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Topic: "association-rule-mining"

ashishpatel26/Market-Basket-Analysis

Association rule mining is a technique to identify underlying relations between different items.

Language: Jupyter Notebook - Size: 53.7 KB - Last synced at: 25 days ago - Pushed at: almost 6 years ago - Stars: 65 - Forks: 52

firefly-cpp/NiaARM

A minimalistic framework for Numerical Association Rule Mining

Language: Python - Size: 44 MB - Last synced at: 5 days ago - Pushed at: about 1 month ago - Stars: 16 - Forks: 8

guptaanmol184/big-data-lab

Analytics and Systems of Big Data

Language: Python - Size: 9.52 MB - Last synced at: 27 days ago - Pushed at: almost 6 years ago - Stars: 15 - Forks: 8

firefly-cpp/uARMSolver

universal Association Rule Mining Solver

Language: C++ - Size: 895 KB - Last synced at: 14 days ago - Pushed at: about 2 months ago - Stars: 14 - Forks: 12

remykarem/apriori-rs

Apriori for association rule mining with Python bindings πŸ¦€πŸ

Language: Rust - Size: 6.59 MB - Last synced at: 19 days ago - Pushed at: over 3 years ago - Stars: 11 - Forks: 1

SohelRaja/Customer-Churn-Analysis

Implementation of Decision Tree Classifier, Esemble Learning, Association Rule Mining and Clustering models(Kmodes & Kprototypes) for Customer attrition analysis of telecommunication company to identify the cause and conditions of the churn.

Language: Jupyter Notebook - Size: 15.3 MB - Last synced at: 5 months ago - Pushed at: about 5 years ago - Stars: 11 - Forks: 13

fatihsen20/Frequent-Mining-Algorithms

"Frequent Mining Algorithms" is a Python library that includes frequent mining algorithms. This library contains popular algorithms used to discover frequent items and patterns in datasets. Frequent mining is widely used in various applications to uncover significant insights, such as market basket analysis, network traffic analysis, etc.

Language: Python - Size: 68.4 KB - Last synced at: 18 days ago - Pushed at: 3 months ago - Stars: 10 - Forks: 0

rajtulluri/Olist-business-analysis

A detialed analysis on the customers, products, orders and shipments of the Brazilian E-commerce giant Olist.

Language: Jupyter Notebook - Size: 85.6 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 9 - Forks: 6

aadimangla/Market-Basket-Optimization

Market Basket Analysis What is it? Market Basket Analysis is a modelling technique based upon the theory that if you buy a certain group of items, you are more (or less) likely to buy another group of items. For example, if you are in an English pub and you buy a pint of beer and don't buy a bar meal, you are more likely to buy crisps (US. chips) at the same time than somebody who didn't buy beer.

Language: Python - Size: 432 KB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 8 - Forks: 3

AkalyaAsokan/Machine-Learning-Association-Rule-Mining

Analyzing Behavior of ISIS and Al-Qaeda using Association Rule Mining (A Research Paper Implementation)

Language: R - Size: 151 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 5 - Forks: 1

rtimbro185/syr_mads_ist707_data_analytics

Syracuse University, Masters of Applied Data Science - IST 707 Data Analytics

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dkavargy/ESCOPlus

Open-source framework designed to enhance the ESCO taxonomy

Language: Python - Size: 240 KB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 4 - Forks: 0

Hamid-Rezaei/Data-Mining

This repository contains code and solutions for the Data Mining project, which applies various techniques and methods to different datasets. The project covers data preprocessing, dimensionality reduction, regression, classification, and association rule mining.

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smb-h/breast-cancer-patterns-association-rule-mining

Breast Cancer Pattern Recognition through Association Rule Mining

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FatemehGholamzadeh/Data-Mining-Course-Assignments

Data Mining Course Assignments - Fall 2019

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ElefHead/frequent-itemset-miner

A python implementation of the Multiple Support Apriori Algorithm

Language: Python - Size: 118 KB - Last synced at: about 2 years ago - Pushed at: about 7 years ago - Stars: 4 - Forks: 1

tohid-yousefi/Association_Rule_Learning-Intro

in this section will be association rule learning on online_retail_ii dataset

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asgaardlab/21-markos-test_case_improvement_framework-code

Repository with the source code of our experiments for an automated NLP-based framework to improve test cases written in natural language

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ianjeffries/election-predictions

Predicting election results by county for the 2016 US general election with machine learning in R.

