Zihan Zhang (张子涵)

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Data Analysis

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Articles by category: Data_Analysis


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2021
27 Jul 2021

Modeling the Air Pollution in China -- Based on Gaussian Process

Modeling the Air Pollution in China – Based on Gaussian Process Abstract The Gaussian Process (GP) is a powerful model...

2020
01 Nov 2020

Additive Models

Additive Models Slides of Additive Models, present on WISER club machine learning group on Nov.1, 2022.

2019
27 Nov 2019

Random Utility Framework and Generalized Linear Models

A Note on Random Utility Framework and Generalized Linear Models 1. Random Utility Framework, Logit and Probit Suppose “i” individuals...

06 Jun 2019

An Overview of Causal Inference

An Overview of Causal Inference Abstract In this note, I am going to write an overview of the part of...

18 May 2019

A Neural Network Model for Predicting Nationalities when IIA Fails

A Neural Network Model for Predicting Nationalities when IIA Fails Author: Zhaokun Zhang, Zihan Zhang, For the challange. Abstract In...

05 May 2019

Polynomial and Linear CART and their realization with R

Polynomial and Linear CART and their realization with R Author: ZHANG Zihan The note is written in Markdown with PDF...

14 Apr 2019

Is your nationality a secret?--evidence from 2016 ESS data and regularization method

Is your nationality a secret?–evidence from 2016 ESS data and regularization method Author: Zhaokun Zhang, Zihan Zhang **For the challange...

07 Apr 2019

Independence of Irrelevant Alternatives (IIA) Assumptions and some Extentions

Independence of Irrelevant Alternatives (IIA) Assumptions and some Extentions Author: ZHANG Zihan Abstract In this note, I would like to...

30 Mar 2019

The Bootstrap Estimate for Standard Error

The Bootstrap Estimate for Standard Error Author: Zihan Zhang Abstract Bootstrap is a simple method used to estimate the standard...

19 Mar 2019

Naïve Bayes Classifier and its realization with R

Abstract In this note, I would like to have a basic overview about the Naïve Bayes Classifier, which is a...