Modelling Approaches

Understanding and mitigating risks and threats to critical infrastructures relies heavily on the ability to construct and validate models often involving physical systems or even human intervention. This, together with the wide range of scales from critical systems such as industrial process control systems of critical facilities to interactions among multiple sectors up to and including a global scale presents a very large problem space which can only be conquered by an equally broad range of modelling techniques commensurate to the infrastructure aspects being studied. Sophisticated domain-specific models do not necessarily provide the type of insight into dependencies and interactions, which are often driven by information and communication systems and necessitate the study of novel models. Similarly, however, conventional information security research is typically not concerned with interactions of information systems with physical environment, while at the same time conventional infrastructure models emphasise on well-understood statistical event models rather than considering adversarial behaviour.

[1]  Béla Bollobás,et al.  Modern Graph Theory , 2002, Graduate Texts in Mathematics.

[2]  Renato Rosa,et al.  A Computable General Equilibrium Analysis , 2011 .

[3]  Victor Brovkin,et al.  Global biogeophysical interactions between forest and climate , 2009 .

[4]  M. Banse,et al.  Modelling CAP decoupling in the EU : a comparison of selected simulation models and results , 2007 .

[5]  U. Beck Risikogesellschaft auf dem Weg in eine andere Moderne , 1986 .

[6]  J. Rabinowitz,et al.  Rehospitalization rates of chronically ill schizophrenic patients discharged on a regimen of risperidone, olanzapine, or conventional antipsychotics. , 2001, The American journal of psychiatry.

[7]  Kerstin Ronneberger,et al.  KLUM@GTAP: Spatially-Explicit, Biophysical Land Use in a Computable General Equilibrium Model , 2008, GTAP Working Paper.

[8]  Erik Jenelius,et al.  Critical infrastructure protection under imperfect attacker perception , 2010, Int. J. Crit. Infrastructure Prot..

[9]  C. Müller,et al.  Modelling the role of agriculture for the 20th century global terrestrial carbon balance , 2007 .

[10]  H.G. Tanner,et al.  On the controllability of nearest neighbor interconnections , 2004, 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601).

[11]  R. Baker,et al.  Comments to the editor on "Outcomes and costs of risperidone versus olanzapine in patients with chronic schizophrenia or schizoaffective disorders: a Markov model". , 2005, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[12]  David A. Burke,et al.  Towards a Game Theory Model of Information Warfare , 2012 .

[13]  Anne Toppinen,et al.  Forest sector modelling in Europe—the state of the art and future research directions , 2010 .

[14]  G. Hegerl,et al.  The role of land use change in the recent warming of daily extreme temperatures , 2013 .

[15]  J. Lamarque,et al.  The HadGEM2-ES implementation of CMIP5 centennial simulations , 2011 .

[16]  George E. Apostolakis,et al.  Identification of critical locations across multiple infrastructures for terrorist actions , 2007, Reliab. Eng. Syst. Saf..

[17]  Gordon B. Bonan,et al.  Effects of Land Use on the Climate of the United States , 1997 .

[18]  Kiyoshi Kobayashi,et al.  Disclosure strategies for critical infrastructure against terror attacks , 2010, 2010 IEEE International Conference on Systems, Man and Cybernetics.

[19]  李慧琳,et al.  Modelling Land Use Changes in GTAP , 2003 .

[20]  D S Callaway,et al.  Network robustness and fragility: percolation on random graphs. , 2000, Physical review letters.

[21]  Wassily Leontief Input-Output Economics , 1966 .

[22]  E. Stehfest,et al.  Harmonization of land-use scenarios for the period 1500–2100: 600 years of global gridded annual land-use transitions, wood harvest, and resulting secondary lands , 2011 .

[23]  Günther Fischer,et al.  Reducing climate change impacts on agriculture: Global and regional effects of mitigation, 2000–2080 , 2007 .

[24]  S. Levis,et al.  Evaluation of the New CNDV Option of the Community Land Model: Effects of Dynamic Vegetation and Interactive Nitrogen on CLM4 Means and Variability* , 2012 .

[25]  O. G. Haywood Military Decision and Game Theory , 1954, Oper. Res..

[26]  I. C. Prentice,et al.  Evaluation of ecosystem dynamics, plant geography and terrestrial carbon cycling in the LPJ dynamic global vegetation model , 2003 .

[27]  Alan M. Frieze,et al.  Adversarial deletion in a scale free random graph process , 2005, SODA '05.

[28]  Dan Assaf,et al.  Models of critical information infrastructure protection , 2008, Int. J. Crit. Infrastructure Prot..

[29]  J. Caro,et al.  Pharmacoeconomic analyses using discrete event simulation , 2012, PharmacoEconomics.

[30]  J. Lieberman,et al.  Effects of atypical antipsychotics on the syndromal profile in treatment-resistant schizophrenia. , 2004, The Journal of clinical psychiatry.

[31]  Vittorio Rosato,et al.  Modelling interdependent infrastructures using interacting dynamical models , 2008, Int. J. Crit. Infrastructures.

[32]  Ariel Dinar,et al.  Climate Change and Agriculture: An Economic Analysis of Global Impacts, Adaptation and Distributional Effects , 2009 .

[33]  John F. B. Mitchell,et al.  The next generation of scenarios for climate change research and assessment , 2010, Nature.

[34]  E. Schmid,et al.  Global land-use implications of first and second generation biofuel targets , 2011 .

[35]  J. Lieberman,et al.  Effectiveness of antipsychotic drugs in patients with chronic schizophrenia. , 2005, The New England journal of medicine.

[36]  A. Pfaff What drives deforestation in the Brazilian Amazon? Evidence from satellite and socioeconomic data , 1997 .

[37]  Javier Santos,et al.  Modeling and Simulating Information Security Management , 2007, CRITIS.

[38]  Kevin L. Stamber,et al.  An agent-based microsimulation of critical infrastructure systems , 2000 .

