Based On Support Vector Machine The Study On Innovative Capacity Evaluation Index System Of Household Appliances Enterprises In China

With the continuous development of science and technology and the acceleration of the world economic globalization, the innovation capability of enterprise receive great attention in developing country and gradually becomes the central link in the adjustment of economic structure and the elevation of country competence. Nowadays, our country just stay in the crucial period of comprehensive constructing well-off society, taking the new-type industrialized road and establishing the innovative country, therefore, accelerating the innovation step of enterprise, advancing innovation capacity of enterprise have absorbed high attention in government, industry and theory fields. The measurement and evaluation of enterprise innovation capability is the main measure for people to understand and grasp the essence and rule of thess innovation activities, and to systemically summarize innovation experience. It provides important significance in drawing innovation policy, elevating enterprise innovation level, and continuously advancing enterprise competence.Based on summarizing study achievement of related Innovation capability and introducing the develop situation of our household appliances industry, through plentiful survey on the spot and interview, this paper encloses the measurement and evaluation of household appliances enterprise innovation capability on object and justice in order to advance the innovation capability in household appliances enterprises. Following the fact of our household appliances industry, setting out with system view, using the theory of enterprise ability, technology innovation, management innovation, culture innovation, system engineering and optimization, establish the evaluation system model of household appliances enterprise innovation capability with hard strength, soft strength and executive strength. Based on the practice business data of house electronic appliance industry, this paper applies unsupervised support vector machines for feature selection, so as to construct objective index system with weights and evaluation function.The main study content and innovative points of the dissertation are as follows:1,Summarizing the concept of enterprise innovation capability: guided by concept innovation, enterprise innovation capability consist with technology innovation, management innovation, marketing innovation and culture innovation. Each innovation have it's arrangement, and each layer have different function and effect to enterprise. High layer innovation provide far more benefits and advantages than low layer. Based on the experience, this dissertation educe that patent and national standard in technology innovation, innovation culture present the tiptop, which providing the highest innovation barrier and longest leading period.2,Based on summarizing previous study achievement of related Innovation capability, this paper disclose the essence and intension of innovation capability through analyzing it's character, constitution, arrangement and function. First qualitatively andquantitatively summarize the innovation barrier——pioneering advantages, induced byall kinds of innovation. This provides stability groundwork for evaluation enterprise innovation capability. Then analyze and compare the existing evaluation indexes and evaluation measures of innovation capability.3,Through comparative research, this paper analyzes the character and limitation of all kinds of existing evaluation measure about innovation capability. Meanwhile, analyzes the virtue and limitation about evaluation index of innovation capability funded by previous scholar. This affords massiness base on establishing evaluation model and choosing evaluation measure.4,This paper systematically reviews development history of our household appliances industry, thoroughly analyzes actuality and character, summarizes innovation paths, and indicates the reason of unsubstantial innovation capability. Accounting the character of our household appliances industry and function of innovation capability, this paper firstly establish innovation capability model based on "innovation investment layer", "enterprise layer" and "innovation outcome layer", through "innovation hard ability", "innovation soft ability" and "innovation executive ability" to comprehensively evaluate. This evaluation model is an innovation on innovation capability evaluation,providing some reference meaning on other evaluation fields.5,In order to eliminate the artificial interference on evaluation innovationcapability, this paper first inducts unsupervised support vector machines into this study field. Based on the previous study achievement, this paper ameliorates arithmetic, and funds FS-primal-SVM model. This model evaluates directly on the practice business data of house electronic appliance enterprise, therefore eliminates the artificial interference farthest since it need no judgement sets like tradition evaluation measure. Apply this model for feature selection, wipe off redundant targets, endow target weights, and figure out innovation capability exponent of each enterprise. 6,In fact, every data may take statistical discrepancy or trail error, therefore it's a main matter to treat noisy data. Focusing on the probability discrepancy of practice business data, based on unsupervised support vector machines, this paper establish robust unsupervised support vector machines under polyhedral disturbance, the FS-Robust-primal-SVM model. Through this model to process data, acquiredovish innovation evaluation index and comprehensive evaluation function.