D Methodik

go back to reference Agrawal A (2002) Common resources and institutional sustainability. In: Ostrom E, Dietz T, Dolšak N, Stern PC, Stonich S, Weber EU (Hrsg) The drama of the commons. National Academy Press, Washington, S 41–85 Agrawal A (2002) Common resources and institutional sustainability. In: Ostrom E, Dietz T, Dolšak N, Stern PC, Stonich S, Weber EU (Hrsg) The drama of the commons. National Academy Press, Washington, S 41–85

go back to reference Agrawal A, Chhatre A (2006) Explaining success on the commons: Community forest governance in the Indian Himalaya. World Dev 34(1):149–166. https://doi.org/10.1016/j.worlddev.2005.07.013 CrossRef Agrawal A, Chhatre A (2006) Explaining success on the commons: Community forest governance in the Indian Himalaya. World Dev 34(1):149–166. https://​doi.​org/​10.​1016/​j.​worlddev.​2005.​07.​013 CrossRef

go back to reference Alpaydin E (2010) Introduction to machine learning. Adaptive computation and machine learning, 2. Aufl. MIT Press, Cambridge, Mass Alpaydin E (2010) Introduction to machine learning. Adaptive computation and machine learning, 2. Aufl. MIT Press, Cambridge, Mass

go back to reference Backhaus K, Erichson B, Plinke W, Weiber R (2008) Multivariate Analysemethoden: Eine anwendungsorientierte Einführung, 12. Aufl. Springer, Heidelberg Backhaus K, Erichson B, Plinke W, Weiber R (2008) Multivariate Analysemethoden: Eine anwendungsorientierte Einführung, 12. Aufl. Springer, Heidelberg

go back to reference Backhaus K, Erichson B, Weiber R (2013) Fortgeschrittene multivariate Analysemethoden: Eine anwendungsorientierte Einführung, 2. Aufl. Springer Gabler, BerlinCrossRef Backhaus K, Erichson B, Weiber R (2013) Fortgeschrittene multivariate Analysemethoden: Eine anwendungsorientierte Einführung, 2. Aufl. Springer Gabler, BerlinCrossRef

go back to reference Berkes F (1992) Success and failure in marine coastal fisheries of Turkey. In: Bromley DW, Feeny D, Peters P, Gilles JL, Oakerson RJ, Runge CF, Thomson JT (Hrsg) Making the commons work. Institute for Contemporary Studies, San Francisco, S 161–182 Berkes F (1992) Success and failure in marine coastal fisheries of Turkey. In: Bromley DW, Feeny D, Peters P, Gilles JL, Oakerson RJ, Runge CF, Thomson JT (Hrsg) Making the commons work. Institute for Contemporary Studies, San Francisco, S 161–182

go back to reference Birkhofer K, Diehl E, Andersson J, Ekroos J, Früh-Müller A, Machnikowski F, Mader VL, Nilsson L, Sasaki K, Rundlöf M, Wolters V, Smith HG (2015) Ecosystem services – Current challenges and opportunities for ecological research. Front Ecol Evol 2:413. https://doi.org/10.3389/fevo.2014.00087 CrossRef Birkhofer K, Diehl E, Andersson J, Ekroos J, Früh-Müller A, Machnikowski F, Mader VL, Nilsson L, Sasaki K, Rundlöf M, Wolters V, Smith HG (2015) Ecosystem services – Current challenges and opportunities for ecological research. Front Ecol Evol 2:413. https://​doi.​org/​10.​3389/​fevo.​2014.​00087 CrossRef

go back to reference Böhringer C, Jochem PE (2007) Measuring the immeasurable – A survey of sustainability indices. Ecol Econ 63:1–8CrossRef Böhringer C, Jochem PE (2007) Measuring the immeasurable – A survey of sustainability indices. Ecol Econ 63:1–8CrossRef

