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Alessandro Marchetti Chiara Piccini Sergio Santucci Igino Chiuchiarelli Rosa Francaviglia 《CATENA》2011,85(3):267-273
Soil surveys are an essential source of information for land management although a limited budget often reduces the amount of data available. Even if the dataset is limited, geostatistics can provide a valid estimation tool through a weighted moving average interpolation (kriging). Often, however, the spatial variability of soil properties appears smoothed and short range variability is underestimated by this kind of interpolation technique. A more realistic distribution of a given variable on the territory can be obtained through models based on stochastic simulation. 相似文献
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Prediction of multinomial probability of land use change using a bisection decomposition and logistic regression 总被引:1,自引:1,他引:1
Land use change is an important research area in landscape ecology and urban development. Prediction of land use change (urban
development) provides critical information for making the right policies and management plans in order to maintain and improve
ecosystem and city functions. Logistic regression is a widely used method to predict binomial probabilities of land use change
when just two responses (change and no-change) are considered. However, in practice, more than two types of change are encountered
and multinomial probabilities are therefore needed. The existing methods for predicting multinomial probabilities have limits
in building multinomial probability models and are often based on improper assumptions. This is due to the lack of proper
methodology and inadequate software. In this study, a procedure has been developed for building models to predict the multinomial
probabilities of land use change and urban development. The foundation of this procedure consists of a special bisection decomposition
system for the decomposition of multiple-class systems to bi-class systems, conditional probability inference, and logistic
regression for binomial probability models. A case study of urban development has been conducted to evaluate this procedure.
The evaluation results demonstrated that different samples and bisection decomposition systems led to very similar quality
and performance in the developed multinomial probability models, which indicates the high stability of the proposed procedure
for this case study. 相似文献
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D.B. Ndumu R. Baumung M. Wurzinger A.G. Drucker A.M. Okeyo D. Semambo J. Slkner 《Livestock Science》2008,113(2-3):234-242
Ankole cattle are well known for their massive white horns and red coat colour. These characteristics are attributed to centuries of cultural breeding practices. Two experiments with traditional cattle keepers were carried out at a governmental Ankole nucleus farm in south-western Uganda to identify phenotypic characteristics as well as production and fitness traits which are important indigenous selection criteria. Forty one body measurements each were taken from 15 bulls and 35 cows and phenotypic characteristics were described in detail. In the first experiment 12 groups of 6 to 8 cattle keepers were invited to rank several groups of 4–5 animals according to their preference for a breeding bull or cow based on phenotype alone. In the second experiment the ranking was based on phenotype and a hypothetical life history that was randomly assigned to each animal on each day of experiment. The history included milk yield (on own performance for cows and that of the dam for bulls), fertility of the animal and its sire as well as events of East Coast Fever. For analysis, Generalized Multinomial Logit Models were fitted. To compare different models the likelihood-based pseudo R square measure was used. The results indicate that, in the selection of cows, performance and fitness traits are emphasized by the cattle keepers while in the selection of bulls, the phenotypic appearance of the animal plays an important role. Individual fertility followed by milk performance are the main criteria for selecting cows, resistance to East Coast Fever was of highest importance in bulls. In both sexes a dark red coat colour was highly rated. The study indicates that the methodology of preference ranking combining phenotype and a hypothetical life history may provide insight into indigenous selection criteria of stock owners elsewhere. 相似文献
5.
Johannes?EichhornEmail author Regina?Icke Ansgar?Isenberg Uwe?Paar Egbert?Sch?nfelder 《European Journal of Forest Research》2005,124(4):335-347
The evaluation uses the longest available time series for beech and oak defoliation in Germany. The data from Hesse, starting
from 1984, show a typical pattern: for the first 12 years, a continuous increase in defoliation was observed ranging from
an average value of 14% in 1984 to a peak value of 30%. This was followed by a subsequent decrease in the loss of foliage
accompanied by a high variability, until the last monitoring in 2003, where an average value of 25% defoliation was observed.
For both tree species, the years of trend reversal were identical. The same pattern was observed in the German federal states:
Rhineland-Palatinate, North Rhine-Westphalia, and Bavaria. The year of trend reversal was identical in Hesse and Rhineland-Palatinate.
In North Rhine-Westphalia, it occurred 1 year earlier and in Bavaria 3 years earlier. Whereas defoliation trends were clearly
demonstrated, tree mortality did not appear on a large scale. The sample trees were grouped into four discrete clusters according
to their annual defoliation values from 1984 to 2003. In 1996, the clusters represent 15, 25, 35, and 50% defoliation values.