Size: 18.5 MB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 3 - Forks: 1

beerda/nuggets

R package for searching of patterns in subspaces described with elementary conjunctions

Language: C++ - Size: 3.22 MB - Last synced at: 14 days ago - Pushed at: 16 days ago - Stars: 2 - Forks: 0

avrtt/retail-upselling

A pipeline for market basket analysis aimed at identifying product associations to optimize retail promotions and bundle deals using SQLite, mlxtend & D3.js

Language: HTML - Size: 8.79 KB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 2 - Forks: 0

Solfty2/Association_Rule_Learning

in this section we will be association rule learning on online_retail_Δ±Δ± dataset

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walidbosso/R_Data_mining

Extract knowledge from a data using different techniques, including Association Rules Hierarchical Agglomerative Clustering (HAC) K-means Clustering Decision Trees

Language: R - Size: 9.75 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

anujahlawat/movies-association_rule_mining

practice 6.2 | association rule mining | Apriori algorithm | movies dataset

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KelvinLam05/market_basket_analysis

Affinity analysis for market basket recommendation. Implemented using the FP-Growth algorithm.

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tokakhaled/Instacart-Market-Basket-Analysis

Recommender system that predicts your next order based on your previous purchases. Also, it discuss the association between product purchases.

Language: Jupyter Notebook - Size: 1.37 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

MonikaBer/Association_Rule_Mining

Association rules (with taxonomy) mining

Language: C++ - Size: 1.63 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

SinghHarshita/Frequent-Pattern-Mining-Spark

PCY Algorithm for Frequent Pattern Mining using Pyspark

Language: Jupyter Notebook - Size: 252 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 1

shimonyagrawal/Association-Rule-Mining-for-Instacart

This repository contains coursework for the Market and Economic Research and Analysis course in the MS Applied Business Analytics program at Boston University.

Size: 8.35 MB - Last synced at: 3 months ago - Pushed at: about 4 years ago - Stars: 2 - Forks: 4

Manash-git/Causes-of-Smoking-using-Association-Analysis

This is a project of finding a strong association within attributes on a Smoking Dataset.

Language: Jupyter Notebook - Size: 386 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

akashjain04/AprioriAlgorithm

Usage of Apriori Algorithm to find frequent item sets.

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amankedia/ML-Implementations

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EtienneBBeaulac/Machine-Learning

Language: Python - Size: 2.42 MB - Last synced at: about 2 years ago - Pushed at: about 7 years ago - Stars: 2 - Forks: 0

kkrusere/Market-Basket-Analysis-on-the-Online-Retail-Data

The project dives into transaction records of an online retail business to uncover hidden relationships between products. The overall goal is a data-driven approach to enhance the customer shopping experience, improve loyalty, boost profitability, tailor marketing strategies, and optimize inventory management via strategic business decisions.

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roniantoniius/Recommender-System-for-Indonesia-s-Stationery-Shop

SMART (Sistem Rekomendasi Produk Alat Tulis Dan Peralatan Kantor) dirancang untuk membantu toko alat tulis dan perlengkapan kantor meningkatkan efektivitas promosi produk dengan memberikan rekomendasi berbasis data transaksi terkini.

Language: Jupyter Notebook - Size: 7.31 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

JCGCosta/AssociationRulesInRoadAccidentData

This Project is based on my scientific initiation project.

Size: 1.15 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

ejaj/data-science

Data science and data mining

Language: Jupyter Notebook - Size: 30.2 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

adarsh-nl/FP-growth-algorithm-from-scratch

FP Growth algorithm implemented using python

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ifeakinola/Assessment-of-the-factors-that-influence-contraceptive-method-choice-using-association-rule-mining

Using Apriori algorithm to identify the combination of socio-economic factors that influence contraceptive method choice

Language: Jupyter Notebook - Size: 1.31 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

AIdjis/Apriori_Algorithm

implementation of Apriori algorithm using python3

Language: Python - Size: 1.95 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

AIdjis/FP_Growth_Algorithm

implementation of fp_growth algorithm using python3

Language: Python - Size: 4.88 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

aifenaike/Market-Basket-Analysis-InstaCart-Orders

Can we use association mining and machine learning to understand groceries purchase? Can we predict products that a user will buy again, try for the first time or add to cart next during a session? Can we segment our customer base into several cohorts based on their preferred products and purchase behaviour?

Language: Jupyter Notebook - Size: 13.5 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

anujahlawat/book_dataset-association_rule_mining

practice 6.1 | association rule mining | Apriori algorithm | book dataset

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cgallegoan/PROY-III-FORWARDKEYS Fork of Daniframe/PROY-III-FORWARDKEYS

Repository for all the code used to obtain the models shown in the Milestones of PROY III, Data Science Course

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rodosingh/DA-1-IIITH

Course Materials (along with assignments) for Data Analytics I, done as a part for requirement of the course "DA-1" (course-code: CS4.405.M21) @ IIITH. Note: If you are cloning this or taking help of this repo, try to star the repo.

