9,590 research outputs found

    Eight Things you should Know about Open Source Integrated Library Systems.

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    Open source library management systems are free alternative to costly commercial library systems. It helps to automate library functions and give a tremendous savings on library automation expenses. User ’s participation in all stages of software project ensures the development of the features that the library really wants. Lack of awareness and knowledge in open source technology among library professionals restrict wide adoption of open source library management system. This article gives an insight into the use and maintenance of open source library management systems

    LEARNING ALGORITHMS FOR MARKOV DECISION PROCESSES

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    We propose various computational schemes for solving Partially Observable Markov Decision Processes with the finite stage additive cost and infinite horizon discounted cost criterion. Error bounds for the corresponding algorithms are given and it is further shown that at the expense of more computational effort the Partially Observable Markov Decision Problem (POMDP) can be solved as closely to the optimal as desired. It is well known that a sufficient statistic for taking the best action at any time for the POMDP is the aposteriori probability distribution on the underlying states, given all the past history, and that this can be updated recursively. We prove that the finite stage optimal costs as well as the optimal cost for the infinite horizon discounted cost problem are both Lipschitz continuous (with domain the unit simplex of probability distributions over the underlying states) and gives bounds for the Lipschitz constant. We use these bounds to provide error bounds for computational algorithms for solving POMDPs. We extend the almost sure convergence result of a very general stochastic approximation algorithm to the case when the underlying Markov process exhibits periodicity. This result is used to extend the proof of convergence of Temporal Difference (TD) reinforcement learning schemes with linear function approximation for Markov Cost processes in order to estimate the cost to go function for the discounted cost criterion, and the differential cost function for the average cost criterion, respectively. Adaptive control of Markov Decision Problems (MDPs) is a problem in which a full knowledge of the system parameters, namely transition probabilities as well as the distribution of the immediate costs, are not available apriori. We give direct adaptive control schemes for infinite horizon discounted cost and average cost MDPs. Approximate Policy Iteration using on-line TD schemes for policy evaluation is detailed for the discounted cost and average cost criteria. Possible extensions of direct adaptive control schemes to the POMDP framework are discussed. Auxiliary results relevant to the core results of the dissertation are stated and proved in the appendices. In particular an efficient discretization scheme for the finite dimensional unit simplex is given. Some general error bounds for MDPs are also given. Also TD schemes for learning in Stochastic Shortest Path problems (SSP) are discussed

    Lessons from the pandemic: the need for new tools for risk and outbreak communication

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    The influenza pandemic of 2009 revealed shortcomings in the existing guidelines for risk and outbreak communication. Concepts such as building trust proved hard to achieve in practice, whereas other issues such as communicating through the internet and coping with the political fallout of disease outbreaks are not dealt with in existing guidelines. This article surveys the current guidelines and makes recommendations for additional tools and guidelines to be developed in four areas: integrating long-term behavior change models with outbreak communications; research to develop a better understanding of communicating through the internet; research to understand how to use communications to build trust; and developing guidelines and principles to understand the political nature of disease outbreaks

    Evaluating the Virtual Management Information Systems (MIS) Classroom

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    This paper outlines techniques for an active learning environment in a virtual MIS classroom, as well as a comparison of outcomes in that distance learning class with a regular, live, MIS class. These techniques included discussions, small group projects and cooperative work supported by technology such as chat sessions, e-mail and bulletin boards. Feedback to students was improved through the use of an online grade book and e-mail. Outcomes were measured in terms of grades for participation, exercises, assignments, tests and the overall grade. There were no significant differences in outcomes. The paper also presents the results of a survey measuring students\u27 experiences with the virtual class. Students were generally very positive about the quality of the learning experience. Teaching a distance learning class using active learning techniques is a difficult and time-consuming enterprise

    Electromagnetic Energy, Momentum, and Angular Momentum in an Inhomogeneous Linear Dielectric

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    In a previous work, Optics Communications 284 (2011) 2460--2465, we considered a dielectric medium with an anti-reflection coating and a spatially uniform index of refraction illuminated at normal incidence by a quasimonochromatic field. Using the continuity equations for the electromagnetic energy density and the Gordon momentum density, we constructed a traceless, symmetric energy--momentum tensor for the closed system. In this work, we relax the condition of a uniform index of refraction and consider a dielectric medium with a spatially varying index of refraction that is independent of time, which essentially represents a mechanically rigid dielectric medium due to external constraints. Using continuity equations for energy density and for Gordon momentum density, we construct a symmetric energy--momentum matrix, whose four-divergence is equal to a generalized Helmholtz force density four-vector. Assuming that the energy-momentum matrix has tensor transformation properties under a symmetry group of space-time coordinate transformations, we derive the global conservation laws for the total energy, momentum, and angular momentum.Comment: added publication informatio

    Is There A Caste System In India?

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    American news media as well as American textbooks, both college and secondary schools, present India as a unique society because it practices the caste system, which is then described in terms of its presumed traditional characteristics. Americans thus learn to picture the Indian society as extremely static and assume that the caste system still continues in its traditional form. The fact is that even in traditional times, the caste system never existed as it was theoretically supposed to operate. In modern India, the caste system exists, but not as westerners generally conceive of it
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