go back to reference Boyd H, Charles A (2006) Creating community-based indicators to monitor sustainability of local fisheries. Ocean Coast Manage 49(5–6):237–258. https://doi.org/10.1016/j.ocecoaman.2006.03.006 CrossRef Boyd H, Charles A (2006) Creating community-based indicators to monitor sustainability of local fisheries. Ocean Coast Manage 49(5–6):237–258. https://​doi.​org/​10.​1016/​j.​ocecoaman.​2006.​03.​006 CrossRef

go back to reference Breiman L (2001) Random forests. Mach Learn 45(1):5–32. https://doi.org/10.1023/A:1010933404324 CrossRef Breiman L (2001) Random forests. Mach Learn 45(1):5–32. https://​doi.​org/​10.​1023/​A:​1010933404324 CrossRef

go back to reference Chhatre A, Agrawal A (2008) Forest commons and local enforcement. P Natl Acad Sci USA 105(36):13286–13291. https://doi.org/10.1073/pnas.0803399105 CrossRef Chhatre A, Agrawal A (2008) Forest commons and local enforcement. P Natl Acad Sci USA 105(36):13286–13291. https://​doi.​org/​10.​1073/​pnas.​0803399105 CrossRef

go back to reference Clarke BS, Fokoué E, Zhang HH (2009) Principles and theory for data mining and machine learning. Springer, New YorkCrossRef Clarke BS, Fokoué E, Zhang HH (2009) Principles and theory for data mining and machine learning. Springer, New YorkCrossRef

go back to reference Freelon D (2013) ReCal OIR: Ordinal interval, and ratio intercoder reliability as a web service. Int J Internet Sci 8(1):10–16 Freelon D (2013) ReCal OIR: Ordinal interval, and ratio intercoder reliability as a web service. Int J Internet Sci 8(1):10–16

go back to reference Frey UJ (2016) A synthesis of key factors for sustainability in social–ecological systems. Sustain Sci 29(10):37. https://doi.org/10.1007/s11625-016-0395-z Frey UJ (2016) A synthesis of key factors for sustainability in social–ecological systems. Sustain Sci 29(10):37. https://​doi.​org/​10.​1007/​s11625-016-0395-z

go back to reference Gentry AH (1988) Changes in plant community diversity and floristic composition on environmental and geographical gradients. Ann Mo Bot Gard 75(1):1–34CrossRef Gentry AH (1988) Changes in plant community diversity and floristic composition on environmental and geographical gradients. Ann Mo Bot Gard 75(1):1–34CrossRef

go back to reference Gevrey M, Dimopoulos I, Lek S (2003) Review and comparison of methods to study the contribution of variables in artificial neural network models. Ecol Model 160(3):249–264. https://doi.org/10.1016/S0304-3800(02)00257-0 CrossRef Gevrey M, Dimopoulos I, Lek S (2003) Review and comparison of methods to study the contribution of variables in artificial neural network models. Ecol Model 160(3):249–264. https://​doi.​org/​10.​1016/​S0304-3800(02)00257-0 CrossRef

go back to reference Jensen K, Hare B, Call J, Tomasello M (2006) What's in it for me? Self-regard precludes altruism and spite in chimpanzees. Proc Biol Sci 273(1589):1013–1021CrossRefPubMedPubMedCentral Jensen K, Hare B, Call J, Tomasello M (2006) What's in it for me? Self-regard precludes altruism and spite in chimpanzees. Proc Biol Sci 273(1589):1013–1021CrossRefPubMedPubMedCentral

go back to reference Khan J, Wei JS, Ringnér M, Saal LH, Ladanyi M, Westermann F, Berthold F, Schwab M, Antonescu CR, Peterson C, Meltzer PS (2001) Classification and diagnostic prediction of cancers using gene expression profiling and artificial neural networks. Nat Med 7(6):673–679CrossRefPubMedPubMedCentral Khan J, Wei JS, Ringnér M, Saal LH, Ladanyi M, Westermann F, Berthold F, Schwab M, Antonescu CR, Peterson C, Meltzer PS (2001) Classification and diagnostic prediction of cancers using gene expression profiling and artificial neural networks. Nat Med 7(6):673–679CrossRefPubMedPubMedCentral

