Name: Towards a Theory for Designing Machine Learning Systems for Complex Decision Making Problems (en Inglés)
Price: 73.84 USD
Availability: InStock
Author: Schahin Tofangchi
ISBN: 9783736972001

portada Towards a Theory for Designing Machine Learning Systems for Complex Decision Making Problems (en Inglés)

Towards a Theory for Designing Machine Learning Systems for Complex Decision Making Problems (en Inglés)

Formato

Libro Físico

Editorial

Cuvillier

Autor

Schahin Tofangchi

Idioma

Inglés

N° páginas

202

Encuadernación

Tapa Blanda

ISBN13

9783736972001

Towards a Theory for Designing Machine Learning Systems for Complex Decision Making Problems (en Inglés)

Schahin Tofangchi (Autor) · Cuvillier · Tapa Blanda

Libro Nuevo Importado

Envío: 26 a 33 días háb.

$ 134.25$ 73.84

-45%

Costos de importación incluídos en el precio ✅

Libro Nuevo

Quedan 10 unidades

$ 73.84

Llega entre el 21 Ago y el 03 Sep a Quito, Pichincha. Seleccionar ubicación

Agregar a lista de deseos

Reseña del libro "Towards a Theory for Designing Machine Learning Systems for Complex Decision Making Problems (en Inglés)"

The ubiquitousness of data and the emergence of data-driven machine learning approaches provide new means of creating insights. However, coping with the great volume, velocity, and variety of data requires improved data analysis methods. This dissertation contributes a nascent design theory, named the Division-of-Labor framework, for developing complex machine learning systems that can not only address the challenges of big data but also leverage their characteristics to perform more sophisticated analyses. I evaluate the proposed design principles in three practical settings, in which I apply the principles to design machine learning systems that (i) support treatment decision making for cancer patients, (ii) provide consumers with recommendations on two-sided platforms, and (iii) address a trade-off between efficiency and comfort in the context of autonomous vehicles. The evaluations partially validate the proposed theory, but also show that some principles require further attention in order to be practicable.