Naïve and Robust: Class‐Conditional Independence in Human Classification Learning

Humans excel in categorization. Yet from a computational standpoint, learning a novel probabilistic classification task involves severe computational challenges. The present paper investigates one way to address these challenges: assuming class‐conditional independence of features. This feature independence assumption simplifies the inference problem, allows for informed inferences about novel feature combinations, and performs robustly across different statistical environments. We designed a new Bayesian classification learning model (the dependence‐independence structure and category learning model, DISC‐LM) that incorporates varying degrees of prior belief in class‐conditional independence, learns whether or not independence holds, and adapts its behavior accordingly. Theoretical results from two simulation studies demonstrate that classification behavior can appear to start simple, yet adapt effectively to unexpected task structures. Two experiments—designed using optimal experimental design principles—were conducted with human learners. Classification decisions of the majority of participants were best accounted for by a version of the model with very high initial prior belief in class‐conditional independence, before adapting to the true environmental structure. Class‐conditional independence may be a strong and useful default assumption in category learning tasks.     

SCIENCE AND TRANSCENDENCE: WESTPHAL,DERRIDA, AND RESPONSIBILITY

Abstract. On the naive reading, “radical social constructivism” would be the result of “deconstructing” science. Science would simply be a contingent construction in accordance with social determinants. However, postmodernism does not necessarily abandon fidelity to the objects of thought. Merold Westphal's Derridean philosophy of religion emphasizes that even theology need not eliminate the transcendence of the divine other. By drawing an analogy between natural and supernatural transcendence, I argue that science is similarly called to responsibility in the encounter with that which lies outside its horizon of expectation. Science's rational autonomy is overcome by the heteronomy of realities that precede it. Understanding species as homeostatic property clusters is an example of nonessentialist, postmodern, and scientific realism. Science is still a vehicle for encountering natural alterity, thus decentering the relativism thought to characterize postmodernism. However, natural science must not attempt to place the whole of being at human disposal if it is to fulfill the potential of Westphal's philosophy of religion.     

Nanocrystallization in a Zr 57 Ti 5 Cu 20 Al 10 Ni 8 bulk metallic glass

The first stages of thermal relaxation towards equilibrium in a Zr 57 Ti 5 Cu 20 Al 10 Ni 8 bulk metallic glass have been studied by differential scanning calorimetry, X-ray diffraction, transmission electron microscopy and high-resolution electron microscopy. These coupled experiments rule out for this glass the existence of a phase separation on the nanometric scale preceding the onset of crystallization. The first step of crystallization is of the primary type, that is it consists of the nucleation of nanocrystallites in the amorphous matrix with which they coexist in metastable equilibrium. The very high nucleation rate leads to a nanometric composite structure with a number density of about 7 2 10 24 m -3 of 3-4nm crystallites, occupying a volume fraction of about 15%. These features, as well as the crystallization kinetics observed during isochronal or isothermal heating, are discussed.     

Quantized intrinsically localized modes of a 3D lattice

Intrinsically Localized Modes are anharmonic oscillations found in one-dimensional systems, and occur relatively infrequently in classical higher dimensional lattices. However, when ILMs appear in simulations of classical lattices, their energies are too high for them to be seen in thermal equilibrium. We investigate quantized ILMs in a three-dimensional lattice using the Ladder Approximation, and find that ILMs occur preferentially for centre of mass momenta at which the van-Hove singularities in the two-phonon density of states coalesce. For interactions larger than a critical value, the ILMs form above the top of the two-phonon continuum, but fall into the continuum as q? is shifted away from the optimal value. This indicates that ILM excitations may be more ubiquitous in 3D lattices than previously expected. Furthermore, we find that the ILMs have intrinsic spins of either S = 0 or S = 2 and have internal structures associated with their spatial symmetry.     

河南省医疗改革的公平性分析

河南省医疗改革突出的难题在于如何实现保健资源的公平公正.影响河南医疗改革公平的因素是产权改制的方向偏差,道德异乡人的利益博弈,资本和技术对医学的剥蚀,医学、医疗自身发展的失衡.实现医疗改革公平的对策建议是显化政府责任伦理,重建医患利益共同体,整合优化卫生资源的配置,推行医学整体化的发展模式.     

Ethical Conflicts in Commercialization of University Research in the Post–Bayh–Dole Era

Protection of intellectual property as well as its exploitation for monetary benefit have existed for centuries. However, commercialization of intellectual property had not entered the precincts of academic universities in a significant way until the introduction of the Bayh–Dole Act in the 1980s in the United States. The post–Bayh–Dole era has seen a quantitative increase in patenting activity in universities. This article summarizes the ethical conflicts ushered in by increasing commercialization of academic university research. Activities related to the protection and commercial exploitation of intellectual property have led to changes in academic culture that have given room for debate between the puritans and the modernists. Issues contended by the two groups have been identified, and both sides of the argument are discussed. The key to achieving “responsible commercialization of research” is to balance the Bayh–Dole ethos with the traditional Mertonian norms of academic research.     

Costs and Utilities Perspective of Consumers' Intentions to Engage in Online Music Sharing: Consumers' Knowledge Matters

Online music sharing, deemed illegal for invading intellectual property rights under current laws, has become a crucial issue for the music industry in the modern digital age, but few have investigated the potential costs and utilities for individuals involved in such online misbehavior. This study aimed to fill in this gap to predict consumers' intentions to engage in online music sharing and further consider consumers' online music sharing knowledge as a moderator in the research model. The results of repeated measures analysis of variance of costs and utilities of online music sharing not only give more detailed information to grasp empirical implications but also provide some suggestions to the music industry in Taiwan.     

Fuzzy system for intelligent word recognition using a regular grammar

We present a new approach for off-line intelligent word recognition based on a fuzzy classification model. First, we segment a word into its single characters, and label each pixel as vertical or as horizontal so that we can group all the pixels into vertical or horizontal strokes. Then, we use dynamic zoning to obtain the locations of the connections between the vertical strokes – which are the main strokes – and the horizontal ones. These features let us construct the representative string of a character using a regular grammar and, subsequently, use a Deterministic Finite Automaton to check them out. To accomplish the recognition, we use a Fuzzy Lattice Reasoning classifier. The combination of the representative strings and the fuzzy classifier provides promising performance rates.     

资源的交换价值和工资性质对其分配公平感的影响

如何公平合理地分配有限的资源是每一个组织都要面对的基本问题。在组织资源分配中存在一个有趣的现象, 即平均分配金钱往往会比平均分配特定商品让人感到更不公平。前人研究认为, 这是因金钱较之特定的商品具有更多交换价值导致的。3个实验对这一重要的心理现象进行了重新研究发现, 不仅交换价值影响资源分配的公平感, 而且资源的工资性质对其分配的公平感也有重要影响。这一发现丰富了Adams的公平理论, 同时也为组织更好地分配资源提供重要参考。