1,260 research outputs found

    Model free variable importance for high dimensional data

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    A model-agnostic variable importance method can be used with arbitrary prediction functions. Here we present some model-free methods that do not require access to the prediction function. This is useful when that function is proprietary and not available, or just extremely expensive. It is also useful when studying residuals from a model. The cohort Shapley (CS) method is model-free but has exponential cost in the dimension of the input space. A supervised on-manifold Shapley method from Frye et al. (2020) is also model free but requires as input a second black box model that has to be trained for the Shapley value problem. We introduce an integrated gradient (IG) version of cohort Shapley, called IGCS, with cost O(nd)\mathcal{O}(nd). We show that over the vast majority of the relevant unit cube that the IGCS value function is close to a multilinear function for which IGCS matches CS. Another benefit of IGCS is that is allows IG methods to be used with binary predictors. We use some area between curves (ABC) measures to quantify the performance of IGCS. On a problem from high energy physics we verify that IGCS has nearly the same ABCs as CS does. We also use it on a problem from computational chemistry in 1024 variables. We see there that IGCS attains much higher ABCs than we get from Monte Carlo sampling. The code is publicly available at https://github.com/cohortshapley/cohortintgra

    Evaluating and analyzing firms' investment decisions : a study of UK domestic and cross-border acquisitions

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    This thesis consists of four essays or chapters that investigate acquisitions made by UK firms. The main focus of the research is the acquirers’ abnormal returns that are associated with the announcement of domestic and cross-border acquisitions. The research provides empirical evidence on some of the significant issues that have been raised in the literature, particularly focusing on measuring operating performance for domestic and cross-border acquisitions over the long-term. The first essay investigates acquirers’ announcement abnormal returns for acquisitions that have been conducted by UK firms, either domestically or internationally. The principal finding is that acquisitions of domestic firms appear to generate larger returns, whereas acquisitions classified as cross-border do not appear to add value to the acquiring firm. The second essay examines the characteristics of the deal, and how these impact the acquirers’ returns for both domestic and cross-border acquisitions. The characteristics considered are the method of payment, the industrial relationship between the acquirer and the target, the relative size of the acquirer to the target, the type of the target firm and the Book-to-Market ratio of the acquiring firm. The third essay investigates the directors’ overconfidence and its impact on the acquirers’ returns. Directors’ overconfidence is examined depending on the self-attribution bias by distinguishing between the abnormal returns to frequent and infrequent acquirers. The fourth essay examines insider trading via studying the relationship between the private investment decisions of the directors and the firm’s investment in respect of acquisitions it makes over the announcement date of the acquisition. Two different methods are proposed to classify directors into optimistic and neutral based on these personal portfolio trades. The fifth empirical chapter focuses on domestic and cross-border acquisitions with public targets, and studies their synergy gains and operating performance for a 3-year period after the announcement year. The aim is to try to understand what these firms gain from such acquisitions, given the apparent absence of a gain in value at the announcement of the investment. It is essential to add that the importance of this thesis comes from shedding a light on the role of acquisition activity in UK market within last 10 years domestically and internationally. Furthermore, providing a significant advice to firms not to allocate their capital in acquisitions with public targets because there is not benefit from investing in these types of investment.EThOS - Electronic Theses Online ServiceGBUnited Kingdo

    Georgia Rural Hospital Tax Credit

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    Background Eight rural hospitals have closed in Georgia within the last decade, and more are financially distressed. In 2016, Georgia legislation created a state income tax credit for individuals and corporations that donate to qualifying non-profit rural hospitals of their choice. This law, the first of its kind in the US, was intended to provide struggling hospitals with financial support to improve viability. Using a mixed- methods approach, this study assessed the perspective of hospital executives concerning the program, examined community awareness of the program, and evaluated how hospitals used the money to enhance access to care for rural populations

    Performance of LED-Based Fluorescence Microscopy to Diagnose Tuberculosis in a Peripheral Health Centre in Nairobi.

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    Sputum microscopy is the only tuberculosis (TB) diagnostic available at peripheral levels of care in resource limited countries. Its sensitivity is low, particularly in high HIV prevalence settings. Fluorescence microscopy (FM) can improve performance of microscopy and with the new light emitting diode (LED) technologies could be appropriate for peripheral settings. The study aimed to compare the performance of LED-FM versus Ziehl-Neelsen (ZN) microscopy and to assess feasibility of LED-FM at a low level of care in a high HIV prevalence country
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