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    Abstracts & Author Biographies for Textile Society of America, \u3ci\u3e15th Biennial Symposium (2016): Crosscurrents: Land, Labor, and the Port\u3c/i\u3e

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      Dr. Heather J Abdelnur, Ph.D. Reena Aggarwal Patricia Alvarez Cecilia Anderson Emily Anderson Lynne Anderson Jaiya A Anka Adebowale Biodun Areo and Margaret Olugbemisola Areo Margaret Olugbemisola Areo and Adebowale Biodun Areo David Arrellanes Jenny Balfour-Paul Suzi Ballenger Ruth Barnes Jody Benjamin Carole F. Bennett Julie Berman Noga Bernstein Medha Bhatt Amy Bogansky Elaine Bourque Laurie A Brewer Carrie Brezine Donna Brown Sarah S. Broomfield Susan Brown Heather R Buechler Shelby A Burchett Tara R Bursey Bonnie S. Carter Nynne J Christoffersen Laura Cochrane Lia Cook Françoise Cousin Jamie Credle Maria Curtis Pamela I Cyril-Egware Sonja K Dahl Mary Lou Davis Virginia Davis Deborah Deacon Alejandro B. de Avila Corinne Debaine-Francfort Amanda J Denham Sophie Desrosiers Sophie Desrosiers & Corinne Debaine-Francfort Sudha Dhingra Textile Crafts of India Katharine A. Diuguid Sharon Donnan Frances Dorsey and Robin E. Muller Sharmila Dua Maximilien Durand Mercedes Durant Philippe Dwyer and Rebecca. A. Zerby Eiluned M Edwards Benjamin Ehlers Catharine Ellis Deborah L Emmett Emily A. Engel and Maya Stanfield-Mazzi Leila Eslami Shirazi Faegheh Sarah E. Fee Andrea V Feeser Blenda Femenías Chriztine Foltz Cynthia Fowler Kate Frederick Gao Xia Carolina Gana and Lynne Jenkins Amalia Ramírez Garayza Jenny Garwood Alison A. Gates Surabhi Ghosh Rachel Green Gaby Greenlee Anu H Gupta and Shalina Mehta Thea Haines Louise Hamby and Valerie Kirk Karen Hampton Michaela Hansen Donna Hardy Joan G Hart Kimberly Hart Andrea M. Heckman Sandra L Heffernan Jan Heister Sarah Held Angela Hennesy Ines Hinojosa and Laurie Wilkins Memory Holloway Sylvia W Houghteling Kate Irvin Carol James Janis Jefferies Janis K Jefferies and Barbara Layne Lynne Jenkins and Carolina EunKyung (E.K.) Jeong Donald Clay Johnson Susan Kaiser and Minjung E Lee Jean L Kares Anjali Karolia Hiroko Karuno Alice Kettle Rebecca J. Keyel Valerie Kirk and Louise Hamby Jeana Eve Klein Sirpa Kokko and Riikka H Räisänen Studia Vernacula Deborah E Kraak Sumru B Krody Wendy S Landry Eleanor A Laughlin Minjung E Lee and Susan Kaiser V Margaret L Leininger Margaret L Leininger Tasha Lewis and Helen Trejo The Cultivator Transactions of the New York Agricultural Society The National Wool Grower American Sheep Industry Christina Lindholm Christina Lindholm Mary A Littrell David Loranger and Eulanda Sanders Shannon C Ludington Joanne Lukacher Caitrin Lynch Suzanne P MacAulay Louise M Macul Jane A Malcolm-Davies Kathleen Mangan Lavanya Mani Diana Marks Dawn G. Marsh Christine Martens Marcella Martin Bettina L Matzkuhn Suzanne H McDowell Julia McHugh MacKenzie Moon Ryan Anu H Gupta and Shalina Mehta Karina R Melati Perette E Michelli Eric Mindling Kate Mitchell Rebecca J Summerour and Dana Moffett Robin Muller and Frances Dorsey Hiroshi Murase Vasantha Muthian Willian Nassu Jeff Neale Sumiyo Okumura Fannie Ouyang Ava B Pandiani Slit Tapestry Red/Green Raksha Parekh Teresa A Paschke Pooja R. Pawar Karin E Peterson and Leisa Rundquist Amanda H Phillips Everyday Luxuries Paul Pressly Amy Putansu Riikka H Räisänen and Sirpa Kokko Uthra D Rajgopal Annie Ringuedé Kirsty M Robertson Lesli Robertson Regina A Root Nancy B Rosoff Ann P Rowe Leisa Rundquist and Karin E Peterson Katie M Sabo Stephanie Sabo Shohrat S. Saiyed Eulanda Sanders and David Loranger and Donna R. Danielson Laura I Sansone Joan Saverino Jessica L. Shaykett Jess Sheehan Lacy M Simkowitz Ruth Katzenstein Souza Carmela Spinelli Jeffrey C Splitstoser Maya Stanfield-Mazzi and Emily A. Engel Kathleen A Staples Laurie Carlson Steger Brooks Harris Stevens Cathy Stevulak Rebecca J Summerour and Dana Moffett Maleyne M Syracuse Helen Trejo and Tasha Lewis Kelly Thompson Linda J Thorsen Lynn C Tinley Tomoko Torimaru Helen Trejo Marta D. Turok Deborah Valoma Lisa M VandenBerghe Storm Janse van Rensburg Pauline M Verbeek-Cowart Belinda J. von Mengersen Lisa Vinebaum Yoshiko Wada Mary E Walker Sera J Waters Melinda Watt Marcia Weiss Susanna White Namita Wiggers Laurie Wilkins and Ines Hinojosa Robin B. Williams Liz Williamson Kathleen Curtis Wilson Christine A Wiltshier Charlotte Wittmann Sarah J Worden Ayşem Yanar Rebecca A. Zerby and Philippe Dwyer Callen Zimmerman Stephanie Zollinger Martha Zunig

