137
Ceccarelli S (2015) Efficiency of plant breeding. Crop Sci. https://doi.org/10.2135/
cropsci2014.02.0158
Ceccarelli S, Grando S (2007) Decentralized-participatory plant breeding: an example of demand
driven research. Euphytica 155(3):349–360. https://doi.org/10.1007/s10681-006-9336-8
Ceccarelli S, Grando M, Maatougui M et al (2010) Plant breeding and climate changes. J Agric Sci
148(6):627–637. https://doi.org/10.1017/S0021859610000651
Chandra A, McNamara KE, Dargusch P (2018) Climate-smart agriculture: perspectives and framings. Clim Pol 18(4):526–541
Dembo RS, King AJ (1992) Tracking models and the optimal regret distribution in asset allocation.
Appl Stoch Model Bus Ind 8(3):151–157
Di Falco S, Chavas JP, Smale M (2007) Farmer management of production risk on degraded lands:
the role of wheat variety diversity in the Tigray region. Ethiop Agric Econ 36(2):147–156
Fitzgerald D (1986) Exporting American agriculture: the rockefeller foundation in Mexico, 1943–
53. Soc Stud Sci 16(3):457–483
Harwood J (2009) Peasant friendly plant breeding and the early years of the green revolution in
Mexico. Agric Hist 83(3):384–410
Hothorn T, Zeileis A (2015) partykit: a modular toolkit for recursive partytioning in R. J Mach
Learn Res 16:3905–3909 Available from: http://jmlr.org/papers/v16/hothorn15a.html
IPCC (2014) In: Core Writing Team, Pachauri RK, Meyer LA (eds) Climate change 2014: synthesis report. Contribution of working groups I, II and III to the fifth assessment report of the
intergovernmental panel on climate change. IPCC, Geneva 151 pp
Jarvis DI, Hodgkin T, Sthapit BR et al (2011) An heuristic framework for identifying multiple
ways of supporting the conservation and use of traditional crop varieties within the agricultural
production system. Crit Rev Plant Sci 30(1–2):125–176. https://doi.org/10.1080/07352689.20
11.554358.
Mancini C, Kidane YG, Mengistu DK et al (2017) Joining smallholder farmers’ traditional knowledge with metric traits to select better varieties of Ethiopian wheat. Sci Rep 7(1). https://doi.
org/10.1038/s41598-017-07628-4
Mengistu DK, Kidane YG, Fadda C et al (2018) Genetic diversity in ethiopian durum wheat
(Triticum turgidum var durum) inferred from phenotypic variations. Plant Genet Resour
16(1):39–49
Nalley LL, Barkley AP (2010) Using portfolio theory to enhance wheat yield stability in lowincome nations: an application in the Yaqui Valley of Northwestern Mexico. J Agric Resour
Econ 35:334–347
Salami A, Kamara AB, Brixiova Z (2010) Smallholder agriculture in East Africa: trends, constraints and opportunities. African Development Bank, Tunis Available from: http://core.ac.uk/
download/pdf/6590805.pdf
Steinke J, van Etten J (2016) Farmer experimentation for climate adaptation with triadic comparisons of technologies (tricot). A methodological guide. Bioversity International, Rome
Steinke J, van Etten J, Mejía Zelan P (2017) The accuracy of farmer-generated data in an agricultural citizen science methodology. Agron Sustain Dev 37:32
Sukcharoen K, Leatham D (2016) Mean-variance versus mean–expected shortfall models: An
application to wheat variety selection. J Agric Appl Econ 48(2):148–172
Testuri CE, Uryasev S (2004) On relation between expected regret and conditional value-at-risk.