[39]  Naota Hanasaki,et al.  Incorporating anthropogenic water regulation modules into a land surface model , 2012 .

[40]  Giorgio Matteucci,et al.  A process-based model to simulate growth in forests with complex structure: Evaluation and use of 3D-CMCC Forest Ecosystem Model in a deciduous forest in Central Italy , 2014 .

[41]  G. Tserpes,et al.  Age determination and growth of swordfish Xiphias gladius L., 1758 in the Aegean Sea , 1989 .

[42]  Praveen Kumar,et al.  A catchment‐based approach to modeling land surface processes in a general circulation model: 1. Model structure , 2000 .

[43]  K. Kok,et al.  Evaluating impact of spatial scales on land use pattern analysis in Central America , 2001 .

[44]  James H. Lambert,et al.  Risk Analysis and Society: Risk of Extreme and Rare Events: Lessons from a Selection of Approaches , 2003 .

[45]  F. López-Muñoz,et al.  Long-Acting Injectable Risperidone Compared with Zuclopenthixol in the Treatment of Schizophrenia with Substance Abuse Comorbidity , 2006, Canadian journal of psychiatry. Revue canadienne de psychiatrie.

[46]  Markus Kempen,et al.  Linking an economic model for European agriculture with a mechanistic model to estimate nitrogen and carbon losses from arable soils in Europe , 2008 .

[47]  F. Chapin,et al.  Boreal forest and tundra ecosystems as components of the climate system , 1995 .

[48]  Karl Claxton,et al.  Assessing Quality in Decision Analytic Cost-Effectiveness Models , 2000, PharmacoEconomics.

[49]  Stefano Panzieri,et al.  A Holistic-Reductionistic Approach for Modeling Interdependencies , 2009, Critical Infrastructure Protection.

[50]  Emmanouil N. Anagnostou,et al.  Improving the representation of river–groundwater interactions in land surface modeling at the regional scale: Observational evidence and parameterization applied in the Community Land Model , 2012 .

[51]  J. Bouma,et al.  Land use change under conditions of high population pressure : the case of Java , 1999 .

[52]  Giovanni Ulivi,et al.  Simulation of heterogeneous and interdependent critical infrastructures , 2008, Int. J. Crit. Infrastructures.

[53]  Konstantinos I. Stergiou,et al.  Overfishing, tropicalization of fish stocks, uncertainty and ecosystem management: resharpening Ockham's razor , 2002 .

[54]  Robert Mendelsohn,et al.  Forest Management, Conservation, and Global Timber Markets , 1999 .

[55]  Kees Klein Goldewijk,et al.  Biogeophysical effects of land use on climate : Model simulations of radiative forcing and large-scale temperature change , 2007 .

[56]  K. Fraedrich,et al.  A Green Planet versus a Desert World: Estimating the Effect of Vegetation Extremes on the Atmosphere , 1999 .

[57]  Kash Barker,et al.  Measuring the efficacy of inventory with a dynamic input-output model , 2010 .

[58]  Daniel Pauly,et al.  Systematic distortions in world fisheries catch trends , 2001, Nature.

[59]  Elena G. Irwin,et al.  Economics and the Land Use-Environment Link , 1999 .

[60]  Yacov Y. Haimes,et al.  Journal of Homeland Security and Emergency Management A Roadmap for Quantifying the Efficacy of Risk Management of Information Security and Interdependent , 2011 .

[61]  Hideyuki Tanaka Quantitative analysis of information security interdependency between industrial sectors , 2009, ESEM 2009.

[62]  E. Andrijcic,et al.  A Macro‐Economic Framework for Evaluation of Cyber Security Risks Related to Protection of Intellectual Property , 2006, Risk analysis : an official publication of the Society for Risk Analysis.

[63]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[64]  G. Box,et al.  On a measure of lack of fit in time series models , 1978 .

[65]  Jae Edmonds,et al.  A long-term global energy- economic model of carbon dioxide release from fossil fuel use , 1983 .

[66]  Anthony C. Janetos,et al.  Research priorities in land use and land‐cover change for the Earth system and integrated assessment modelling , 2010 .

[67]  I. C. Prentice,et al.  An integrated biosphere model of land surface processes , 1996 .

[68]  A. Veldkamp,et al.  Multi - scale modelling of land use change dynamics in Ecuador , 1999 .

[69]  Steven C. Wheelwright,et al.  Forecasting methods and applications. , 1979 .

[70]  M. Janssen,et al.  Multi-Agent Systems for the Simulation of Land-Use and Land-Cover Change: A Review , 2003 .

[71]  B. Solberg,et al.  Impacts of policy means for increased use of forest-based bioenergy in Norway : A spatial partial equilibrium analysis , 2007 .

[72]  Isabelle Reginster,et al.  Modelling the spatial distribution of agricultural land use at the regional scale , 2003 .

[73]  J. Deardorff Efficient prediction of ground surface temperature and moisture, with inclusion of a layer of vegetation , 1978 .

[74]  L. Ereshefsky,et al.  A pharmacoeconomic model of outpatient antipsychotic therapy in "revolving door" schizophrenic patients. , 1996, The Journal of clinical psychiatry.

[75]  R. Dickinson,et al.  The Common Land Model , 2003 .

[76]  G. Bonsel,et al.  Heart transplantation in the Netherlands; costs, effects and scenarios. , 1993, Journal of health economics.

[77]  M. Tavoni,et al.  A World Induced Technical Change Hybrid Model , 2006 .

[78]  Larry Samuelson,et al.  Choosing What to Protect: Strategic Defensive Allocation Against an Unknown Attacker , 2005 .

[79]  J. D. F. Habbema,et al.  A simulation approach to cost-effectiveness and cost-benefit calculations of screening for the early detection of disease , 1987 .

[80]  Alessandro Vespignani,et al.  Dynamical Processes on Complex Networks , 2008 .