      Abstracts & Author Biographies for Textile Society of America, \u3ci\u3e15th Biennial Symposium (2016): Crosscurrents: Land, Labor, and the Port\u3c/i\u3e

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        Dr. Heather J Abdelnur, Ph.D. Reena Aggarwal Patricia Alvarez Cecilia Anderson Emily Anderson Lynne Anderson Jaiya A Anka Adebowale Biodun Areo and Margaret Olugbemisola Areo Margaret Olugbemisola Areo and Adebowale Biodun Areo David Arrellanes Jenny Balfour-Paul Suzi Ballenger Ruth Barnes Jody Benjamin Carole F. Bennett Julie Berman Noga Bernstein Medha Bhatt Amy Bogansky Elaine Bourque Laurie A Brewer Carrie Brezine Donna Brown Sarah S. Broomfield Susan Brown Heather R Buechler Shelby A Burchett Tara R Bursey Bonnie S. Carter Nynne J Christoffersen Laura Cochrane Lia Cook Françoise Cousin Jamie Credle Maria Curtis Pamela I Cyril-Egware Sonja K Dahl Mary Lou Davis Virginia Davis Deborah Deacon Alejandro B. de Avila Corinne Debaine-Francfort Amanda J Denham Sophie Desrosiers Sophie Desrosiers & Corinne Debaine-Francfort Sudha Dhingra Textile Crafts of India Katharine A. Diuguid Sharon Donnan Frances Dorsey and Robin E. Muller Sharmila Dua Maximilien Durand Mercedes Durant Philippe Dwyer and Rebecca. A. Zerby Eiluned M Edwards Benjamin Ehlers Catharine Ellis Deborah L Emmett Emily A. Engel and Maya Stanfield-Mazzi Leila Eslami Shirazi Faegheh Sarah E. Fee Andrea V Feeser Blenda Femenías Chriztine Foltz Cynthia Fowler Kate Frederick Gao Xia Carolina Gana and Lynne Jenkins Amalia Ramírez Garayza Jenny Garwood Alison A. Gates Surabhi Ghosh Rachel Green Gaby Greenlee Anu H Gupta and Shalina Mehta Thea Haines Louise Hamby and Valerie Kirk Karen Hampton Michaela Hansen Donna Hardy Joan G Hart Kimberly Hart Andrea M. Heckman Sandra L Heffernan Jan Heister Sarah Held Angela Hennesy Ines Hinojosa and Laurie Wilkins Memory Holloway Sylvia W Houghteling Kate Irvin Carol James Janis Jefferies Janis K Jefferies and Barbara Layne Lynne Jenkins and Carolina EunKyung (E.K.) Jeong Donald Clay Johnson Susan Kaiser and Minjung E Lee Jean L Kares Anjali Karolia Hiroko Karuno Alice Kettle Rebecca J. Keyel Valerie Kirk and Louise Hamby Jeana Eve Klein Sirpa Kokko and Riikka H Räisänen Studia Vernacula Deborah E Kraak Sumru B Krody Wendy S Landry Eleanor A Laughlin Minjung E Lee and Susan Kaiser V Margaret L Leininger Margaret L Leininger Tasha Lewis and Helen Trejo The Cultivator Transactions of the New York Agricultural Society The National Wool Grower American Sheep Industry Christina Lindholm Christina Lindholm Mary A Littrell David Loranger and Eulanda Sanders Shannon C Ludington Joanne Lukacher Caitrin Lynch Suzanne P MacAulay Louise M Macul Jane A Malcolm-Davies Kathleen Mangan Lavanya Mani Diana Marks Dawn G. Marsh Christine Martens Marcella Martin Bettina L Matzkuhn Suzanne H McDowell Julia McHugh MacKenzie Moon Ryan Anu H Gupta and Shalina Mehta Karina R Melati Perette E Michelli Eric Mindling Kate Mitchell Rebecca J Summerour and Dana Moffett Robin Muller and Frances Dorsey Hiroshi Murase Vasantha Muthian Willian Nassu Jeff Neale Sumiyo Okumura Fannie Ouyang Ava B Pandiani Slit Tapestry Red/Green Raksha Parekh Teresa A Paschke Pooja R. Pawar Karin E Peterson and