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jahnvisikligar/Datamining

This repository is reflection of the datamining and machine learning algorithms work implemented by me under the coursework - ECS766P

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anaeim/apriori

C++ Implementation of Apriori Algorithm in Transactional Databases

Language: C++ - Size: 158 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

kamel402/details-fast-api

This is an API implementation of our graduation project "details" using FastAPI

Language: Python - Size: 1.04 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 1

FirstGalacticEmpire/association_rules_for_subreddits

Subreddit recomendation system based on association rules harvested using data mining algorithms.

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nihitparikh/Predictive-Analysis-for-Stated-Consumer-Preference-Data-for-Monitor-Industry

This repository includes my marketing/data analytics project on monitor dataset that includes Maximum Likelihood Model, Market Simulation, Cluster Analysis, Market Basket Analysis, Association Rule Mining, Hierarchical Bayesian Regression Model, R script code.

Language: R - Size: 9.29 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

TharinduMaheesha/FDM_Mental_Health_app

This repository contains a Data Mining mini project on Mental health disorder prediction using Association rule mining and decision tree classifier as an assignment for a data science undergraduate module at SLIIT

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juhijj/Covid-19-Analysis

Analysis of Covid-19 date using machine learning models - Decision Tree, Logistic Regression, Neural Networks, Predictive Mining, Association mining, Clustering.

Size: 2.05 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

prathmachowksey/NFHS-4-Analysis

This project explores factors affecting child stunting and influence of contraceptive awareness in women on other health indicators using NFHS-4 (National Family Health Survey - 4, India) data.

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evelinesurbakti/Optimizing-Retail-Strategy-based-on-the-Pattern-of-Products-in-Groceries-Transactions

What kind of relationship of product that we have in the UK and Ireland wholesalers? How can that information be used to help business decisions making? You can find the answers in this repo.

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Manash-git/Market-Busket-Analysis-using-Association-Rule-Mining

Language: Jupyter Notebook - Size: 28.6 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1

shimonyagrawal/BU-MET-AD699-Data-Mining

This repository contains coursework for the Data Mining course in the MS Applied Business Analytics program at Boston University.

Language: R - Size: 2.98 MB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1

Karan-Malik/Apriori-Eclat

Association Learning for Market Basket Analysis using Apriori and Eclat

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nikosp2196/mrs

Association Rules & Data Streams

Language: Jupyter Notebook - Size: 6.61 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0

navreeetkaur/frequent-pattern-mining

Association Rule Mining using Apriori algorithm and FP-tree

Language: Java - Size: 1.58 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 3

girishsaraf/Data-Warehousing-And-Mining

Codes related to data warehousing and mining

Language: Python - Size: 24.4 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 2

aelmah/Data-Mining

Data Mining Projects

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CyprianFusi/market-basket-analysis-and-customers-segmentation

Data mining, market basket analysis and customers segmentation

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AdityaSreevatsaK/Suggestify-RecommendationSystems

Suggestify-RecommendationSystems is a dedicated repository for implementing and experimenting with traditional recommendation system techniques. It covers collaborative filtering, content-based methods, and hybrid approaches, focusing on practical and scalable solutions for personalised recommendations across various domains.

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PhanChenh/AssociationRule_Adventurework_SQLProject

Project Title: Analyzing AdventureWorks Dataset with Association Rule Mining in SQL (2011-2014)

Language: SQL - Size: 61.5 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

5ss90/Market_Basket_Analysis

A data mining project analyzing Instacart's 3 million grocery orders to uncover customer shopping patterns and product associations. Using market basket analysis and the Apriori algorithm, the project reveals key insights about shopping behavior, product combinations, and temporal patterns, providing valuable recommendations for retail strategy

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smb-h/heart-disease-association-rule-mining

Analyzing heart data via association rules

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Relostar-Devil/Machine-Learning-Algorithms

Supervised and Unsupervised Machine Learning Algorithms.

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unlv-evol/roles-smells-metrics-package

Empirical Investigation of the Relationship Between Design Smells and Role Stereotypes

Language: Java - Size: 294 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

mrunmaim16/CSE-5334-Programming-Assignments

Programming assignments completed for course CSE - 5334 Data Mining under Professor Dr. Marnim Galib.

