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ALIS: Algorithmic Library for Scalability documentation
Introduction
Installation
Contents
Finding Similar Items
Set Similarity
Shingling of Documents
Minhashing
Locality Sensitive Hashing
Theory of LSF
LSH Banding Technique
Many-to-Many Document Similarity Task
LSH and Document Similarity
Stream Mining
Stream Data Model
Sampling Data in a Stream
Filtering Streams
Counting Distinct Elements in a Stream
Moments
Counting Ones in a Window
Most Common Recent Elements
Link Analysis
PageRank
PageRank for Large Data
PageRank using MapReduce
Topic-Sensitive PageRank
Hubs and Authorities
Social Network Graphs
What is a Social Network?
Network Measures
Community Detection
Social Network Analysis using GraphFrames
Bibliography
API Reference
Feature Extraction
Shingles
alis.feature_extraction.k_shingles
alis.feature_extraction.hashed_shingles
alis.feature_extraction.word_shingles
alis.feature_extraction.hashed_word_shingles
Minhashing
alis.feature_extraction.MinhashLSH
alis.feature_extraction.MinhashLSH.__init__
alis.feature_extraction.MinhashLSH.transform
Similarity
Minhash LSH
alis.similarity.minhash_lsh.LSH
alis.similarity.minhash_lsh.LSH.__init__
alis.similarity.minhash_lsh.LSH.get_buckets
alis.similarity.minhash_lsh.LSH.make_bands
alis.similarity.minhash_lsh.LSH.plot_thresh
Jaccard Similarity
alis.similarity._jaccard.jaccard_sim
Stream Mining
alis.stream_mining.alonMatiasSzegedy
alis.stream_mining.flajoletMartin
Link Analysis
alis.link_analysis.idealized_page_rank
alis.link_analysis.transition_matrix
alis.link_analysis.taxed_page_rank
alis.link_analysis.topic_sensitive_page_rank
alis.link_analysis.spam_mass
alis.link_analysis.hits
Network Tools
Clustering
alis.network_tools.clustering.LA
alis.network_tools.clustering.IS2
Metrics
alis.network_tools.metrics.average_degree
alis.network_tools.metrics.betweenness_centrality
alis.network_tools.metrics.closeness_centrality
alis.network_tools.metrics.degree_centrality
alis.network_tools.metrics.eigenvector_centrality
Plots
alis.network_tools.plots.draw_communities
alis.network_tools.plots.graph_to_edge_matrix
alis.network_tools.plots.plot_degree_distribution
.rst
.pdf
Network Tools
Network Tools
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Tools useful for network analysis
Clustering
Metrics
Plots