Regarding beech in Hesse, there was no overlap in the defoliation curves observed among the different clusters. These four
clusters having different degrees of defoliation over the whole time span of 20 years were used for a further detailed statistical
analysis. For discrete variables like crown spacing and—in the case of beech—fruit bearing, mosaic plots were applied in order
to visualize relations of low dimensional contingency tables, with defoliation trends being used as the response variable.
The data show for beech a very clear relation between defoliation and age, relative crown spacing, stand composition, and
fruit bearing. Regarding oak, besides age and relative crown spacing, the years with significant appearance of biotic stress
factors—leaf eating insects—show a clear relation to trends of defoliation. The statistical model used in this study—logistic
regression—allows applying a multinomial response variable and a number of continuous or categorical explanatory variables.
With this approach, an iterative optimized selection of effect variables was used to test the relevance of different variables
on the defoliation pattern of the same four clusters mentioned above. For this, the variables were grouped in an iterative
process with five steps, starting with a few basic variables of tree and site information, and ending with a total of more
than 20 variables in the fifth step. The process selects first the variables which are of significance on the defoliation,
and calculates the possible errors in the grouping of the different trees to the four clusters. In this analysis of beech,
the basic tree and stand variables: age, relative crown spacing, stand composition and fruit bearing proved to be the most
relevant group of parameters, with the other variables explaining the variation of defoliation only to a minor extent. More
complex model levels do not change any basic selected variables; however, Cation Exchange Capacity (CEC), C/N-ratio, Al- and
Ca-proportion of CEC are additionally selected and give a hint of the relevance of soil conditions. Regarding beech, the errors
of the statistical model are lower compared to oak. 相似文献
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【目的】探讨农户对不同稻作方式的采用行为及影响因素,为稻作方式的发展及推广工作提供科学依据。【方法】基于实地调研数据,运用Multinomial Logistic模型对农户采用直播稻、机插稻和手栽稻的行为结果及影响因素进行实证分析。【结果】稻作方式的省工特性对农户采用直播稻和机插稻均有显著影响;稻作方式信息可获得性对农户采用机插稻有显著影响;稻作方式的生产性投入与农户采用直播稻呈负相关;水稻种植面积与农户采用直播稻呈负相关,与农户采用机插稻呈正相关;农户兼业性与其采用直播稻和机插稻呈正相关。【结论】稻作方式的劳动投入量是影响农户采用行为的关键因素;农户的兼业性促进了其对轻简稻作方式的采用;生产性投入低是农户采用直播稻的重要原因。推进水稻规模经营、为农户提供方便有效的技术信息可促进机插稻的发展。 相似文献
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新型农村金融机构引入区农户借贷行为影响因素实证研究 总被引:1,自引:1,他引:0
通过对西部两省6个新型农村金融机构引入县域517家农户的问卷调查,运用多分类Logistic回归模型对农户借贷行为的影响因素进行实证分析。结果显示,劳均负担人口等5个变量对只获得新型农村金融机构贷款影响显著;农户年收入等7个变量对只获得非新型金融机构贷款影响显著;农户耕地面积等5个变量对同时获得两类贷款影响显著。农户年收入、负债水平在以上3种情况下均显著地影响了农户的借贷行为。针对影响农户不同借贷行为的决定性因素及其作用方向,提出了相应的政策建议。 相似文献
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深入研究农户农地流转参与行为的影响因素,对促进农地流转具有现实意义。基于地域分异与农户兼业视角,通过构建多元Logistic模型,实证检验地域分异与农户兼业对农户参与农地转出和转入行为的影响。结果表明:(1)区域经济发展水平对农户农地转出行为和转入行为均有显著正向影响,它能显著促进农户参与农地转出和农地转入;(2)区位性质对农户农地转出行为有显著影响,但对农户农地转入行为却无显著影响;(3)农户兼业程度对农户农地转出行为有显著正向影响,但对农户农地转入行为有显著负向影响;(4)家庭劳动力数、家庭承包地面积和承包地块数对农户农地转出行为,分别有显著的负向、正向和正向影响,但对农户农地转入行为却无显著性影响。农地流转政策制定应从政策差别化、兼业深度化、经营规模化3个方面着手。 相似文献
10.
在multinomial logit模型基础上建立了一个消费者选择模型,模型假设产品线中的每种产品对每个消费者的效用都服从一定的概率分布,消费者总是按照效用最大化来作出购买决策。在考虑消费者的保留价格服从Gumbel分布的情况下,得出消费者购买产品线中某种产品的概率,最后联系实际情况进一步分析了消费者在现实生活中做出购买决策的依据。 相似文献