yzhao062/Simulation-Modeling-with-Machine-Learning

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Created over 8 years ago
Updated over 8 years ago

yzhao062/Simulation-Modeling-with-Machine-Learning

yzhao062

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The project demonstrate how to incorporate simulation modeling with machine learning techniques

pyod

A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

anomaly-detection-resources

Anomaly detection related books, papers, videos, and toolboxes

combo

(AAAI' 20) A Python Toolbox for Machine Learning Model Combination

SUOD

(MLSys' 21) An Acceleration System for Large-scare Unsupervised Heterogeneous Outlier Detection (Anomaly Detection)

data-mining-conferences

Ranking, acceptance rate, deadline, and publication tips

awesome-ensemble-learning

Ensemble learning related books, papers, videos, and toolboxes

pytod

TOD: GPU-accelerated Outlier Detection via Tensor Operations

MetaOD

Automating Outlier Detection via Meta-Learning (Code, API, and Contribution Instructions)

WSAD

A Collection of Resources for Weakly-supervised Anomaly Detection (WSAD)

XGBOD

Supplementary material for IJCNN paper "XGBOD: Improving Supervised Outlier Detection with Unsupervised Representation Learning"

LSCP

Supplementary material for SDM 19 paper "LSCP: Locally Selective Combination in Parallel Outlier Ensembles"

DCSO

Supplementary material for KDD 2018 workshop "DCSO: Dynamic Combination of Detector Scores for Outlier Ensembles"

UOMS

Resources and environment for unsupervised outlier model selection (UOMS)

Jupyter Notebook

mmad

multimodal anomaly detection

yzhao062

OutlierDetection.jl

A Julia Library for Outlier Detection (Anomaly Detection)

fedod

pyod-dask

An embarrassingly simple extension of PyOD for scalable outlier detection

ELECT

Toward Unsupervised Outlier Model Selection (ICDM 2022)

algs

An AutoML system for algorithm selection (model selection)

DataStructure_CPP

It is a repository to store multiple implementation of data structures and algorithms in C++ written by me in the past several years.

MLMM

A Monitoring framework to track Machine Learning Model training processes

SIML

SImilarity Measure Library: an extended python library for measuring similarities

Coding-questions

Elements in Interview C++ alternative solutions

Financial-Models

OD-Econometrics

Outlier Detection and Removal for Econometrics Models

starter-hugo-academic

yzhao062.github.io