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Comprehensive analysis of various big data classification techniques: A challenging overview
HB Abdalla, B Abuhaija - Journal of Information & Knowledge …, 2023 - World Scientific
Data over the internet has been increasing everyday, and automatic mining of essential
information from an enormous amount of data has become a challenging task today for an …
information from an enormous amount of data has become a challenging task today for an …
A survey of evolutionary algorithms for supervised ensemble learning
This paper presents a comprehensive review of evolutionary algorithms that learn an
ensemble of predictive models for supervised machine learning (classification and …
ensemble of predictive models for supervised machine learning (classification and …
Load forecasting through estimated parametrized based fuzzy inference system in smart grids
For optimal utilization of power generation resources, load forecasting plays a vital role in
balancing the load flow in a power distribution network. There are several drawbacks …
balancing the load flow in a power distribution network. There are several drawbacks …
CFM-BD: A distributed rule induction algorithm for building compact fuzzy models in big data classification problems
Interpretability has always been a major concern for fuzzy rule-based classifiers. The usage
of human-readable models allows them to explain the reasoning behind their predictions …
of human-readable models allows them to explain the reasoning behind their predictions …
A distributed approach to multi-objective evolutionary generation of fuzzy rule-based classifiers from big data
In the last years, multi-objective evolutionary algorithms (MOEAs) have been extensively
used to generate sets of fuzzy rule-based classifiers (FRBCs) with different trade-offs …
used to generate sets of fuzzy rule-based classifiers (FRBCs) with different trade-offs …
DECO3RUM: A Differential Evolution learning approach for generating compact Mamdani fuzzy rule-based models
In this paper, we propose a novel Evolutionary Mamdani Fuzzy Rule-based System named
DECO 3 RUM (Differential Evolution based Cooperative and Competing learning of …
DECO 3 RUM (Differential Evolution based Cooperative and Competing learning of …
Chi-Spark-RS: An Spark-built evolutionary fuzzy rule selection algorithm in imbalanced classification for big data problems
The significance and benefits of addressing classification tasks in Big Data applications is
beyond any doubt. To do so, learning algorithms must be scalable to cope with such a high …
beyond any doubt. To do so, learning algorithms must be scalable to cope with such a high …
Literature review and analysis on big data stream classification techniques
Rapid growth in technology and information lead the human to witness the improved growth
in velocity, volume of data, and variety. The data in the business organizations demonstrate …
in velocity, volume of data, and variety. The data in the business organizations demonstrate …
Automatic synthesis of fuzzy systems: An evolutionary overview with a genetic programming perspective
Studies in Evolutionary Fuzzy Systems (EFSs) began in the 90s and have experienced a fast
development since then, with applications to areas such as pattern recognition, curve‐fitting …
development since then, with applications to areas such as pattern recognition, curve‐fitting …
Why linguistic fuzzy rule based classification systems perform well in big data applications?
The significance of addressing Big Data applications is beyond all doubt. The current ability
of extracting interesting knowledge from large volumes of information provides great …
of extracting interesting knowledge from large volumes of information provides great …