Copied Predicting the Lineage Choice of Hematopoietic Stem Cells
Predicting the Lineage Choice of Hematopoietic Stem Cells
Manuel Kroiss examines the differentiation of hematopoietic stem cells using machine learning methods. This work is based on experiments focusing on the lineage choice of CMPs, the progenitors of HSCs, which either become MEP or GMP cells. The author presents a novel approach to distinguish MEP from GMP cells using machine learning on morphology features extracted from bright field images. He tests the performance of different models and focuses on Recurrent Neural Networks with the latest advances from the field of deep learning. Two different improvements to recurrent networks were tested: Long Short Term Memory (LSTM) cells that are able to remember information over long periods of time, and dropout regularization to prevent overfitting. With his method, Manuel Kroiss considerably outperforms standard machine learning methods without time information like Random Forests and Support Vector Machines.
Price Comparison
| Seller | Contact Seller | List Price | On Sale | Shipping | Best Promo | Final Price | Volume Discount | Financing | Availability | Seller's Page |
|---|---|---|---|---|---|---|---|---|---|---|
|
BEST PRICE 1 Product Purchase
|
|
$39.99 | $39.99 |
|
$36.00 | See Site | In stock | Visit Store |
Reviews
Questions & Answers
Corporate Environmentalism in China and Taiwan
$109.99
Integration of Engineering Education and the Humanities: Global Intercultural Perspectives
$379.99
Internationales Firmenkundengeschft
$54.99
Neuausrichtung des Finanzdienstleistungsmarketings
$69.99
Transcendence, Immanence, and Intercultural Philosophy
$109.99
Computer Algebra
$29.99
Theoriebildung in der Sozialen Arbeit
$39.99
Ductile Mode Cutting of Brittle Materials
$109.99
Benchmarking, Measuring, and Optimizing
$44.99
Ad Hoc Networks
$84.99
Logistische Regression
$17.99
Erfllungspoetiken
$69.99
National Monetary and Financial Analysis
$109.99
Fridays for Future
$79.99
Kundenzufriedenheit und Preisverhalten
$69.99
Carbon and Nitrogen Cycling in European Forest Ecosystems
$54.99
Sprache im Exil
$59.99
Cognitive Radio Receiver Front-Ends
$109.99
Optische Netzwerke
$34.99
Konvektionsstrmungen
$59.99
Variational and Potential Methods for a Class of Linear Hyperbolic Evolutionary Processes
$39.99
Applications of Plant Metabolic Engineering
$129.00
Kulturrebellen Studien zur anarchistischen Moderne
$29.99
Measures with Symmetry Properties
$34.99
Candidate Experience
$64.99
Dynamische Makrokonomik
$34.99
Thermodynamic Equilibrium and Stability of Materials
$99.99
New Work, transformatorische und virtuelle Fhrung
$79.99
Networks and Systems Management
$219.99
Clinton/Gore
$54.99
Rohrleitungsstatik
$44.99
Innovation, Profit and the Common Good in Higher Education
$54.99
Ultrasonic Tissue Characterization
$84.99
Religious Economies in Secular Context
$119.00
Medienmarketing
$17.99
Big Earth Data in Support of the Sustainable Development Goals (2022) - China
$59.99
Fraktionsgeschlossenheit und Regierungssysteme
$54.99
Know Better, Do Better: Comprehension (30-copy pack)
$809.70
A Decade of Research on School Principals
$84.99
Embedded Robotics
$59.99
