
Virtual Human Interaction Lab
Human Modeling and Simulation (University of Pennsylvania)
Interactive Story Net - Links
MIRALab - Virtual Humans and Virtual Worlds
MIT - Synthetic Characters Group
The Game AI Page




 
Bibliography
 
In this section I have compiled a list of books, theses and papers that I have found very useful during my research activities. For getting more information about the books and access to many of the papers I would recommend to use the search engine GOOGLE Scholar.
 

Simulation
 
[Book] Systems Simulation: The Art and Science (Shannon, 1975)
[Book] Simulation: The Practice of Model Developmentand Use (Robinson, 2003)
[Book] Computer Simulation in Management Science (Pidd, 2002)
 
Operations Research
 
[Book] Introduction to Operations Research (Hillier & Liebermann, 2005)
 
Artificial Intelligence
 
[Book] Artificial Intelligence: A Guide to Intelligent Systems (Negnevitsky, 2004)
[Book] Programming Game AI by Example (Buckland, 2005)
 
Agents & Multi-Agent Systems
 
[Book] Introduction to Multi-Agent Systems (Wooldridge, 2002)
[Book] Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence (Weiss, 2000)
[Book] Developing Intelligent Agent Systems (Padgham and Winikoff, 2004)
 
Management Practices (Service Sector)
 
[Book] Retail Management: A Strategic Approach (Berman & Evans, 2003)
 
Consumer Behaviour
 
[Thesis] Modelling Consumer Behaviour (Jager, 2000)

 

Last update: 28/01/09