The integration of machine learning algorithms into the legal recommendation system marks a burgeoning area of research, with a particular focus on enhancing the accuracy and efficiency of judicial decision-making processes. The application of Bayesian Network (BN) emerges as a potent tool in this context, promising to address the inherent complexities and unique nuances of legal texts and individual case subtleties. However, the challenge of achieving high accuracy in BN parameter learning, especially under conditions of limited data, remains a significant (...) hurdle. This study proposes an Enhanced Maximum Parameter Learning (EMPL) algorithm, tailored for BN parameter optimization in scenarios characterized by small sample sizes. The EMPL algorithm, innovatively incorporating the Synthetic Minority Over-sampling Technique (SMOTE), begins with the formulation of inequality constraints derived from domain expertise. It establishes a minimal dataset threshold necessary for effective parameter learning. Through the introduction of an index weighting factor function that dynamically adjusts according to the sample size, the algorithm facilitates the derivation of refined BN parameters. The core innovation of the EMPL algorithm lies in its use of an exponentially weighted factor function, designed to be responsive to variations in sample size, and its capacity to expand the parameter space using SMOTE to align with qualitative constraints from expert insights. This approach enables the integration of data-derived parameters with those obtained through expert experience in an exponentially weighted manner, culminating in the optimization of BN parameters. Comparative analysis reveals that the EMPL algorithm achieves superior learning accuracy over traditional Maximum Likelihood Estimation (MLE) and qualitative maximum a posteriori (QMAP) approach, particularly in contexts of sparse data. Furthermore, it demonstrates enhanced performance relative to variable weight learning algorithms, underscoring its potential to significantly improve decision-making processes in the legal domain through advanced BN parameter learning. (shrink)

How the Tao applies to the ecological understanding of the human environment for the purpose of human well-being as well as for the hannony of nature is an interesting and crucial issue for both environmentalists and philosophers of the Tao. I formulate five basic axioms for an environmental ethic of the Tao: the axiom of total interpenetration; the axiom of self-transformation; the axiom of creative spontaneity; the axiom of a will not to will; and the axiom of non-attaching attachment. I (...) show that each axiom generates important consequences for environmental ethics and that together they provide a necessary foundation for environmental ethics. (shrink)

Humanities Open Book Program, a joint initiative of the National Endowment for the Humanities and the Andrew W. Mellon Foundation.

This book is based on my doctoral dissertation written at Harvard University in the year of 1963. My interest in Peirce was inspired by Professor D. C. Williams and that in Lewis by Professor Roderick Firth. To both of them lowe a great deal, not only in my study of Peirce and Lewis, but in my general approach toward the problems of knowledge and reality. Specifically, I wish to acknowledge Professor Williams for his patient and careful criticisms of the original (...) manuscripts of this book. I also wish to thank Professor Firth and Professor Israel Scheffler for their many suggestive comments regarding my discussions of induc tion. However, any error in this study of Peirce and Lewis is completely due to myself. Chung-ying Cheng Honolulu, Hawaii March,1967 TABLE OF CONTENTS PREFACE V SUMMARY IX CHAPTER I: Introduction I I. Problem of Justifying Induction and Proposal for Its Dissolution I 2. Two Types of Recent Arguments for the Validity of Induction 3 Arguments from Paradigm Cases and Uses of Words 4 3. (shrink)

I discuss several areas of classical Chinese philosophy such as Confucianism, Daoism, Yijing philosophy, and the Mingjia, in terms of their global relevance for humankind today. I contend that despite the critique of 4 May 1919 and Great Cultural Revolution of 1965–1976, these philosophical schools have remained latent in the consciousness of the Chinese people. I argue that classical Chinese philosophy is very relevant for the present worldwide rebirth (renaissance) of human civilization. It is, in fact, crucial to the development (...) of a “global” humanistic philosophy needed for the survival of the human species, the resolution of cultural crises, the improvement of the quality of life, and the axiological enrichment of community living. (shrink)

Traditional scholarship seems not to pay sufficient attention to the fact that Daxue 《大學》 has established a system of ethical and political philosophy on the basis of the idea of xin 心 (heart-mind) whereas the Zhongyong 《中庸》 has argued for the participation of the human person in the creativities of heaven and earth based on the onto-generative nature (xing 性) of the human person. How to explain this fact and interrelate and integrate these two systems become both a historical challenge (...) and a theoretical issue in the understanding of the Confucian philosophy of humanity as we find in the Lunyu 《論語》. (shrink)

_Contemporary Chinese Philosophy_ features discussion of sixteen major twentieth-century Chinese philosophers. Leading scholars in the field describe and critically assess the works of these significant figures. Critically assesses the work of major comtemporary Chinese philosophers that have rarely been discussed in English. Features essays by leading scholars in the field. Includes a glossary of Chinese characters and definitions.

This is an up-To-Date analysis of kung-Sun lung's thesis "white horse is not horse" and the underlying class logic. Critique is made of the wrong-Headedness of the mass-Term interpretation (hansen) and a shallow understanding of classical chinese grammar in light of modern logic. Neo-Ruohist canons on identity, Difference, Separableness and inseparableness are also analyzed for comparison and contrast.