go back to reference Knutti R, Stocker TF, Joos F, Plattner G-K (2003) Probabilistic climate change projections using neural networks. Clim Dynam 21:257–272CrossRef Knutti R, Stocker TF, Joos F, Plattner G-K (2003) Probabilistic climate change projections using neural networks. Clim Dynam 21:257–272CrossRef

go back to reference Lam MA, Ostrom E (2010) Analyzing the dynamic complexity of development interventions: Lessons from an irrigation experiment in Nepal. Policy Sci 43:1–25CrossRef Lam MA, Ostrom E (2010) Analyzing the dynamic complexity of development interventions: Lessons from an irrigation experiment in Nepal. Policy Sci 43:1–25CrossRef

go back to reference Lammerts van Bueren EM, Blom EM (1997) Hierarchical framework for the formulation of sustainable forest management standards. Trobenbos Foundation, Leiden Lammerts van Bueren EM, Blom EM (1997) Hierarchical framework for the formulation of sustainable forest management standards. Trobenbos Foundation, Leiden

go back to reference Mehrotra K, Mohan CK, Ranka S (1997) Elements of artificial neural networks. MIT Press, Cambridge, Massachusetts Mehrotra K, Mohan CK, Ranka S (1997) Elements of artificial neural networks. MIT Press, Cambridge, Massachusetts

go back to reference Mitchell TM (1997) Machine learning. McGraw-Hill, New York Mitchell TM (1997) Machine learning. McGraw-Hill, New York

go back to reference Myatt GJ, Johnson WP (2009) A practical guide to data visualization, advanced data mining methods, and applications. Wiley, Hoboken, NJ Myatt GJ, Johnson WP (2009) A practical guide to data visualization, advanced data mining methods, and applications. Wiley, Hoboken, NJ

go back to reference OECD 1994 Environmental indicators: OECD core set. Organisation for Economic Co-operation and Development, Paris OECD 1994 Environmental indicators: OECD core set. Organisation for Economic Co-operation and Development, Paris

go back to reference Olden JD, Joy MK, Death RG (2004) An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data. Ecol Model 178(3–4):389–397. https://doi.org/10.1016/j.ecolmodel.2004.03.013 CrossRef Olden JD, Joy MK, Death RG (2004) An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data. Ecol Model 178(3–4):389–397. https://​doi.​org/​10.​1016/​j.​ecolmodel.​2004.​03.​013 CrossRef

go back to reference O'Neill MC, Song L (2003) Neural network analysis of lymphoma microarray data: Prognosis and diagnosis near-perfect. BMC Bioinformatics 4(13):1–12 O'Neill MC, Song L (2003) Neural network analysis of lymphoma microarray data: Prognosis and diagnosis near-perfect. BMC Bioinformatics 4(13):1–12

go back to reference Ostrom E (1990) Governing the commons: The evolution of institutions for collective action. Cambridge University Press, CambridgeCrossRef Ostrom E (1990) Governing the commons: The evolution of institutions for collective action. Cambridge University Press, CambridgeCrossRef

go back to reference Ostrom E (2009) A general framework for analyzing sustainability of social-ecological systems. Science 325:419–422CrossRefPubMed Ostrom E (2009) A general framework for analyzing sustainability of social-ecological systems. Science 325:419–422CrossRefPubMed

go back to reference Pagdee A, Kim Y-S, Daugherty PJ (2006) What makes community forest management successful: A meta-study from community forests throughout the world. Soc Natur Resour 19:33–52CrossRef Pagdee A, Kim Y-S, Daugherty PJ (2006) What makes community forest management successful: A meta-study from community forests throughout the world. Soc Natur Resour 19:33–52CrossRef