[81]  Valéry Masson,et al.  A Physically-Based Scheme For The Urban Energy Budget In Atmospheric Models , 2000 .

[82]  Ivar A. Seierstad,et al.  The Norwegian Earth System Model, NorESM1-M – Part 2: Climate response and scenario projections , 2012 .

[83]  Christine Wiedinmyer,et al.  Simulating biogenic volatile organic compound emissions in the Community Climate System Model , 2003 .

[84]  Ronald,et al.  GFDL’s ESM2 Global Coupled Climate–Carbon Earth System Models. Part I: Physical Formulation and Baseline Simulation Characteristics , 2012 .

[85]  M. Claussen,et al.  Past land use decisions have increased mitigation potential of reforestation , 2011 .

[86]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1972 .

[87]  L. Sloan,et al.  Reconstructing a lost Eocene Paradise, Part II: On the utility of dynamic global vegetation models in pre-Quaternary climate studies , 2006 .

[88]  M J Buxton,et al.  Modelling in economic evaluation: an unavoidable fact of life. , 1997, Health economics.

[89]  Carl Walters,et al.  Lessons for stock assessment from the northern cod collapse , 1996, Reviews in Fish Biology and Fisheries.

[90]  Mitchell J. Small,et al.  Risk Analysis and Society: An Interdisciplinary Characterization of the Field , 2003 .

[91]  Peter R. Winters,et al.  Forecasting Sales by Exponentially Weighted Moving Averages , 1960 .

[92]  C. Justice,et al.  High-Resolution Global Maps of 21st-Century Forest Cover Change , 2013, Science.

[93]  Victor Brovkin,et al.  Determining robust impacts of land-use induced land-cover changes on surface climate over North America and Eurasia; Results from the first set of LUCID experiments , 2012 .

[94]  Christian Posse,et al.  Evaluating North American Electric Grid Reliability Using the Barabasi-Albert Network Model , 2004, nlin/0408052.

[95]  Martin Knapp,et al.  Modelling the treated course of schizophrenia: Development of a discrete event simulation model , 2012, PharmacoEconomics.

[96]  Cohen,et al.  Resilience of the internet to random breakdowns , 2000, Physical review letters.

[97]  Jordi Lleonart,et al.  Time series modelling of landings in Northwest Mediterranean Sea , 2000 .

[98]  S. Manabe,et al.  SIMULATED CLIMATOLOGY OF A GENERAL CIRCULATION MODEL WITH A HYDROLOGIC CYCLE , 1965 .

[99]  Milos Manic,et al.  CIMS: A Framework for Infrastructure Interdependency Modeling and Analysis , 2006, Proceedings of the 2006 Winter Simulation Conference.

[100]  Patrick Lagadec,et al.  La civilisation du risque : catastrophes technologiques et responsabilité sociale , 1981 .

[101]  Lawrence Megan,et al.  Dynamic modeling and linear model predictive control of gas pipeline networks , 2001 .

[102]  R. L. Stephenson,et al.  Confronting Uncertainty in the Evaluation and Implementation of Fisheries-Management Systems , 1999 .

[103]  C. Müller,et al.  Uncertainties in climate responses to past land cover change: First results from the LUCID intercomparison study , 2009 .

[104]  Andrei P. Sokolov,et al.  A Global Land System Framework for Integrated Climate-Change Assessments , 2007 .

[105]  Adilson E. Motter,et al.  Resource allocation pattern in infrastructure networks , 2008, 0801.1877.

[106]  T. A. Black,et al.  Observed increase in local cooling effect of deforestation at higher latitudes , 2011, Nature.

[107]  I. Glick,et al.  A meta-analysis of the efficacy of second-generation antipsychotics , 2003, Schizophrenia Research.

[108]  Jens Kattge,et al.  Will the tropical land biosphere dominate the climate–carbon cycle feedback during the twenty-first century? , 2007 .

[109]  Roberto Setola,et al.  Critical Information Infrastructure Security, Third International Workshop, CRITIS 2008, Rome, Italy, October 13-15, 2008. Revised Papers , 2009, Critical Information Infrastructures Security.

[110]  Céline Bérard,et al.  Group Model Building Using System Dynamics: An Analysis of Methodological Frameworks , 2010 .

[111]  Sandro Bologna,et al.  Analysing interdependencies of critical infrastructures using agent discrete event simulation , 2005 .

[112]  Ariel Rubinstein,et al.  A Course in Game Theory , 1995 .

[113]  S. Levis,et al.  A process-based fire parameterization of intermediate complexity in a Dynamic Global Vegetation Model , 2012 .

[114]  Robert N. Stavins,et al.  Land-Use Change and Carbon Sinks: Econometric Estimation of the Carbon Sequestration Supply Function , 2005 .

[115]  Steven M. Rinaldi,et al.  Modeling and simulating critical infrastructures and their interdependencies , 2004, 37th Annual Hawaii International Conference on System Sciences, 2004. Proceedings of the.

[116]  R. P. Cleaver,et al.  Development of a model to predict the effects of explosions in compact congested regions , 1997 .

[117]  John A. Harrison,et al.  Sources and delivery of carbon, nitrogen, and phosphorus to the coastal zone: An overview of Global Nutrient Export from Watersheds (NEWS) models and their application , 2005 .

[118]  Alexander Loew,et al.  Evaluation of vegetation cover and land‐surface albedo in MPI‐ESM CMIP5 simulations , 2013 .

[119]  N Freemantle,et al.  Atypical antipsychotics in the treatment of schizophrenia: systematic overview and meta-regression analysis , 2000, BMJ : British Medical Journal.

[120]  N. Ramankutty,et al.  Farming the planet: 2. Geographic distribution of crop areas, yields, physiological types, and net primary production in the year 2000 , 2008 .

[121]  Fabio Armao Steven J. Brams, D. MARC Kilgour, Game Theory and National Security, Basil Blackwell, Oxford, 1988, £. 35. , 1990 .