In: Rachev ST, Anastassiou GA (eds) Handbook of Computational and Numerical Methods in
Finance. Birkhäuser, Boston, pp 361–372
Thomas M, Demeulenaere E, Dawson J et al (2012) On-farm dynamic management of genetic
diversity: the impact of seed diffusions and seed saving practices on a population-variety of
bread wheat. Evol Appl 5(8):779–795. https://doi.org/10.1111/j.1752-4571.2012.00257
Turner H, Kosmidis I, Firth D, van Etten J (2018) PlackettLuce: plackett-luce models for rankings
(R package). https://cran.r-project.org/package=PlackettLuce
11 Generating Farm-Validated Variety Recommendations for Climate Adaptation
Ceccarelli S (2015) Efficiency of plant breeding. Crop Sci. https://doi.org/10.2135/
cropsci2014.02.0158
Ceccarelli S, Grando S (2007) Decentralized-participatory plant breeding: an example of demand
driven research. Euphytica 155(3):349–360. https://doi.org/10.1007/s10681-006-9336-8
Ceccarelli S, Grando M, Maatougui M et al (2010) Plant breeding and climate changes. J Agric Sci
148(6):627–637. https://doi.org/10.1017/S0021859610000651
Chandra A, McNamara KE, Dargusch P (2018) Climate-smart agriculture: perspectives and framings. Clim Pol 18(4):526–541
Dembo RS, King AJ (1992) Tracking models and the optimal regret distribution in asset allocation.
Appl Stoch Model Bus Ind 8(3):151–157
Di Falco S, Chavas JP, Smale M (2007) Farmer management of production risk on degraded lands:
the role of wheat variety diversity in the Tigray region. Ethiop Agric Econ 36(2):147–156
Fitzgerald D (1986) Exporting American agriculture: the rockefeller foundation in Mexico, 1943–
53. Soc Stud Sci 16(3):457–483
Harwood J (2009) Peasant friendly plant breeding and the early years of the green revolution in
Mexico. Agric Hist 83(3):384–410
Hothorn T, Zeileis A (2015) partykit: a modular toolkit for recursive partytioning in R. J Mach
Learn Res 16:3905–3909 Available from: http://jmlr.org/papers/v16/hothorn15a.html
IPCC (2014) In: Core Writing Team, Pachauri RK, Meyer LA (eds) Climate change 2014: synthesis report. Contribution of working groups I, II and III to the fifth assessment report of the
intergovernmental panel on climate change. IPCC, Geneva 151 pp
Jarvis DI, Hodgkin T, Sthapit BR et al (2011) An heuristic framework for identifying multiple
ways of supporting the conservation and use of traditional crop varieties within the agricultural
production system. Crit Rev Plant Sci 30(1–2):125–176. https://doi.org/10.1080/07352689.20
11.554358.
Mancini C, Kidane YG, Mengistu DK et al (2017) Joining smallholder farmers’ traditional knowledge with metric traits to select better varieties of Ethiopian wheat. Sci Rep 7(1). https://doi.
org/10.1038/s41598-017-07628-4
Mengistu DK, Kidane YG, Fadda C et al (2018) Genetic diversity in ethiopian durum wheat
(Triticum turgidum var durum) inferred from phenotypic variations. Plant Genet Resour
16(1):39–49
Nalley LL, Barkley AP (2010) Using portfolio theory to enhance wheat yield stability in lowincome nations: an application in the Yaqui Valley of Northwestern Mexico. J Agric Resour
Econ 35:334–347
Salami A, Kamara AB, Brixiova Z (2010) Smallholder agriculture in East Africa: trends, constraints and opportunities. African Development Bank, Tunis Available from: http://core.ac.uk/
download/pdf/6590805.pdf
Steinke J, van Etten J (2016) Farmer experimentation for climate adaptation with triadic comparisons of technologies (tricot). A methodological guide. Bioversity International, Rome
Steinke J, van Etten J, Mejía Zelan P (2017) The accuracy of farmer-generated data in an agricultural citizen science methodology. Agron Sustain Dev 37:32
Sukcharoen K, Leatham D (2016) Mean-variance versus mean–expected shortfall models: An
application to wheat variety selection. J Agric Appl Econ 48(2):148–172
Testuri CE, Uryasev S (2004) On relation between expected regret and conditional value-at-risk.
In: Rachev ST, Anastassiou GA (eds) Handbook of Computational and Numerical Methods in
Finance. Birkhäuser, Boston, pp 361–372
Thomas M, Demeulenaere E, Dawson J et al (2012) On-farm dynamic management of genetic
diversity: the impact of seed diffusions and seed saving practices on a population-variety of
bread wheat. Evol Appl 5(8):779–795. https://doi.org/10.1111/j.1752-4571.2012.00257
Turner H, Kosmidis I, Firth D, van Etten J (2018) PlackettLuce: plackett-luce models for rankings
(R package). https://cran.r-project.org/package=PlackettLuce
11 Generating Farm-Validated Variety Recommendations for Climate Adaptation