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Sriram-infohub/Market-Basket-Analysis-and-Recommendation-System

Recommendation system using ML

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firefly-cpp/NiaARM.jl

Numerical Association Rule Mining in Julia

Language: Julia - Size: 559 KB - Last synced at: 3 days ago - Pushed at: 6 months ago - Stars: 0 - Forks: 2

Saeedanbarimoghadam/Customer-Segmentation-and-Behavior-Analysis

Language: Jupyter Notebook - Size: 1.12 MB - Last synced at: 13 days ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

kumareshpv/Credit-Score-Classification

This project involves classifying credit scores and mining association rules using a dataset with credit-related customer information. It includes data cleaning, preprocessing, exploratory data analysis (EDA), correlation analysis, addressing class imbalance, building machine learning models, and mining association rules.

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victor-malheiro/association_rules_knime

Analysis of a dataset from a supermarket containing products from transactions over one month, the month of February, using market basket techniques.

Size: 1.24 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

BillaAbhi258/Financial-Services-Recommendation-System

A ML based recommender system that deals with generating personalized recommendations to customers

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stsibikov/AI-technologies-in-economic-analysis

ΠŸΡ€ΠΈΠΊΠ»Π°Π΄Π½ΠΎΠΉ курс, посвящСнный спСцификации ΠΈ Ρ€Π΅Π°Π»ΠΈΠ·Π°Ρ†ΠΈΠΈ ML ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ. Π”Ρ€ΡƒΠ³ΠΈΠ΅ Ρ‚Π΅ΠΌΡ‹ курса Π²ΠΊΠ»ΡŽΡ‡Π°ΡŽΡ‚ ΠΈΠ·ΡƒΡ‡Π΅Π½ΠΈΠ΅ ассоциативных ΠΏΡ€Π°Π²ΠΈΠ» ΠΈ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΡ‹ ΠΎΠΏΡ‚ΠΈΠΌΠΈΠ·Π°Ρ†ΠΈΠΈ. ΠšΡƒΡ€Ρ сфокусирован Π½Π° Ρ‚Π΅ΠΎΡ€ΠΈΠΈ машинного обучСния.

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farzeennimran/Apriori-algorithm

Apriori Algorithm for Association Rule Mining

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Wilfrida-Were/Market-Basket-Analysis

Market Basket Analysis

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ethanvillalovoz/Analyzing-YouTubes-Trending-Page

Final Project for Cpt_S 315 at Washington State University.

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ninadpatil09/Sales-Market-Basket-Analysis

An overview of how to perform Sales Market Basket Analysis using PySpark, focusing on the steps from data preprocessing to association rule mining. It is a method used by retailers to uncover patterns in customer purchasing behavior, involves analyzing the items that customers frequently buy together and associations between products

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PratikBharadwaj/Efficient-Market-Basket-Analysis-using-Hive-and-the-Apriori-algorithm

Here we are performing real time market basket analysis using hive for dynamic updating data

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Rahafzsh/DataMiningTasks

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Joe-Wehbe/CSC461

Projects of the Introduction to Machine Learning course

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TechLeoo/Market-Basket-Analysis---E-Commerce-Store--Deep-Analysis-

This in-depth market basket analysis goes through a complete project cycle towards extracting valuable insights that the business can implement allowing them to scale. From preprocessing the data, to exploratory data analysis, association rule mining, interpretation and insights, and recommendations. This project was made to tackle these problems.

Language: Python - Size: 550 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

gurdalertek/streaming-video-platforms

R code to analyze streaming video platforms (code developed by Maitha Almemari and Mariam Almuhairi)

Language: R - Size: 675 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

damaniayesh/Analytics-in-Ecommerce

The project offers RFM segmentation, analyzing Recency, Frequency, and Monetary value. These metrics are vital for understanding customer behavior, influencing both retention and lifetime value.

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ais04134/hyperv-hadoop-spark-cluster

Hadoop Ecosystem - λŒ€κ·œλͺ¨ 빈발 νŒ¨ν„΄ λ§ˆμ΄λ‹μ„ μœ„ν•œ ν•˜λ‘‘ ν΄λŸ¬μŠ€ν„° ν™˜κ²½ ꡬ좕

Language: Shell - Size: 2.35 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Raghavendra0827/Market_Basket_Analysis

This project is a Market Basket Analysis App that analyzes customer purchase patterns to generate association rules and offer personalized product recommendations.

Language: Python - Size: 0 Bytes - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

apoorvadudani/Market-Basket-Analysis-Using-Supermarket-Retail-Data

I use R to analyze shopping transaction data, identify which supermarket items are frequently purchased together using association rule mining and the strength of those relationships, visualize the findings, and evaluate potential profit margins for different items.