[122]  P. Chue,et al.  Modelling the impact of compliance on the costs and effects of long-acting risperidone in Canada , 2012, PharmacoEconomics.

[123]  Yacov Y. Haimes,et al.  Managing the risk of terrorism to interdependent infrastructure systems through the dynamic inoperability input–output model , 2006 .

[124]  Mnv,et al.  The IMAGE 2.2 implementation of the SRES scenarios; A comprehensive analysis of emissions, climate change and impacts in the 21st century , 2001 .

[125]  S. Rose,et al.  Effects of GHG Mitigation Policies on Livestock Sectors , 2010, GTAP Working Paper.

[126]  Gordon B. Bonan,et al.  Quantifying carbon‐nitrogen feedbacks in the Community Land Model (CLM4) , 2010 .

[127]  C. Peng,et al.  Toward dynamic global vegetation models for simulating vegetation–climate interactions and feedbacks: recent developments, limitations, and future challenges , 2010 .

[128]  Stirling Bryan,et al.  Modelling in the economic evaluation of health care: selecting the appropriate approach , 2004, Journal of health services research & policy.

[129]  Gregg Marland,et al.  The climatic impacts of land surface change and carbon management, and the implications for climate-change mitigation policy , 2003 .

[130]  J. Neumann Zur Theorie der Gesellschaftsspiele , 1928 .

[131]  S. Chick,et al.  A taxonomy of model structures for economic evaluation of health technologies. , 2006, Health economics.

[132]  Konstantinos I. Stergiou,et al.  Modelling and forecasting annual fisheries catches: comparison of regression, univariate and multivariate time series methods , 1997 .

[133]  Albert Jones,et al.  Toward modeling and simulation of critical national infrastructure interdependencies , 2005 .

[134]  Review of the evidence for the long-term efficacy of atypical antipsychotic agents in the treatment of patients with schizophrenia and related psychoses , 2006 .

[135]  Stef Tijs,et al.  Models in Cooperative Game Theory , 2008 .

[136]  Wenguo Weng,et al.  An integrated quantitative risk analysis method for natural gas pipeline network , 2010 .

[137]  B. H. D. Frahan,et al.  Evaluation of Agro-Environmental Policy through a Calibrated Simulation Farm Model , 2011 .

[138]  Philip B. Duffy,et al.  Biogeophysical impacts of cropland management changes on climate , 2006 .

[139]  Michael T. Coe,et al.  The influence of historical and potential future deforestation on the stream flow of the Amazon River – Land surface processes and atmospheric feedbacks , 2008 .

[140]  A. Veldkamp,et al.  CLUE-CR: An integrated multi-scale model to simulate land use change scenarios in Costa Rica , 1996 .

[141]  Averill M. Law,et al.  Simulation Modeling and Analysis , 1982 .

[142]  P. Lionello,et al.  Anthropic land use causes summer cooling in Central Europe , 2011 .

[143]  J. Charney,et al.  Drought in the Sahara: A Biogeophysical Feedback Mechanism , 1975, Science.

[144]  James S. Famiglietti,et al.  Irrigation in California's Central Valley strengthens the southwestern U.S. water cycle , 2013 .

[145]  Joost R. Santos,et al.  Modeling the Demand Reduction Input‐Output (I‐O) Inoperability Due to Terrorism of Interconnected Infrastructures * , 2004, Risk analysis : an official publication of the Society for Risk Analysis.

[146]  L. Davies,et al.  A systematic review of atypical antipsychotic drugs in schizophrenia. , 2003, Health technology assessment.

[147]  Marco Gribaudo,et al.  Disaster Propagation in Heterogeneous Media via Markovian Agents , 2008, CRITIS.

[148]  Eric F. Lambin,et al.  A dynamic simulation model of land-use changes in Sudano-sahelian countries of Africa (SALU) , 2001 .

[149]  R. Rabbinge,et al.  Exploratory land use studies and their role in strategic policy making. , 1998 .

[150]  Steffen Fritz,et al.  A Global Forest Growing Stock, Biomass and Carbon Map Based on FAO Statistics , 2008 .

[151]  Finn Olav Sveen,et al.  Collaborative Modeling of Awareness in Critical Infrastructure Protection , 2011, 2011 44th Hawaii International Conference on System Sciences.

[152]  Scott C. Doney,et al.  Twentieth-Century Oceanic Carbon Uptake and Storage in CESM1(BGC)* , 2013 .

[153]  Kamaljit S. Bawa,et al.  Applications of Geographic Information Systems, Remote-Sensing, and a Landscape Ecology Approach to Biodiversity Conservation in the Western Ghats , 1997 .

[154]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[155]  James H. Lambert,et al.  Inoperability Input-Output Model for Interdependent Infrastructure Sectors. II: Case Studies , 2005 .

[156]  Richard Mesic,et al.  A Simple Game-Theoretic Approach to Suppression of Enemy Defenses and Other Time Critical Target Analyses , 2004 .

[157]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[158]  K. Cochrane,et al.  Reconciling sustainability, economic efficiency and equity in fisheries: the one that got away? , 2000 .

[159]  Brian C. O'Neill,et al.  A comprehensive view on climate change: coupling of earth system and integrated assessment models , 2012 .

[160]  Nils Kalstad Svendsen,et al.  An Analysis of Cyclical Interdependencies in Critical Infrastructures , 2007, CRITIS.

[161]  C. Pashos,et al.  Cost-effectiveness model of long-acting risperidone in schizophrenia in the US , 2012, PharmacoEconomics.

[162]  Joost R. Santos Interdependency analysis with multiple probabilistic sector inputs , 2008 .

[163]  J Lipscomb,et al.  Time Preference for Health in Cost-Effectiveness Analysis , 1989, Medical care.

[164]  J. Fromentin,et al.  Fishing effects and life history traits: a case study comparing tropical versus temperate tunas , 2001 .

