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wsgan001's Projects

durablegraphpatterns icon durablegraphpatterns

Algorithm for handling durable pattern queries - Durable Graph Pattern Queries on Historical Graphs ICDE16

dyconet icon dyconet

A Gephi plugin for community detection in dynamic networks

dynamic-ranking-of-classification-algorithms icon dynamic-ranking-of-classification-algorithms

There are a plethora of algorithms in data mining, machine learning and pattern recognition areas. It is very difficult for non-experts to select a particular algorithm. Hence, according to current application or task at hand, recommendation of appropriate classification algorithm for given new dataset is a very important and useful task. According to NO-FREE-LUNCH theorem, there is no best classifier for different classification problems. It is difficult to predict which learning algorithm will work best for a particular type of data and domain. A meta-learning method is presented to support selection of candidate learning algorithms. Meta learning tries to address the problem of algorithm selection by recommending promising classifiers based on meta-features. It uses a k-Nearest Neighbor algorithm to identify the datasets that are most similar to the one at hand. The performance of the candidate algorithms on those datasets is used to generate a recommendation to the user in the form of a ranking. The performance is assessed using a multi-criteria evaluation measure that takes accuracy, precision, recall and execution time into account. The evaluation methodology is general and can be adapted to other ranking problems.

dynamicitemsetcounting icon dynamicitemsetcounting

Dynamic Itemset Counting is a frequent items data mining algorithm. This is not an algorithm that we created, we are just implementing it. Find the paper on DIC in the link

dynamictriad icon dynamictriad

Dynamic Network Embedding by Modeling Triadic Closure Process

eann-kdd18 icon eann-kdd18

EANN: event-adversarial neural networks for multi-modal fake news detection

ebaybidsearchservice icon ebaybidsearchservice

two kinds of service: item information retrieval provided item id and keyword search service provided a keyword

eca-iot icon eca-iot

Event, Condition and Action Framework for rule based triggering.

ecsm icon ecsm

C# code of ECSM (AI 2016 conference)

edtpm_grupo_03 icon edtpm_grupo_03

Efficient and Distributed Temporal Pattern Mining Big Data Grupo 03

edu-prom icon edu-prom

Process mining for non-interactive usage

eess icon eess

Code of my thesis and paper Economically-Efficient Data Stream Analysis

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