As the stock market is an important part of the national economy, more and more investors have begun to pay attention to the methods to improve the return on investment and effectively avoid certain risks. Many factors affect the trend of the stock market, and the relevant information has the nature of time series. This paper proposes a composite model CNN-BiSLSTM to predict the closing price of the stock. Bidirectional special long short-term memory improved on bidirectional long short-term memory adds (...) 1 − tanh function in the output gate which makes the model better predict the stock price. The model extracts advanced features that influence stock price through convolutional neural network, and predicts the stock closing price through BiSLSTM after the data processed by CNN. To verify the effectiveness of the model, the historical data of the Shenzhen Component Index from July 1, 1991, to October 30, 2020, are used to train and test the CNN-BiSLSTM. CNN-BiSLSTM is compared with multilayer perceptron, recurrent neural network, long short-term memory, BiLSTM, CNN-LSTM, and CNN-BiLSTM. The experimental results show that the mean absolute error, root-mean-squared error, and R-square evaluation indicators of the CNN-BiSLSTM are all optimal. Therefore, CNN-BiSLSTM can accurately predict the closing price of the Shenzhen Component Index of the next trading day, which can be used as a reference for the majority of investors to effectively avoid certain risks. (shrink)

In real life, multiple network public opinion emergencies may break out in a certain place at the same time. So, it is necessary to invite emergency decision experts in multiple fields for timely evaluating the comprehensive crisis of the online public opinion, and then limited emergency resources can be utilized to give priority to respond to the one with the highest crisis. Due to the complexity of network public opinion emergencies and the limited cognition of experts, most of the decision (...) problems for evaluating the network public opinion emergencies are highly uncertain. Also, prior to the selection of the highest crisis, it is preferable that experts reach a high degree of consensus among their assessments or opinions. To address such problems, this paper presents a novel adaptive consensus reaching model for multiattribute group decision making with probabilistic linguistic decision matrices. First, to quantify the difference between any two probabilistic linguistic term sets accurately and efficiently, we define a novel distance measure between PLTSs based on the Wasserstein metric. Then, by integrating the defined PLTSs-based Wasserstein distance measure into the classical CCSD method, we construct an optimization model for objectively determining attribute weights. Subsequently, we develop the individual cumulative consensus contribution measure and the group consensus measure, respectively, following which is to present an integrated consensus improving strategy that considers both weight-updating and assessment-adjusting. Finally, the feasibility and the applicability of the proposed approach are illustrated via a real evaluation of network public opinion emergencies. Through comparing with existing probabilistic linguistic MAGDM approaches, the proposed approach offers the advantages in terms of the accurate measurement of information difference and the integrated improvement of consensus efficiency. (shrink)

Engineering failure investigations seek to reconstruct the actual causes of major engineering failures. The investigators need to establish the existence of certain past events and the actual causal relationships that these events bear to the failures in question. In this paper, I examine one method for reconstructing the actual causes of failure events, which I call "feature dependence". The basic idea of feature dependence is that some features of an event are informative about the features of its causes; therefore, the (...) investigators can use the features of a known failure event to reconstruct details of its causes. I make explicit the structure of feature dependence and the evidential basis of its key premises, and show how feature dependence works in the investigation of the American Airlines Flight 191 accident. (shrink)

Noted logician and philosopher addresses various forms of mathematical logic, discussing both theoretical underpinnings and practical applications. After historical survey, lucid treatment of set theory, model theory, recursion theory and constructivism and proof theory. Place of problems in development of theories of logic, logic’s relationship to computer science, more. Suitable for readers at many levels of mathematical sophistication. 3 appendixes. Bibliography. 1981 edition.

本书按文章的相关相近性质分为三卷:第一卷的主要内容是专著美感教育研究和有关美学美育,现实美,自然美诸问题的文章;第二卷既有论述马克思主义经典作家关于悲剧,艺术的不朽魅力和美的规律等方面的思想的文章,又 有探讨我国古代美学思想,特别是音乐美学思想的文章,还有评述马克思主义美学家蔡仪美学思想的一组文章;第三卷的主要部分是探讨体育与美育的关系以及体育运动美的特点,种类和欣赏等问题的论著,还有关于社会主义文 学与人道主义,与人情,与意识形态性等的关系的文章.

Wang Hui asks what it means for China to be modern and for modernity to be Chinese. Is there a rupture between tradition and modernity in China? How has Confucian thought evolved? Did China become modern in the Middle Ages? A deep intellectual history, The Rise of Modern Chinese Thought revises our senses of both modernity and Chinese philosophy.

本書採取史論結合的研究方法，堅持邏輯與歷史統一的原則，從儒學發展史的角度及易學哲學的高度，提煉出陳法哲學思想研究的若干重要命題，並以此為基礎展開系統研究；同時注重研究的學理性，緊密貼近陳法思想的本原， 既深入挖掘陳法哲學思想豐富的內涵，又充分展現其獨特個性色彩。本書使陳法哲學思想的原貌得以完整呈現，為系統研究中國易學和儒學發展史，為進一步深入研究貴州地方思想文化，提供有益參考和借鑒。.

Too often Buddhism has been subjected to the Procrustean box of western thought, whereby it is stretched to fit fixed categories or had essential aspects lopped off to accommodate vastly different cultural norms and aims. After several generations of scholarly discussion in English-speaking communities, it is time to move to the next hermeneutical stage. Buddhist philosophy must be liberated from the confines of a quasi-religious stereotype and judged on its own merits. Hence this work will approach Chinese Buddhism as a (...) philosophical tradition in its own right, not as an historical after-thought nor as an occasion for comparative discussions that assume the west alone sets the standards for or is the origin of philosophy and its methodologies. Viewed within their own context, Chinese Buddhist philosophers have much to contribute to a wide range of philosophical concerns, including metaphysics, epistemology, ethics, philosophy of language, philosophy of mind, and philosophy of religion, even though Western divisions of philosophy may not exhaust the rich contents of Chinese Buddhist Philosophy. (shrink)

作者通过讲述古希腊罗马哲学家丰富的思想和观点,探讨西方哲学精神的起源,揭示西方民族的精神取向,阐明西方民族思维方式的特征,帮助读者把握西方哲学的基本精神,养成理论思维的能力,培养高尚的情操,全面提高人 文素质.

This article uses a Chinese narrative of ‘nature-human harmony’ as the main thread to connect the contributions of ontological anthropology. I argue that the best of the critiques of nature-human or nature-culture dualism in social anthropology propose rebuilding a world that ‘pursues harmony while preserving difference’ in the double sense of nature and culture. Given that most social scientific problems are indeed related to utilitarian individualism, I argue that research on ‘ontology’ should re-engage the ancient notion of ‘ ji’, construed (...) as ‘others-comprised self’, which forms the foundation of a perspective of ‘broad human relationship’ between humans and their others (other humans, things, and divinities). Perspectivism inherits many categories of Western cosmology that it critiques and represents a kind of inert ontology. Grounded in the cosmology of life ( sheng), we hope to contribute to a new anthropology of the compatibility between self/others and subject/objects. (shrink)