[165]  Robert N. Stavins,et al.  The Costs of Carbon Sequestration: A Revealed-Preference Approach , 1999 .

[166]  S.D. Wolthusen,et al.  GIS-based command and control infrastructure for critical infrastructure protection , 2005, First IEEE International Workshop on Critical Infrastructure Protection (IWCIP'05).

[167]  Marcel Kinsbourne,et al.  in Schizophrenic Patients , 1987 .

[168]  Sergey N. Dorogovtsev,et al.  Critical phenomena in complex networks , 2007, ArXiv.

[169]  John G. Pope,et al.  A comparison of the performance of various methods for tuning VPAs using effort data , 1985 .

[170]  Stefano Panzieri,et al.  Agent-based input-output interdependency model , 2010, Int. J. Crit. Infrastructure Prot..

[171]  S. Havlin,et al.  Breakdown of the internet under intentional attack. , 2000, Physical review letters.

[172]  A. Plantinga,et al.  A Method for Estimating the Cost of CO2 Mitigation through Afforestation , 2001 .

[173]  G. Laux,et al.  Costs and effects of long-acting risperidone compared with oral atypical and conventional depot formulations in Germany , 2012, PharmacoEconomics.

[174]  Xingang Wang,et al.  Protecting infrastructure networks from cost-based attacks , 2009, ArXiv.

[175]  Alan Brennan,et al.  Modelling in Health Economic Evaluation , 2000, PharmacoEconomics.

[176]  S. Manabe,et al.  Climate Calculations with a Combined Ocean-Atmosphere Model , 1969 .

[177]  B. Sohngen,et al.  Towards An Integrated Land Use Database for Assessing the Potential for Greenhouse Gas Mitigation , 2005, GTAP Technical Paper Series.

[178]  M. Weigt,et al.  On the properties of small-world network models , 1999, cond-mat/9903411.

[179]  Douglas J. Carpenter,et al.  An Updated International Survey of Computer Models for Fire and Smoke , 2003 .

[180]  Hedwig van Delden,et al.  Integration of multi-scale dynamic spatial models of socio-economic and physical processes for river basin management , 2007, Environ. Model. Softw..

[181]  Jonathan Karnon,et al.  Alternative decision modelling techniques for the evaluation of health care technologies: Markov processes versus discrete event simulation. , 2003, Health economics.

[182]  R. Betts,et al.  The influence of land-use change and landscape dynamics on the climate system: relevance to climate-change policy beyond the radiative effect of greenhouse gases , 2002, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[183]  J. Kane,et al.  Aripiprazole for treatment-resistant schizophrenia: results of a multicenter, randomized, double-blind, comparison study versus perphenazine. , 2007, The Journal of clinical psychiatry.

[184]  D. Drysdale An Introduction to Fire Dynamics , 2011 .

[185]  R. Pielke Climate vulnerability : understanding and addressing threats to essential resources , 2013 .

[186]  Yacov Y. Haimes,et al.  Supply- and Output-Side Extensions to the Inoperability Input-Output Model for Interdependent Infrastructures , 2007 .

[187]  Albert-László Barabási,et al.  Error and attack tolerance of complex networks , 2000, Nature.

[188]  George C. Hurtt,et al.  Carbon cycling under 300 years of land use change: Importance of the secondary vegetation sink , 2009 .

[189]  Nils Kalstad Svendsen,et al.  Multigraph Dependency Models for Heterogeneous Infrastructures , 2007, Critical Infrastructure Protection.

[190]  Victor Brovkin,et al.  Effects of land cover change on temperature and rainfall extremes in multi-model ensemble simulations , 2012 .

[191]  John D. Hoyt,et al.  Critical Infrastructure Protection Decision Support System , 2004 .

[192]  Marc Mangel,et al.  IMPLEMENTING THE PRECAUTIONARY PRINCIPLE IN FISHERIES MANAGEMENT THROUGH MARINE RESERVES , 1998 .

[193]  Eric A. M. Luiijf,et al.  Modeling Dependencies In Critical Infrastructures , 2008, Critical Infrastructure Protection.

[194]  Réka Albert,et al.  Structural vulnerability of the North American power grid. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[195]  Paul Jeffrey,et al.  Complex network analysis of water distribution systems , 2011, Chaos.

[196]  Magnus Egerstedt,et al.  Controllability of Multi-Agent Systems from a Graph-Theoretic Perspective , 2009, SIAM J. Control. Optim..

[197]  W. Nordhaus,et al.  The Impact of Global Warming on Agriculture: A Ricardian Analysis: Reply , 1999 .

[198]  Peter H. Verburg,et al.  Projecting land use changes in the Neotropics: the geography of pasture expansion into forest , 2007 .

[199]  M. Michetti,et al.  Improving Land-Use Modelling within CGE to Assess Forest-Based Mitigation Potential and Costs , 2012 .

[200]  Stefano Panzieri,et al.  Failures propagation in critical interdependent infrastructures , 2008, Int. J. Model. Identif. Control..

[201]  Huey-Lin Lee,et al.  An Integrated Global Land Use Data Base for CGE Analysis of Climate Policy Options , 2008 .

[202]  J. Neumann,et al.  Theory of games and economic behavior , 1945, 100 Years of Math Milestones.

[203]  S. Ferson,et al.  Different methods are needed to propagate ignorance and variability , 1996 .

[204]  C. B. Tilanus,et al.  Applied Economic Forecasting , 1966 .

[205]  Philip D. Harvey,et al.  Risperidone and haloperidol in first-episode psychosis: a long-term randomized trial. , 2005, The American journal of psychiatry.

[206]  S. Carpenter,et al.  Global Consequences of Land Use , 2005, Science.

[207]  Narendra Karmarkar,et al.  A new polynomial-time algorithm for linear programming , 1984, Comb..

