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1. chinaXiv:201705.00829 [pdf]

Entropy-partition of Complex Systems and Emergence of Human Brain’s Consciousness

Xi Guangcheng
Subjects: Mathematics >> Statistics and Probability

The three frameworks for theories of consciousness taken moust seriously by neuroscientists are that consciousness is a biological state of the brain,the global workspace perspective,and the perspective of higher state. Consciousness is discussed from viewpoint of theory of Entropy—partition of complex system in present article. Human brain’s system self-organizably and adaptively implements partition、aggregation and integration, and consciousness emerges.

submitted time 2019-01-10 Hits2028Downloads1055 Comment 0

2. chinaXiv:201901.00053 [pdf]

基于条件随机场与信息熵的特定领域概念发现

付瑶; 万静; 邢立栋
Subjects: Computer Science >> Integration Theory of Computer Science

针对特定领域内自动化识别既有概念和发现新概念的问题,提出了一种基于条件随机场和信息熵的抽取方法。通过使用条件随机场对文本中的概念词进行边界预测,与词典中的概念对比,筛选出新概念的候选项并找出其大概位置,然后由互信息和左右熵分别判断概念窗口内的概念内部结合度和概念边界自由度,从而发现新的专业概念。实验表明,使用该方法进行概念发现比单独使用条件随机场的方法有更好的效果,基于字和词的模型概念发现的准确率分别提升了20.06%和46.54%。

submitted time 2019-01-03 From cooperative journals:《计算机应用研究》 Hits176Downloads111 Comment 0

3. chinaXiv:201803.01556 [pdf]

Gibbsian representation of knowledge in infinite dimensional random neural networks(IDRNN)

xi guangcheng
Subjects: Mathematics >> Statistics and Probability

Abstract. In studying of a class of random neural network, some of relative researchers have proposed Markov model of neural network. Wherein Markov property of the neural network is based on “assuming”. To reveal mechanism of generating of Markov property in neural network, it is studied how infinite-dimensional random neural network (IDRNN) forms inner Markov representation of environment information in this paper.Because of equivalence between markov property and Gibbsian our conclusion is that knowledge is eventually expressed by extreme Gibbs probability measure—ergodic Gibbs probability measure in IDRNN. This conclusion is also applicable to quantum mechanical level of IDRNN. Hence one can see “ concept “- “ consciousness” is generated at particle(ion) level in the brain and is experienced at the level of the neurons; We have discussed also ergodicity of IDRNN with random neural potential.

submitted time 2018-11-07 Hits1471Downloads667 Comment 0

4. chinaXiv:201705.00968 [pdf]

Using associative neural network to interpret syndromes of Traditional Chinese Medicine

Xi Guangcheng Chen Jianxin Yi JianQiang
Subjects: Mathematics >> Modeling and Simulation

Millions of people benefit form Traditional Chinese Medicine TCM every day. Unfortunately till now TCM has not been accepted as science by world especially western people. Bian Zheng Lun Zhi is distillation of TCM. Syndrome is key in system of Bian Zheng Lun Zhi. Study about the syndrome is core of study of basic theory of TCM. We creatively interpret TCM through a view of cognitive science and take syndromes of TCM as concepts of brain. This paper try to introduce syndrome to western people in order to let western people understand our viewpoints more easily the best method is to adopt a manner that is easily understood by them already exists and has been thought to be right. So we employ neural network presented by foreign people as brain model instead of network presented by us Using two classic case of TCM we successfully clarify the three main properties of syndrome in TCM.

submitted time 2017-05-25 Hits2443Downloads1576 Comment 0

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