go back to reference Reed RD, Marks RJ (1999) Neural smithing: Supervised learning in feedforward artificial neural networks. MIT Press, Cambridge, Massachusetts Reed RD, Marks RJ (1999) Neural smithing: Supervised learning in feedforward artificial neural networks. MIT Press, Cambridge, Massachusetts

go back to reference Rowley HA, Baluja S, Kanade T (1998) Neural network-based face detection. IEEE Trans PAMI 20(1):23–28CrossRef Rowley HA, Baluja S, Kanade T (1998) Neural network-based face detection. IEEE Trans PAMI 20(1):23–28CrossRef

go back to reference Sala O, Van Vuuren D, Pereira H, Lodge D, Alder J, Cumming G, Dobson A, Wolters V, Xenopoulos M (2005). Biodiversity across scenarios. In Carpenter S, Pingali P, Bennett E, Zurek M (Hrsg) Ecosystems and human well-being: Scenarios, Bd 2. Island Press, Washington, S 375–440 Sala O, Van Vuuren D, Pereira H, Lodge D, Alder J, Cumming G, Dobson A, Wolters V, Xenopoulos M (2005). Biodiversity across scenarios. In Carpenter S, Pingali P, Bennett E, Zurek M (Hrsg) Ecosystems and human well-being: Scenarios, Bd 2. Island Press, Washington, S 375–440

go back to reference Salk C, Frey UJ, Rusch H (2014) Comparing forests across climates and biomes: Qualitative assessments, reference forests and regional intercomparisons. PLoS One 9(4):e94800. https://doi.org/10.1371/journal.pone.0094800 CrossRefPubMedPubMedCentral Salk C, Frey UJ, Rusch H (2014) Comparing forests across climates and biomes: Qualitative assessments, reference forests and regional intercomparisons. PLoS One 9(4):e94800. https://​doi.​org/​10.​1371/​journal.​pone.​0094800 CrossRefPubMedPubMedCentral

go back to reference Sarle WS (1997) Neural Network FAQ, part 1 of 7: Introduction, periodic posting to the Usenet newsgroupcomp.ai.neural-nets. ftp://ftp.sas.com/pub/neural/FAQ.html. Zugegriffen: 8. Juli 2012 Sarle WS (1997) Neural Network FAQ, part 1 of 7: Introduction, periodic posting to the Usenet newsgroupcomp.ai.neural-nets. ftp://​ftp.​sas.​com/​pub/​neural/​FAQ.​html. Zugegriffen: 8. Juli 2012

go back to reference Soliveres S, Van Der Plas F, Manning P, Prati D, Gossner MM, Renner SC, Alt F, Arndt H, Baumgartner V, Binkenstein J, Birkhofer K, Blaser S, Bluthgen N, Boch S, Bohm S, Borschig C, Buscot F, Diekotter T, Heinze J, Holzel N, Jung K, Klaus VH, Kleinebecker T, Klemmer S, Krauss J, Lange M, Morris EK, Muller J, Oelmann Y, Overmann J, Pasalic E, Rillig MC, Schaefer HM, Schloter M, Schmitt B, Schoning I, Schrumpf M, Sikorski J, Socher SA, Solly EF, Sonnemann I, Sorkau E, Steckel J, Steffan-Dewenter I, Stempfhuber B, Tschapka M, Turke M, Venter PC, Weiner CN, Weisser WW, Werner M, Westphal C, Wilcke W, Wolters V, Wubet T, Wurst S, Fischer M, Allan E (2016) Biodiversity at multiple trophic levels is needed for ecosystem multifunctionality. Nature 536(7617):456–459. https://doi.org/10.1038/nature19092 CrossRefPubMed Soliveres S, Van Der Plas F, Manning P, Prati D, Gossner MM, Renner SC, Alt F, Arndt H, Baumgartner V, Binkenstein J, Birkhofer K, Blaser S, Bluthgen N, Boch S, Bohm S, Borschig C, Buscot F, Diekotter T, Heinze J, Holzel N, Jung K, Klaus VH, Kleinebecker T, Klemmer S, Krauss J, Lange M, Morris EK, Muller J, Oelmann Y, Overmann J, Pasalic E, Rillig MC, Schaefer HM, Schloter M, Schmitt B, Schoning I, Schrumpf M, Sikorski J, Socher SA, Solly EF, Sonnemann I, Sorkau E, Steckel J, Steffan-Dewenter I, Stempfhuber B, Tschapka M, Turke M, Venter PC, Weiner CN, Weisser WW, Werner M, Westphal C, Wilcke W, Wolters V, Wubet T, Wurst S, Fischer M, Allan E (2016) Biodiversity at multiple trophic levels is needed for ecosystem multifunctionality. Nature 536(7617):456–459. https://​doi.​org/​10.​1038/​nature19092 CrossRefPubMed

