This paper established evaluation index system of comprehensive utilization of land from the three aspects of
economic benefits, ecological benefits and social benefits. Firstly, ridge regression (RR) is used to the indicator index system
for screening, and then genetic algorithm and support vector machine (that is GASVM) is trained to the transformed
samples. Moreover, the comprehensive evaluation results between the GASVM and ridge regression and genetic algorithm
and support vector machine(that is RR-GASVM) is compared, which results by MATLAB show that using RRGASVM
is more accurate and higher efficient for the comprehensive utilization of land evaluation than that of GASVM.
The combination of ridge regression and genetic algorithm and support vector machine can improve the decision ability of
SVM, so that the decision has higher adaptability, which is the development direction of future research. At last, based on
the results of this study, some suggestions are put forward accordingly. The area of Jiangsu, Zhejiang and Shanghai (that
is Jiangzhehu) should consolidate the existing achievements and strengthen the innovation of the land management system
on the basis of utilizing land comprehensively, realize the intensive, large-scale operation and speed up agricultural modernization
development by accelerating rural land circulation, and improve the efficiency of land utilization in order to
save the land of urban construction. It is clear that people should insist the principle of paying equal attention to development
and consolidation, and strengthen the cultivated land's ability to resist natural disasters in order to improve the ecological
environment at the same time that improved the land utilization.