901 research outputs found

    A Paleoethnobotanical Comparison of Mortuary and Village Langford Tradition Sites in Northern Illinois

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    Archaeologists working in northern Illinois have conducted research on Langford Tradition (ca AD 1100-1450) sites for more than a century. The last 40 years have seen increasing methodological sophistication providing for a relatively nuanced understanding of food technology and resource use. Paleoethnobotany has provided one way to observe the diversity of plant use among Langford site occupants. Using standard paleoethnobotanical practices, plant macroremain from the Robinson Reserve Site (11CK2) are analyzed. The results of the plant macroremain analysis are then compared to existing floral data from the Washington Irving Site (11K52). This research investigates whether site functionality is distinguishable between Langford tradition mortuary and village sites

    Meanings and Strategies for Good Health: The Perspectives of Latina Immigrant Mothers in Rural Iowa

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    Presentation made at Latinos in the Heartland (12th : 2014 : St. Louis, Mo.) and published in the annual conference proceedingLimited research has examined the variety of strategies Latino immigrants, especially those living in rural communities, use to maintain or improve their health. This study identified Latina immigrant mothers? conceptualizations of good health and their strategies to maintain or improve their health. Data from 19 semi-structured interviews with Latina immigrant mothers living in a rural Midwestern community were coded and analyzed using qualitative methods. Results reveal that mothers define being healthy as the absence of illness (i.e., "not being sick") and interpreted health in terms of being physically, mentally, and emotionally well. Mothers identified four primary strategies they implement to maintain or improve their health a) eating healthy food, b) participating in moderate and vigorous physical activities, c) monitoring intake of unhealthy foods, and d) visiting the doctor for preventative care (e.g., checkups). Religious beliefs were also noted as sources of strength to tackle their emotional problems. Understanding how Latina immigrant mothers perceive "being healthy" and perceive the status of their own health, as well as being knowledgeable of the strategies they employ to maintain or improve their health, can assist researchers and practitioners interested in improving health outcomes among Latino immigrant families

    Expressing linear equality constraints in feedforward neural networks

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    We seek to impose linear, equality constraints in feedforward neural networks. As top layer predictors are usually nonlinear, this is a difficult task if we seek to deploy standard convex optimization methods and strong duality. To overcome this, we introduce a new saddle-point Lagrangian with auxiliary predictor variables on which constraints are imposed. Elimination of the auxiliary variables leads to a dual minimization problem on the Lagrange multipliers introduced to satisfy the linear constraints. This minimization problem is combined with the standard learning problem on the weight matrices. From this theoretical line of development, we obtain the surprising interpretation of Lagrange parameters as additional, penultimate layer hidden units with fixed weights stemming from the constraints. Consequently, standard minimization approaches can be used despite the inclusion of Lagrange parameters -- a very satisfying, albeit unexpected, discovery. Examples ranging from multi-label classification to constrained autoencoders are envisaged in the future
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