go back to reference Thrush SF, Coco G, Hewitt JE (2008) Complex positive connections between functional groups are revealed by neural network analysis of ecological time series. Am Nat 171(5):669–677. https://doi.org/10.1086/587069 CrossRefPubMed Thrush SF, Coco G, Hewitt JE (2008) Complex positive connections between functional groups are revealed by neural network analysis of ecological time series. Am Nat 171(5):669–677. https://​doi.​org/​10.​1086/​587069 CrossRefPubMed

go back to reference Tucker CM, Randolph JC, Evans T, Andersson KP, Persha L, Green GM (2008) An approach to assess relative degradation in dissimilar forests: Toward a comparative assessment of institutional outcomes. Ecol Soc 13(1):1–21CrossRef Tucker CM, Randolph JC, Evans T, Andersson KP, Persha L, Green GM (2008) An approach to assess relative degradation in dissimilar forests: Toward a comparative assessment of institutional outcomes. Ecol Soc 13(1):1–21CrossRef

go back to reference Tucker CM (2010) Learning on governance in forest ecosystems: Lessons from recent research. Int J Commons 4(2):687–706CrossRef Tucker CM (2010) Learning on governance in forest ecosystems: Lessons from recent research. Int J Commons 4(2):687–706CrossRef

go back to reference Waylen KA, Fischer A, McGowan PK, Thirgood SJ, Milner-Gulland EJ (2010) Effect of local cultural context on the success of community-based conservation interventions. Conserv Biol 24(4):1119–1129CrossRefPubMed Waylen KA, Fischer A, McGowan PK, Thirgood SJ, Milner-Gulland EJ (2010) Effect of local cultural context on the success of community-based conservation interventions. Conserv Biol 24(4):1119–1129CrossRefPubMed

go back to reference Widrow B, Rumelhart DE, Lehr ME (1994) Neural networks: Applications in industry, business and science. Commun Acm 37(3):93–105CrossRef Widrow B, Rumelhart DE, Lehr ME (1994) Neural networks: Applications in industry, business and science. Commun Acm 37(3):93–105CrossRef

go back to reference Williams G (2011) Data mining with Rattle and R: The art of excavating data for knowledge discovery. Springer, HeidelbergCrossRef Williams G (2011) Data mining with Rattle and R: The art of excavating data for knowledge discovery. Springer, HeidelbergCrossRef

go back to reference Wollenberg EK, Merino L, Agrawal A, Ostrom E (2007) Fourteen years of monitoring community-managed forests: learning from IFRI’s experience. Int For Rev 9(2):670–684 Wollenberg EK, Merino L, Agrawal A, Ostrom E (2007) Fourteen years of monitoring community-managed forests: learning from IFRI’s experience. Int For Rev 9(2):670–684

go back to reference Yeh I-C, Cheng W-L (2010) First and second order sensitivity analysis of MLP. Neurocomputing 73(10–12):2225–2233. https://doi.org/10.1016/j.neucom.2010.01.011 CrossRef Yeh I-C, Cheng W-L (2010) First and second order sensitivity analysis of MLP. Neurocomputing 73(10–12):2225–2233. https://​doi.​org/​10.​1016/​j.​neucom.​2010.​01.​011 CrossRef