Leisa Rundquist Amanda H Phillips Everyday Luxuries Paul Pressly Amy Putansu Riikka H Räisänen and Sirpa Kokko Uthra D Rajgopal Annie Ringuedé Kirsty M Robertson Lesli Robertson Regina A Root Nancy B Rosoff Ann P Rowe Leisa Rundquist and Karin E Peterson Katie M Sabo Stephanie Sabo Shohrat S. Saiyed Eulanda Sanders and David Loranger and Donna R. Danielson Laura I Sansone Joan Saverino Jessica L. Shaykett Jess Sheehan Lacy M Simkowitz Ruth Katzenstein Souza Carmela Spinelli Jeffrey C Splitstoser Maya Stanfield-Mazzi and Emily A. Engel Kathleen A Staples Laurie Carlson Steger Brooks Harris Stevens Cathy Stevulak Rebecca J Summerour and Dana Moffett Maleyne M Syracuse Helen Trejo and Tasha Lewis Kelly Thompson Linda J Thorsen Lynn C Tinley Tomoko Torimaru Helen Trejo Marta D. Turok Deborah Valoma Lisa M VandenBerghe Storm Janse van Rensburg Pauline M Verbeek-Cowart Belinda J. von Mengersen Lisa Vinebaum Yoshiko Wada Mary E Walker Sera J Waters Melinda Watt Marcia Weiss Susanna White Namita Wiggers Laurie Wilkins and Ines Hinojosa Robin B. Williams Liz Williamson Kathleen Curtis Wilson Christine A Wiltshier Charlotte Wittmann Sarah J Worden Ayşem Yanar Rebecca A. Zerby and Philippe Dwyer Callen Zimmerman Stephanie Zollinger Martha Zunig
        DigitalCommons@University of Nebraska

        Treatment selection using prototyping in latent-space with application to depression treatment

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        Machine-assisted treatment selection commonly follows one of two paradigms: a fully personalized paradigm which ignores any possible clustering of patients; or a sub-grouping paradigm which ignores personal differences within the identified groups. While both paradigms have shown promising results, each of them suffers from important limitations. In this article, we propose a novel deep learning-based treatment selection approach that is shown to strike a balance between the two paradigms using latent-space prototyping. Our approach is specifically tailored for domains in which effective prototypes and sub-groups of patients are assumed to exist, but groupings relevant to the training objective are not observable in the non-latent space. In an extensive evaluation, using both synthetic and Major Depressive Disorder (MDD) real-world clinical data describing 4754 MDD patients from clinical trials for depression treatment, we show that our approach favorably compares with state-of-the-art approaches. Specifically, the model produced an 8% absolute and 23% relative improvement over random treatment allocation. This is potentially clinically significant, given the large number of patients with MDD. Therefore, the model can bring about a much desired leap forward in the way depression is treated today. Copyright: © 2021 Kleinerman et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.Open access journalThis item from the UA Faculty Publications collection is made available by the University of Arizona with support from the University of Arizona Libraries. If you have questions, please contact us at [email protected]
        City University of New York
        The University of Arizona
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