Implemented the SON Algorithm using the Apache Spark Framework to find frequent itemsets. Used the A-Priori Algorithm to process each chunk of the data.
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Jun 24, 2020 - Python
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son-algorithm
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USC DSCI 553 - Foundations & Applications of Data Mining - Spring 2024 - Prof. Wei-Min Shen
python
data-mining
graphs
bloom-filter
community-detection
collaborative-filtering
pyspark
recommendation-system
reservoir-sampling
yelp-reviews
frequent-itemsets
graphframes
hybrid-recommender-system
university-of-southern-california
flajolet-martin
son-algorithm
item-based-recommendation
girvan-newman-algorithm
bfr-clustering
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Sep 16, 2024 - Python
Finding restaurants tuples that appears in review data from Yelp.com
spark
apriori-algorithm
yelp-dataset
fp-growth-algorithm
son-algorithm
finding-frequent-itemsets
market-basket-model
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Apr 26, 2021 - Jupyter Notebook
Implementation of a-priori and SON algorithm on Spark.
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Apr 20, 2021 - Jupyter Notebook
Finding Frequent Item Sets over millions shopping baskets: realized by SON algorithm on Spark in Python on AWS.
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Jun 2, 2021 - Python
This assignment focuses on implementing the SON Algorithm using the Spark Framework to identify frequent itemsets within large datasets.
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Feb 25, 2024 - Python
Simple Projects in Data Mining
data-mining
spark
bloom-filter
collaborative-filtering
recommendation-system
data-exploration
recommender-systems
jaccard
lpa
girvan-newman
lsh-algorithm
flajolet-martin
son-algorithm
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May 21, 2020 - Python
Data Mining to find the Frequent Itemsets using SON algorithm
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Jan 15, 2024 - Python
Implementation of Data Mining Algorithm on Spark with Python3
clustering
community-detection
lsh
collaborative-filtering
sampling
filtering
data-exploration
recommendation-systems
son-algorithm
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May 14, 2020 - Python
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