[208]  Daniel Müller,et al.  Issues in spatially explicit statistical land-use/cover change (LUCC) models: Examples from western , 2007 .

[209]  M. Snyder,et al.  Influence of irrigated agriculture on diurnal surface energy and water fluxes, surface climate, and atmospheric circulation in California , 2012, Climate Dynamics.

[210]  J. Hansen,et al.  Bias correction of daily GCM rainfall for crop simulation studies , 2006 .

[211]  O. Donnell,et al.  Cost Analysis of the Treatment of Schizophrenia in the UK , 1998, PharmacoEconomics.

[212]  James P. Peerenboom,et al.  Identifying, understanding, and analyzing critical infrastructure interdependencies , 2001 .

[213]  D. Lettenmaier,et al.  Anthropogenic impacts on continental surface water fluxes , 2006 .

[214]  T. Hertel,et al.  GTAP-AGR: A Framework for Assessing the Implications of Multilateral Changes in Agricultural Policies , 2005, GTAP Technical Paper Series.

[215]  Sharon L. Milgram,et al.  The Small World Problem , 1967 .

[216]  Martí Rosas-Casals,et al.  Robustness of the European power grids under intentional attack. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[217]  R. Mendelsohn,et al.  Estimating Ricardian Models with Panel Data , 2011 .

[218]  Arturo Sanchez,et al.  Will Buying Tropical Forest Carbon Benefit The Poor? Evidence from Costa Rica , 2007 .

[219]  P. Dirmeyer,et al.  University of Nebraska-Lincoln DigitalCommons @ University of Nebraska-Lincoln Papers in Natural Resources Natural Resources , School of 2014 Land cover changes and their biogeophysical effects on climate , 2016 .

[220]  Ian Dobson,et al.  Approximating a Loading-Dependent Cascading Failure Model With a Branching Process , 2010, IEEE Transactions on Reliability.

[221]  Stanley Milgram,et al.  An Experimental Study of the Small World Problem , 1969 .

[222]  K. Calvin,et al.  The RCP greenhouse gas concentrations and their extensions from 1765 to 2300 , 2011 .

[223]  Kenneth G. Crowther,et al.  Decentralized risk management for strategic preparedness of critical infrastructure through decomposition of the inoperability input-output model , 2008, Int. J. Crit. Infrastructure Prot..

[224]  A Comparison of Preseason Forecasting Methods for Returns of Two British Columbia Sockeye Salmon Stocks , 1990 .

[225]  Todd Sandler,et al.  Games and Terrorism , 2009 .

[226]  R. Darwin The Impact of Global Warming on Agriculture: A Ricardian Analysis: Comment , 1999 .

[227]  Steven J. Brams,et al.  Game Theory and National Security , 1988 .

[228]  A. Dalcher,et al.  A Simple Biosphere Model (SIB) for Use within General Circulation Models , 1986 .

[229]  Thomas Bruckner,et al.  Integrated Assessment of Long-term Climate Policies: Part 1 – Model Presentation , 2003 .

[230]  Limin Yang,et al.  Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data , 2000 .

[231]  R. Mendelsohn,et al.  The Impacts of Global Warming on Farmers in Brazil and India , 2008 .

[232]  Peter E. Thornton,et al.  Simulating the Biogeochemical and Biogeophysical Impacts of Transient Land Cover Change and Wood Harvest in the Community Climate System Model (CCSM4) from 1850 to 2100 , 2012 .

[233]  E. Lambin,et al.  Predicting land-use change , 2001 .

[234]  Paul Schot,et al.  Land use change modelling: current practice and research priorities , 2004 .

[235]  Emiliano Casalicchio,et al.  Modeling and Simulation of Complex Interdependent Systems: A Federated Agent-Based Approach , 2009, CRITIS.

[236]  J Karnon,et al.  Selecting a decision model for economic evaluation: a case study and review , 1998, Health care management science.

[237]  P. Ciais,et al.  Inferring past land use-induced changes in surface albedo from satellite observations: a useful tool to evaluate model simulations , 2012 .

[238]  Michael Greenstone,et al.  The Economic Impacts of Climate Change: Evidence from Agricultural Profits and Random Fluctuations in Weather , 2007 .

[239]  Soroosh Sorooshian,et al.  Climate Change: The Need to Consider Human Forcings Besides Greenhouse Gases , 2009 .

[240]  Arpita Ghosh,et al.  Input-Output Approach in an Allocation System , 1958 .

[241]  Alvaro Montenegro,et al.  Small temperature benefits provided by realistic afforestation efforts , 2011 .

[242]  Lubos Buzna,et al.  Robustness of trans-European gas networks. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[243]  E. Lambin,et al.  Land-Cover-Change Trajectories in Southern Cameroon , 2000 .

[244]  Jonathan Goldstein,et al.  The interdependent security problem in the defense industrial base: An agent-based model on a social network , 2010, Int. J. Crit. Infrastructure Prot..

[245]  James H. Lambert,et al.  Inoperability Input-Output Model for Interdependent Infrastructure Sectors. I: Theory and Methodology , 2005 .

[246]  Emiliano Casalicchio,et al.  Macro and Micro Agent-Based Modeling and Simulation of Critical Infrastructures , 2010, 2010 Complexity in Engineering.

[247]  D. Revicki,et al.  A cost-effectiveness clinical decision analysis model for schizophrenia. , 1998, The American journal of managed care.

[248]  Alexander Schrijver,et al.  Combinatorial optimization. Polyhedra and efficiency. , 2003 .

[249]  O. O’Donnell,et al.  Cost Analysis of the Treatment of Schizophrenia in the UK , 2000, PharmacoEconomics.

[250]  A. Angelsen,et al.  Rethinking the causes of deforestation: lessons from economic models. , 1999, The World Bank research observer.

[251]  Barry Charles Ezell,et al.  Infrastructure Vulnerability Assessment Model (I‐VAM) , 2007, Risk analysis : an official publication of the Society for Risk Analysis.

