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Data Mining Algortihm - Coggle Diagram
Data Mining Algortihm
Deep Learning
Generative Adversarial Networks (GANs)
used to improve astronomical images and simulate gravitational lensing for dark-matter research
Multilayer Perceptrons (MLPs)
used to build speech-recognition, image-recognition, and machine-translation software.
Recurrent Neural Networks (RNNs)
used for image captioning, time-series analysis, natural-language processing
Long Short Term Memory Networks (LSTMs)
useful in time-series prediction because they remember previous inputs
Convolutional Neural Networks (CNNs)
used for image processing and object detection
Self Organizing Maps (SOMs)
SOMs are created to help users understand this high-dimensional information.
Classification
Logistic Regression
Measure the success rates of marketing campaigns
Predict revenue for a particular product
Naive Bayes Classification
To filter an email as spam or not-spam
Rate a news article about technology, politics or sports
Used for facial recognition software
Decision Trees
Support Vector Machine
Image-based gender detection
Large-scale image classification
k-nearest neighbors
To filter an email as spam or not-spam
Rate a news article about technology, politics or sports
Used for facial recognition software
Regression Algorithms
Multivariate Regression
Logistic Regression
used in the financial industry
Linear Regression
Lasso Regression
used to obtain the subset of predictors that minimize prediction error
Clustering Algorithms
Distribution-based clustering
GMM
EM
DMM
Density-based clustering
DBSCAN
ADBSCAN
OPTICS
Centroid-based clustering
k-Medians
Fuzzy C-means
k-means
k-Modes
k-prototypes
CLARA
CLARANS