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Albert Bifet's Projects

adatreenat icon adatreenat

This software contains three closed tree mining algorithms: an incremental one IncTreeNat, a sliding-window based one, WinTreeNat, and finally one that mines closed trees adaptively from data streams, AdaTreeNat. Closed patterns are powerful representatives of frequent patterns, since they eliminate redundant information.

adwin icon adwin

ADWIN is an adaptive sliding window algorithm for detecting change and keeping updated statistics from a data stream, and use it as a black-box in place or counters in learning and mining algorithms initially not designed for drifting data.

bigmine16 icon bigmine16

5th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications

capymoa icon capymoa

Enhanced machine learning library tailored for data streams, featuring a Python API integrated with MOA backend support. This unique combination empowers users to leverage a wide array of existing algorithms efficiently while fostering the development of new methodologies in both Python and Java.

javacliparser icon javacliparser

JAVA Command Line Interface Parser able to use subcommands (more than one level depth).

ml icon ml

Webpage of the Machine Learning group at University of Waikato

moa icon moa

MOA is an open source framework for Big Data stream mining. It includes a collection of machine learning algorithms (classification, regression, clustering, outlier detection, concept drift detection and recommender systems) and tools for evaluation.

river icon river

🌊 Online machine learning in Python

sac2022 icon sac2022

Website SAC 2022 Data Streams Track

samoa icon samoa

SAMOA (Scalable Advanced Massive Online Analysis) is a distributed streaming machine learning (ML) framework that contains a programing abstraction for distributed streaming ML algorithms.

scikit-multiflow icon scikit-multiflow

A multi-output/multi-label and stream data framework. Inspired by MOA and MEKA, following scikit-learn's philosophy.

streamdm icon streamdm

Stream Data Mining Library for Spark Streaming

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