[252]  Jie Wu,et al.  Small Worlds: The Dynamics of Networks between Order and Randomness , 2003 .

[253]  G. Oster,et al.  Risperidone versus Conventional Antipsychotics for Schizophrenia and Schizoaffective Disorder , 2004, Clinical drug investigation.

[254]  M. Weinstein,et al.  Recommendations of the Panel on Cost-effectiveness in Health and Medicine. , 1996, JAMA.

[255]  A. Basu Cost-effectiveness of olanzapine as a first-line treatment: a comment. , 2006, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[256]  Christopher B. Field,et al.  Protecting climate with forests , 2008 .

[257]  Duncan J. Watts,et al.  The Structure and Dynamics of Networks: (Princeton Studies in Complexity) , 2006 .

[258]  Giovanni Ulivi,et al.  An agent based simulator for critical interdependent infrastructures , 2004 .

[259]  R. Betts Offset of the potential carbon sink from boreal forestation by decreases in surface albedo , 2000, Nature.

[260]  Béla Bollobás,et al.  Handbook of large-scale random networks , 2008 .

[261]  Modeling the Competition for Land: Methods and Application to Climate Policy , 2008 .

[262]  A. Thomson,et al.  Climate Change Impacts for the Conterminous USA: An Integrated Assessment , 2005 .

[263]  G. Woo Quantitative Terrorism Risk Assessment , 2002 .

[264]  K. Denman,et al.  Carbon emission limits required to satisfy future representative concentration pathways of greenhouse gases , 2011 .

[265]  R. Emsley,et al.  A comparison of the effects of quetiapine (‘Seroquel’) and haloperidol in schizophrenic patients with a history of and a demonstrated, partial response to conventional antipsychotic treatment , 2000, International clinical psychopharmacology.

[266]  Vittorio Rosato,et al.  On Modelling of Inter-dependent Network Infrastructures by Extended Leontief Models , 2009, CRITIS.

[267]  B. Bollobás The evolution of random graphs , 1984 .

[268]  Emiliano Casalicchio,et al.  Metrics For Quantifying Interdependencies , 2008, Critical Infrastructure Protection.

[269]  K. Brown,et al.  Graduate Texts in Mathematics , 1982 .

[270]  Michael L. Lahr,et al.  Wassily Leontief and Input-Output Economics , 2004 .

[271]  Jean-Loup Guillaume,et al.  Impact of random failures and attacks on Poisson and power-law random networks , 2009, ACM Comput. Surv..

[272]  Ann Henderson-Sellers,et al.  Biosphere-atmosphere Transfer Scheme (BATS) for the NCAR Community Climate Model , 1986 .

[273]  Ian McCallum,et al.  Global Supply for Carbon Sequestration: Identifying Least-Cost Afforestation Sites Under Country Risk Consideration , 2004 .

[274]  Petr Ingeduld REAL TIME ANALYSIS FOR EARLY WARNING SYSTEMS , 2006 .

[275]  Stephen D. Wolthusen,et al.  A Formal Adversary Capability Model for SCADA Environments , 2010, CRITIS.

[276]  William J. Tolone Interactive visualizations for critical infrastructure analysis , 2009, Int. J. Crit. Infrastructure Prot..

[277]  Nathalie de Noblet-Ducoudré,et al.  Climatic Impact of Global-Scale Deforestation: Radiative versus Nonradiative Processes , 2010 .

[278]  Donald D. Dudenhoeffer,et al.  A parallel simulation framework for infrastructure modeling and analysis , 2002, Proceedings of the Winter Simulation Conference.

[279]  L. Jean Camp,et al.  Game-theoretic modeling and analysis of insider threats , 2008, Int. J. Crit. Infrastructure Prot..

[280]  Donald D. Dudenhoeffer,et al.  General methodology 3: a parallel simulation framework for infrastructure modeling and analysis , 2002, WSC '02.

[281]  Nils Kalstad Svendsen,et al.  Interactive Visualization of Interdependencies and Vulnerabilities in Constrained Environments , 2010, Critical Infrastructure Protection.

[282]  P. Mohr,et al.  Public preferences for health states with schizophrenia and a mapping function to estimate utilities from positive and negative symptom scale scores , 2004, Schizophrenia Research.

[283]  D. Revicki,et al.  Olanzapine versus haloperidol in the treatment of schizophrenia and other psychotic disorders: Quality of life and clinical outcomes of a randomized clinical trial , 1999, Quality of Life Research.

[284]  S. Bony,et al.  Climate change projections using the IPSL-CM5 Earth System Model: from CMIP3 to CMIP5 , 2013, Climate Dynamics.

[285]  Ronald Hitzler,et al.  Literaturbesprechung zu: Beck, Ulrich: Risikogesellschaft: auf dem Weg in eine andere Moderne. Frankfurt: Suhrkarnp 1986 , 1988 .

[286]  Béla Bollobás,et al.  The Diameter of a Scale-Free Random Graph , 2004, Comb..

[287]  A. Motter,et al.  Fluctuation-driven capacity distribution in complex networks , 2008, 0805.3725.

[288]  S. Rose,et al.  The Relative Role of Land in Climate Policy , 2009 .

[289]  Yang Jingyan,et al.  Vulnerability assessment of bulk power grid based on complex network theory , 2008, 2008 Third International Conference on Electric Utility Deregulation and Restructuring and Power Technologies.

[290]  G. Kotoulas,et al.  Marked mitochondrial DNA differences between Mediterranean and Atlantic populations of the swordfish, Xiphias gladius , 1995 .

[291]  E. Irwin,et al.  Theory, data, methods: developing spatially explicit economic models of land use change , 2001 .

[292]  Joost R. Santos,et al.  A Framework for Linking Cybersecurity Metrics to the Modeling of Macroeconomic Interdependencies , 2007, Risk analysis : an official publication of the Society for Risk Analysis.

