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1. |
Record Nr. |
UNISA996466406003316 |
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Autore |
Bao Feng |
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Titolo |
Computational reconstruction of missing data in biological research / / Feng Bao |
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Pubbl/distr/stampa |
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Gateway East, Singapore : , : Tsinghua University Press : , : Springer, , [2021] |
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©2021 |
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ISBN |
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Edizione |
[1st ed. 2021.] |
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Descrizione fisica |
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1 online resource (XVII, 105 p. 43 illus., 41 illus. in color.) |
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Collana |
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Disciplina |
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Soggetti |
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Biology - Data processing |
Biologia |
Processament de dades |
Aprenentatge automàtic |
Estructures de dades (Informàtica) |
Estadística matemàtica |
Llibres electrònics |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di bibliografia |
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Includes bibliographical references. |
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Nota di contenuto |
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Chapter 1 Introduction -- Chapter 2 Fast computational recovery of missing features for large-scale biological data -- Chapter 3 Computational recovery of information from low-quality and missing labels -- Chapter 4 Computational recovery of sample missings -- Chapter 5 Summary and outlook. |
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Sommario/riassunto |
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The emerging biotechnologies have significantly advanced the study of biological mechanisms. However, biological data usually contain a great amount of missing information, e.g. missing features, missing labels or missing samples, which greatly limits the extensive usage of the data. In this book, we introduce different types of biological data missing scenarios and propose machine learning models to improve the data analysis, including deep recurrent neural network recovery for feature missings, robust information theoretic learning for label missings and structure-aware rebalancing for minor sample missings. Models in the book cover the fields of imbalance learning, deep learning, recurrent |
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neural network and statistical inference, providing a wide range of references of the integration between artificial intelligence and biology. With simulated and biological datasets, we apply approaches to a variety of biological tasks, including single-cell characterization, genome-wide association studies, medical image segmentations, and quantify the performances in a number of successful metrics. The outline of this book is as follows. In Chapter 2, we introduce the statistical recovery of missing data features; in Chapter 3, we introduce the statistical recovery of missing labels; in Chapter 4, we introduce the statistical recovery of missing data sample information; finally, in Chapter 5, we summarize the full text and outlook future directions. This book can be used as references for researchers in computational biology, bioinformatics and biostatistics. Readers are expected to have basic knowledge of statistics and machine learning. |
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2. |
Record Nr. |
UNINA9910790649703321 |
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Titolo |
Peering behind the curtain : disability, illness, and the extraordinary body in contemporary theater / / edited by Thomas Fahy and Kimball King |
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Pubbl/distr/stampa |
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New York : , : Routledge, , 2012 |
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ISBN |
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1-135-30903-5 |
1-138-99484-7 |
0-203-95132-8 |
1-135-30896-9 |
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Descrizione fisica |
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1 online resource (194 p.) |
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Collana |
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Altri autori (Persone) |
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FahyThomas Richard |
KingKimball |
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Disciplina |
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Soggetti |
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American drama - 20th century - History and criticism |
People with disabilities in literature |
Literature and medicine - English-speaking countries - History - 20th century |
English drama - 20th century - History and criticism |
Abnormalities, Human, in literature |
Human body in literature |
Diseases in literature |
Medicine in literature |
Sick in literature |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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First published in 2002 by Routledge. |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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Cover; Peering Behind the Curtain; Title Page; Copyright Page; Table of Contents; General Editor's Note; Peering behind the Curtain: An Introduction; Part I; Between Two Worlds: The Emerging Aesthetic of the National Theater of the Deaf; ""Better Me Than You"": Children of a Lesser God, Deaf Education, and Paternalism; Violence, Pain, Pleasure: Wit; Making an Art out of Suffering: Bill T. Jones's Uncle Tom; ""It Hurts?"": Afflicted Bodies in Beckett's Drama; Depression-the Undiagnosed Disability in Marsha Norman's 'night, Mother |
""Some Unheard-of Thing"": Freaks, Families, and Coming of Age in The Member of the WeddingYoung Doctors Come to See the Elephant Man; Part II; Acting without Limits: Profiles of Three Physically Disabled Performers; Two-Act Play; An Interview with James MacDonald; Balance Is Stillness; Contributors; Index |
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Sommario/riassunto |
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First Published in 2002. Routledge is an imprint of Taylor & Francis, an informa company. |
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