---
title: "Sumio Watanabe Algebraic Geometry and Statistical Learning Theory"
ean: "9780521864671"
brand: "Sumio Watanabe"
category: "Medier > Bøger"
price_min: 699
price_max: 699
currency: DKK
vendor_count: 1
in_stock: true
url: https://pricetracker.dk/p/9780521864671/algebraic-geometry-and-statistical-learning-theory
last_checked: 2026-10-14
---

# Sumio Watanabe Algebraic Geometry and Statistical Learning Theory

EAN 9780521864671 · Mærke: Sumio Watanabe · Kategori: Medier > Bøger

Sammenlign priser på Sumio Watanabe Algebraic Geometry and Statistical Learning Theory fra 1 forhandler. Billigste pris nu: 699 kr hos Saxo DK. Se aktuelle priser og køb hos den billigste forhandler på https://pricetracker.dk/p/9780521864671/algebraic-geometry-and-statistical-learning-theory

## Priser
- **Billigste pris nu:** 699 kr hos Saxo DK
- **Prisspænd:** 699 kr – 699 kr på tværs af 1 forhandler

## Forhandlere
| Forhandler | Pris | Levering |
|---|---|---|
| Saxo DK | 699 kr | — |

## Om produktet
Beskrivelse fra forhandleren Saxo DK:

> Sure to be influential, this book lays the foundations for the use of algebraic geometry in statistical learning theory. Many widely used statistical models and learning machines applied to information science have a parameter space that is singular: mixture models, neural networks, HMMs, Bayesian networks, and stochastic context-free grammars are major examples. Algebraic geometry and singularity theory provide the necessary tools for studying such non-smooth models. Four main formulas are established: 1. the log likelihood function can be given a common standard form using resolution of singularities, even applied to more complex models; 2. the asymptotic behaviour of the marginal likelihood or 'the evidence' is derived based on zeta function theory; 3. new methods are derived to estimate the generalization errors in Bayes and Gibbs estimations from training errors; 4. the generalization errors of maximum likelihood and a posteriori methods are clarified by empirical process theory on algebraic varieties.

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Priserne er sidst kontrolleret 2026-10-14.