b-jet Identification in PbPb Collisions with CMS

The flavor dependence of jet quenching is a powerful handle to discriminate between models of parton energy loss in heavy-ion collisions. We demonstrate the capacity of CMS to identify jets initiated by bottom quarks using displaced vertices reconstructed in the silicon tracking system. The b-jet to inclusive jet ratio is measured in PbPb collisions and compared to pp collisions and simulations at the same center-of-mass energy

Jet Fragmentation in Medium and Vacuum with the PHENIX Detector

One of the most active areas of investigation in relativistic heavy-ion collisions is the study of the jet quenching phenomenon whereby hard partons lose their energy as they traverse the hot, dense matter created in such collisions. Strong parton energy loss has been observed in central nucleus-nucleus collisions as evidenced by the a large suppression of the yield of high pT hadrons as compared to the expected yield based on measurements in p+p collisions. Moreover, measurements of back-to-back correlations of charged hadrons suggest that jet shapes are strongly modified modified by the medium. The quantitative interpretation of single and di-hadron measurements is, however, complicated by the fact that the initial parton energy is unknown. A more informative measurement would be one in which the initial parton energy is known, allowing the determination of the fragmentation function, which may be effectively modified from its vacuum form by the presence of the medium. Two measurements in which the initial parton energy may be estimated are discussed in these proceedings: jet reconstruction and two- particle correlations using direct photons. Jet reconstruction in nuclear collisions is challenging due to the large background of soft particles, fluctuations of which give rise to fake jets. Direct photons can be used to estimate the initial parton energy of the recoil jet without recourse to jet reconstruction algorithms. However, such studies suffer from a smaller rate and the direct photon signal must be disentangled from a large background of decay photons. We present jet reconstruction results which use an algorithm suitable for a high multiplicity environment. We also present results of two-particle correlations using direct photons. These results are discussed in the context of medium modification to the fragmentation function.Comment: Talk presented at DIS 2010, Florence, Ital

Intellectual Property and Antitrust Limits on Contract: Comment

In their chapter in Dynamic Competition and Public Policy (2001, Cambridge University Press), Burtis and Kobayashi never defined their model\u27s discount rate, making replicating their simulation results difficult. Through our own simulations, we were able to verify their results when using a discount rate of 0.10. We also identified two new types of equilibria that the authors overlooked, doubling the number of distinct equilibria in the model

Cultural appropriation and the intimacy of groups

What could ground normative restrictions concerning cultural appropriation which are not grounded by independent considerations such as property rights or harm? We propose that such restrictions can be grounded by considerations of intimacy. Consider the familiar phenomenon of interpersonal intimacy. Certain aspects of personal life and interpersonal relationships are afforded various protections in virtue of being intimate. We argue that an analogous phenomenon exists at the level of large groups. In many cases, members of a group engage in shared practices that contribute to a sense of common identity, such as wearing certain hair or clothing styles or performing a certain style of music. Participation in such practices can generate relations of group intimacy, which can ground certain prerogatives in much the same way that interpersonal intimacy can. One such prerogative is making what we call an appropriation claim. An appropriation claim is a request from a group member that non-members refrain from appropriating a given element of the group’s culture. Ignoring appropriation claims can constitute a breach of intimacy. But, we argue, just as for the prerogatives of interpersonal intimacy, in many cases there is no prior fact of the matter about whether the appropriation of a given cultural practice constitutes a breach of intimacy. It depends on what the group decides together

Hidden Markov Model Identifiability via Tensors

The prevalence of hidden Markov models (HMMs) in various applications of statistical signal processing and communications is a testament to the power and flexibility of the model. In this paper, we link the identifiability problem with tensor decomposition, in particular, the Canonical Polyadic decomposition. Using recent results in deriving uniqueness conditions for tensor decomposition, we are able to provide a necessary and sufficient condition for the identification of the parameters of discrete time finite alphabet HMMs. This result resolves a long standing open problem regarding the derivation of a necessary and sufficient condition for uniquely identifying an HMM. We then further extend recent preliminary work on the identification of HMMs with multiple observers by deriving necessary and sufficient conditions for identifiability in this setting.Comment: Accepted to ISIT 2013. 5 pages, no figure

Protection of Patient Privacy on Mobile Device Machine Learning

An existing StudentLife Study mobile dataset was evaluated and organized to be applied to different machine learning methods. Different variables like user activity, exercise, sleep, study space, social, and stress levels are optimized to train a model that could predict user stress level. The different machine learning methods would test if both patient data privacy and training efficiency can be ensured