[293]  D. Lüthi,et al.  Climate impacts of European‐scale anthropogenic vegetation changes: A sensitivity study using a regional climate model , 2001 .

[294]  T. Sandler,et al.  Terrorism & Game Theory , 2003 .

[295]  Hans Aalto,et al.  Real-time Receding Horizon Optimisation of Gas Pipeline Networks , 2005 .

[296]  J. Alcamo,et al.  Global modelling of environmental change : an overview of IMAGE 2.1 , 1998 .

[297]  Thomas W. Hertel,et al.  Development of the GTAP Version 7 Land Use Data Base , 2010 .

[298]  Stephen P. Borgatti,et al.  Centrality and network flow , 2005, Soc. Networks.

[299]  Valentina Bosetti,et al.  Forestry and the Carbon Market Response to Stabilize Climate , 2007 .

[300]  Y. Haimes,et al.  Leontief-Based Model of Risk in Complex Interconnected Infrastructures , 2001 .

[301]  G. Oster,et al.  Outcomes and costs of risperidone versus olanzapine in patients with chronic schizophrenia or schizoaffective disorders: a Markov model. , 2004, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[302]  Peter H. Verburg,et al.  Simulation of changes in the spatial pattern of land use in China , 1999 .

[303]  Myriam Dunn,et al.  International CIIP Handbook 2006: An Inventory of 20 National and 6 International Critical Information Infrastructure Protection Policies , 2006 .

[304]  Mark E. J. Newman,et al.  Structure and Dynamics of Networks , 2009 .

[305]  D. Toll,et al.  Simulating the Effects of Irrigation over the United States in a Land Surface Model Based on Satellite-Derived Agricultural Data , 2010 .

[306]  F. V. Tongeren,et al.  A New Representation of Agricultural Production Technology in GTAP , 2004 .

[307]  J. Peuskens,et al.  Long-acting risperidone compared with oral olanzapine and haloperidol depot in schizophrenia: a Belgian cost-effectiveness analysis , 2012, PharmacoEconomics.

[308]  W. J. Riley,et al.  Barriers to predicting changes in global terrestrial methane fluxes: analyses using CLM4Me, a methane biogeochemistry model integrated in CESM , 2011 .

[309]  D J PRICE,et al.  NETWORKS OF SCIENTIFIC PAPERS. , 1965, Science.

[310]  M. Obersteiner,et al.  Site identification for carbon sequestration in Latin America: A grid-based economic approach , 2006 .

[311]  Jaroslav Pollert,et al.  Security of Water Supply Systems: from Source to Tap , 2006 .

[312]  Adilson E Motter,et al.  Cascade-based attacks on complex networks. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[313]  D. L. Simms,et al.  Normal Accidents: Living with High-Risk Technologies , 1986 .

[314]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[315]  Gordon B. Bonan,et al.  Land-atmosphere CO2 exchange simulated by a land surface process model coupled to an atmospheric general circulation model , 1995 .

[316]  Peter B. Jones,et al.  Randomized controlled trial of the effect on Quality of Life of second- vs first-generation antipsychotic drugs in schizophrenia: Cost Utility of the Latest Antipsychotic Drugs in Schizophrenia Study (CUtLASS 1). , 2006, Archives of general psychiatry.

[317]  John A. Major Advanced Techniques for Modeling Terrorism Risk , 2002 .

[318]  Juan Francisco Sánchez Pérez,et al.  Characteristic overpressure-impulse-distance curves for vapour cloud explosions using the TNO Multi-Energy model. , 2006 .

[319]  Patrick J. Bartlein,et al.  Simulation of lake evaporation with application to modeling lake level variations of Harney‐Malheur Lake, Oregon , 1990 .

[320]  John B. Wong,et al.  Decision making in health and medicine: Integrating evidence and values, second edition , 2014 .

[321]  Anne-Francoise Rutkowski,et al.  When Stakeholders Perceive Threats and Risks Differently: the Use of Group Support Systems to Develop a Common Understanding and a Shared Response , 2005 .

[322]  Peter E. Thornton,et al.  Interactive Crop Management in the Community Earth System Model (CESM1): Seasonal Influences on Land–Atmosphere Fluxes , 2012 .

[323]  Rifaat Abdalla,et al.  Location-Based Critical Infrastructure Interdependency (LBCII) , 2010 .

[324]  Li Zhang,et al.  Global carbon budgets simulated by the Beijing Climate Center Climate System Model for the last century , 2013 .

[325]  Francesco Flammini,et al.  A Study on Multiformalism Modeling of Critical Infrastructures , 2008, CRITIS.

[326]  Roberto Setola,et al.  Analysis of Interdependencies Between Italy's Economic Sectors , 2007, Critical Infrastructure Protection.

[327]  Milton C Weinstein,et al.  Principles of good practice for decision analytic modeling in health-care evaluation: report of the ISPOR Task Force on Good Research Practices--Modeling Studies. , 2003, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[328]  Roberto Setola,et al.  Critical infrastructure dependency assessment using the input-output inoperability model , 2009, Int. J. Crit. Infrastructure Prot..

[329]  Albert-László Barabási,et al.  Controllability of complex networks , 2011, Nature.

[330]  Thomas W. Hertel,et al.  Economic Analysis of Land Use in Global Climate Change Policy , 2009 .

[331]  E. Lambin,et al.  Scenarios of land-use change in Sudano-sahelian countries of Africa to better understand driving forces , 2004 .

[332]  Jose J. Gonzalez,et al.  A Framework for Conceptualizing Social Engineering Attacks , 2006, CRITIS.

[333]  H. Ascher-Svanum,et al.  Cost-effectiveness of olanzapine as first-line treatment for schizophrenia: results from a randomized, open-label, 1-year trial. , 2006, Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research.

[334]  A. Grössler,et al.  Proceedings of the 24th International Conference of the System Dynamics Society , 2006 .