driscoll42 / ebayMarketAnalyzer

Scrape all eBay sold listings to determine average/median pricing, plot listings over time with trend lines, and extract to excel
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Add in some sort of future price prediction #15

Open driscoll42 opened 3 years ago

driscoll42 commented 3 years ago

Some resources to investigate:

https://www.researchgate.net/publication/228636045_Forecasting_ebay's_online_auction_prices_using_functional_data_analysis

file:///C:/Users/mdriscoll6/Downloads/264-3915-1-PB.pdf

http://cs229.stanford.edu/proj2013/dnicholson_rparanjpe_finalpaper_references_corrected.pdf

http://jaygrossman.com/post/2013/06/10/Predicting-eBay-Auction-Sales-with-Machine-Learning.aspx

https://github.com/timotheus/ebaysdk-python

https://github.com/NathanZorndorf/ebay-price-predictor

https://www.galitshmueli.com/system/files/IOS-BookChapter-Jank%20%26%20Shmueli.pdf

http://devingaffney.com/predicting-car-auction-prices-with-machine-learning/

https://www3.cs.stonybrook.edu/~skiena/591/final_projects/art_acution/Team4_Final_Report.pdf

driscoll42 commented 3 years ago

Ways to predict future pricing:

  1. Simple Moving Averages (SMA)
  2. Weighted Moving Averages (WMA)
  3. Exponential Moving Averages (EMA)
  4. Moving Average Convergence Divergence (MACD)
  5. Bollinger Bands

LSTM in Tensorflow RNN ARIMA type of model are all linear model

https://towardsdatascience.com/introduction-to-technical-indicators-and-its-implementation-using-python-155ae0fb51c9

https://docs.aws.amazon.com/sagemaker/latest/dg/deepar.html

Monte Carlo simulation

driscoll42 commented 3 years ago

Other GitHub repots along these lines:

https://github.com/NathanZorndorf/ebay-price-predictor

Clustering: https://github.com/elelias/ebay https://github.com/pss2138/django_ebay_scrapy https://github.com/rxng8/EbayMLChallenge https://github.com/ColinWan/eBay_ML_Challange_2020 https://github.com/rickysu-git/ebayML https://github.com/ryanchesler/EbayML https://github.com/rxng8/EbayMLChallenge https://github.com/rahuang/EbayMLProject https://github.com/siavashhiro/ebay https://github.com/ryanchesler/Ebay-ML https://github.com/anubhav582/eBay_ML https://github.com/AnteDu/ebay-auction-ML https://github.com/GeorgeChristopherLopez/ebay-ML-challenge https://github.com/MaxResnick/EBAY_ML_challenge_2020-21 https://github.com/jordanyuchenliu/Stacking-Ensemble-Machine-Learning https://github.com/bafonso/price-my-bike https://github.com/RezMiah/ML-model-Weka-SVM https://github.com/himanshukhasdev/Used-car-price-prediction-using-ML https://github.com/yusufSLCN/Second-Hand_Car_Price_Predictors https://github.com/rwk506/eBay_relevance https://github.com/ColinWan/eBay_ML_Challange_2020 https://github.com/rahuang/EbayMLProject https://github.com/esnue/dataquest-ebayCarSales

https://github.com/andreashen/EbayAnalysis

https://github.com/hongkai-yu/eBay Arbitrage: https://github.com/theriley106/Intro_To_Webscraping https://github.com/tawhidkhn63/Ebay-Dropshipping-Seller-Scraper

https://github.com/red574890/ML-ebay

https://github.com/jwear/price-tracking-watchlist

https://github.com/randomecho/trending-on-the-bay

https://github.com/citojaya/ebay

https://github.com/gramster/pythonbootcamp https://github.com/mattwg/data-science-for-search