Language: R - Size: 46.9 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

dsvirenpai/Association_Rule_Mining

Using Customer Buying Patterns to Improve Warehouse Layout

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Mickeyo0o/MoviesAssociationRuleDataMining

Language: Jupyter Notebook - Size: 1.75 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

xavierfactor/Banking-Association-Rule-Mining

ARM and Market Basket Analysis using SAS Enterprise Miner

Size: 765 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

oscarlee711/machine-learning-association-rule-mining

This project is to use machine learning to find out the association in grocery order transactions and generate the learned association rule accordingly.

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williamagyapong/data-mining-projects

Houses a series of projects I worked on for a course in Data Mining that I took in my Ph.D. Data Science program at UTEP in the Fall of 2022. Covers areas such as Regularized Logistic Regression, Optimization, Kernel Methods, PageRank, Kernel PCA, Association Rule Mining, Anomaly Detection, Parametric/Nonparametric Nonlinear Regression, etc.

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Oklein1/Association-Miner-API

Explore the Association Miner API, a lightweight and versatile machine learning tool designed for effortless integration and predictive insights. Uncover valuable patterns in diverse datasets, from supermarket transactions to online user behavior, with the power of association rule learning at your fingertips.

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ketanmakde/Association_Rule_Learning-

Association Rule Learning discovers valuable patterns in retail datasets, optimizing product placement and informing targeted marketing. Its broad applicability extends beyond retail, aiding decision-making across various domains through meaningful data insights

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madhurimarawat/Intelligent-Data-Analysis

This repository contains data analysis programs in the Python programming language.

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talitacgs/Market_basket_analysis_with_Apriori

Market basket analysis using Apriori algorithm and association rules

Language: Python - Size: 256 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

kaylaisya/MarketBasketAnalysis

Implementation of Apriori Algorithm on Market Basket Data with Rstudio

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PRiauwindu/Analytics-Occupation-Deep-Dive

Deep dive analysis into analytics-related career and occupations. Alternate website: https://colab.research.google.com/github/PRiauwindu/Analytics-Occupation-Deep-Dive/blob/main/United%20States%20Analytics%20Occupations%20Deep%20Dive%20.ipynb#scrollTo=ac95be20

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Related Topics
apriori-algorithm 53 data-mining 41 python 37 association-rules 35 machine-learning 28 data-science 23 market-basket-analysis 19 apriori 17 data-analysis 15 classification 14 pandas 14 clustering 13 python3 11 recommendation-system 11 recommender-system 10 fpgrowth 10 r 10 association-rule-learning 9 frequent-itemset-mining 9 fp-growth-algorithm 9 datamining 9 clustering-algorithm 8 machine-learning-algorithms 8 eclat-algorithm 8 exploratory-data-analysis 8 apriori-algorithm-python 7 kmeans-clustering 7 regression 7 jupyter-notebook 6 data-visualization 6 frequent-itemsets 6 numpy 6 mlxtend 6 k-means-clustering 6 random-forest 5 business-analytics 5 matplotlib 5 big-data 5 frequent-pattern-mining 5 decision-trees 5 support-vector-machines 4 nlp 4 neural-network 4 sentiment-analysis 4 customer-segmentation 4 unsupervised-machine-learning 4 data-mining-algorithms 4 spark 4 logistic-regression 4 marketbasketanalysis 4 linear-regression 3 pyspark 3 fp-tree 3 business-intelligence 3 rfm-analysis 3 collaborative-filtering 3 ggplot2 3 ml 3 r-programming 3 eclat 3 artificial-intelligence 3 time-series-analysis 3 data-cleaning 3 support 3 hierarchical-clustering 3 knn-classification 3 naive-bayes 3 naive-bayes-classifier 3 preprocessing 3 decision-tree-classifier 3 svm-classifier 3 evolutionary-algorithms 3 confidence 3 predictive-modeling 2 rules 2 data-processing 2 datacleaning 2 kmodes 2 matplotlib-pyplot 2 rstudio 2 instacart 2 reinforcement-learning 2 visualization 2 k-means 2 cpp 2 market-basket-optimization 2 text-mining 2 seaborn 2 k-nearest-neighbours 2 k-means-implementation-in-python 2 cluster-analysis 2 powerbi 2 plotly-dash 2 agglomerative-clustering 2 association-analysis 2 swarm-intelligence 2 datapreprocessing 2 apyori 2 random-forest-classifier 2 segmentation 2