Machine Learning Econometrics: Bayesian Algorithms and Methods

نویسندگان
چکیده

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Practical Bayesian Optimization of Machine Learning Algorithms

The use of machine learning algorithms frequently involves careful tuning of learning parameters and model hyperparameters. Unfortunately, this tuning is often a “black art” requiring expert experience, rules of thumb, or sometimes bruteforce search. There is therefore great appeal for automatic approaches that can optimize the performance of any given learning algorithm to the problem at hand....

متن کامل

Machine learning algorithms in air quality modeling

Modern studies in the field of environment science and engineering show that deterministic models struggle to capture the relationship between the concentration of atmospheric pollutants and their emission sources. The recent advances in statistical modeling based on machine learning approaches have emerged as solution to tackle these issues. It is a fact that, input variable type largely affec...

متن کامل

Bayesian Econometrics

Suppose a data vector X = (X1, ..., Xn) follows a distribution with a density function pn(x|θ) which is fully characterized by some parameter vector θ = (θ1, ..., θd)′. Suppose that the prior belief about θ is characterized by a density p(θ) defined over a parameter space Θ, a subset of a Euclidian space R. Using Bayes’ rule to incorporate the information provided by the data, we can form poste...

متن کامل

A Bayesian Metric for Evaluating Machine Learning Algorithms

How to assess the performance of machine learning algorithms is a problem of increasing interest and urgency as the data mining application of myriad algorithms grows. The standard approach of employing predictive accuracy has rightly been losing favor in the AI community. The alternative of cost-sensitive metrics provides a far better approach, given the availability of useful cost functions. ...

متن کامل

Numerical Algorithms - Methods for Computer Vision, Machine Learning, and Graphics

Any books that you read, no matter how you got the sentences that have been read from the books, surely they will give you goodness. But, we will show you one of recommendation of the book that you need to read. This numerical algorithms methods for computer vision machine learning and graphics is what we surely mean. We will show you the reasonable reasons why you need to read this book. This ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: SSRN Electronic Journal

سال: 2020

ISSN: 1556-5068

DOI: 10.2139/ssrn.3580433