Predictive Analytics Glossary

Important definitions and terminologies used in Predictive Analytics

A

  • Adaptive boosting in Predictive Analytics
  • Algorithm in Predictive Analytics
  • Analytical CRM (aCRM) in Predictive Analytics
  • Anomaly detection in Predictive Analytics
  • Anova in Predictive Analytics
  • Approximate Bayesian computation in Predictive Analytics
  • Association analysis in Predictive Analytics
  • Association rule mining in Predictive Analytics
  • Association rules in Predictive Analytics
  • Autoencoder in Predictive Analytics
  • AutoML in Predictive Analytics

B

  • Bagging in Predictive Analytics
  • Bayesian network in Predictive Analytics
  • Bayesian optimization in Predictive Analytics
  • Bernoulli distribution in Predictive Analytics
  • Big data in Predictive Analytics
  • Big O notation in Predictive Analytics
  • Binary classification in Predictive Analytics
  • Binning in Predictive Analytics
  • Boosting in Predictive Analytics
  • Box plot in Predictive Analytics
  • Business intelligence in Predictive Analytics

C

  • Chi-squared test in Predictive Analytics
  • Churn Analysis (Attrition Analysis) in Predictive Analytics
  • Classification in Predictive Analytics
  • Clustering in Predictive Analytics
  • Collaborative filtering in Predictive Analytics
  • Conjoint (Trade-off) Analysis in Predictive Analytics
  • Content-based filtering in Predictive Analytics
  • Credit Scoring in Predictive Analytics
  • Cross / Up selling in Predictive Analytics
  • Cross-validation in Predictive Analytics
  • Customer Segmentation & Profiling in Predictive Analytics

D

  • Data exploration in Predictive Analytics
  • Data Mart in Predictive Analytics
  • Data mining in Predictive Analytics
  • Data Quality in Predictive Analytics
  • Data Warehouse in Predictive Analytics
  • Decision boundary in Predictive Analytics
  • Decision tree in Predictive Analytics
  • Deep learning in Predictive Analytics
  • Dimensionality reduction in Predictive Analytics

E

  • Elastic net in Predictive Analytics
  • Elastic net regression in Predictive Analytics
  • Ensemble learning in Predictive Analytics
  • ETL (Extract-Transform-Load) in Predictive Analytics
  • Exploratory data analysis in Predictive Analytics

F

  • F-measure in Predictive Analytics
  • F1-score in Predictive Analytics
  • Feature engineering in Predictive Analytics
  • Forecasting in Predictive Analytics
  • Fraud Detection in Predictive Analytics

G

  • Generalized linear model in Predictive Analytics
  • Gradient boosting in Predictive Analytics
  • Gradient descent in Predictive Analytics

H

  • Hadoop in Predictive Analytics
  • Hidden Markov model in Predictive Analytics
  • Hierarchical clustering in Predictive Analytics
  • Hyperparameter in Predictive Analytics
  • Hyperplane in Predictive Analytics

I

  • Information gain in Predictive Analytics
  • IoT (Internet of Things) in Predictive Analytics

K

  • K-means clustering in Predictive Analytics
  • K-nearest neighbors in Predictive Analytics
  • Kernel density estimation in Predictive Analytics
  • Kernel methods in Predictive Analytics

L

  • L1 regularization in Predictive Analytics
  • Lasso in Predictive Analytics
  • Linear regression in Predictive Analytics
  • Logistic regression in Predictive Analytics
  • LTV (Lifetime Value) of a customer in Predictive Analytics

M

  • Machine learning in Predictive Analytics
  • Mahalanobis distance in Predictive Analytics
  • Market Basket Analysis in Predictive Analytics
  • Mean absolute error in Predictive Analytics
  • Mean squared error. in Predictive Analytics
  • Multilayer perceptron in Predictive Analytics
  • Multivariate analysis in Predictive Analytics
  • Mutual information in Predictive Analytics

N

  • Naive Bayes in Predictive Analytics
  • Natural language processing in Predictive Analytics
  • Nearest-neighbor algorithm in Predictive Analytics
  • Neural architecture search in Predictive Analytics
  • Neural network in Predictive Analytics
  • Nonlinear regression in Predictive Analytics
  • Nonparametric regression in Predictive Analytics

O

  • OLAP (On-Line Analytical Processing) in Predictive Analytics
  • Optimization in Predictive Analytics
  • Ordinary least squares in Predictive Analytics
  • Outlier detection in Predictive Analytics
  • Overfitting in Predictive Analytics

P

  • Precision in Predictive Analytics
  • Precision-recall curve in Predictive Analytics
  • Predictive Analytics in Predictive Analytics
  • Principal component analysis in Predictive Analytics
  • Principal component regression in Predictive Analytics
  • Probability distribution in Predictive Analytics
  • PyTorch in Predictive Analytics

Q

  • Quantile regression in Predictive Analytics

R

  • Random forest in Predictive Analytics
  • Randomized search in Predictive Analytics
  • Real Time Decisioning (RTD) in Predictive Analytics
  • Recommender systems in Predictive Analytics
  • Recurrent neural network in Predictive Analytics
  • Regression analysis in Predictive Analytics
  • Reinforcement learning in Predictive Analytics
  • Retention (Customer Retention) in Predictive Analytics
  • Ridge and Lasso regression in Predictive Analytics
  • Ridge regression in Predictive Analytics
  • ROC curve in Predictive Analytics

S

  • Sampling in Predictive Analytics
  • Scikit-learn in Predictive Analytics
  • Semi-supervised learning in Predictive Analytics
  • Sentiment analysis in Predictive Analytics
  • Singular value decomposition in Predictive Analytics
  • Singular value thresholding in Predictive Analytics
  • Social Network Analysis (SNA) in Predictive Analytics
  • Social network analysis in Predictive Analytics
  • Sparse regression in Predictive Analytics
  • Stationarity in Predictive Analytics
  • Statistical modeling in Predictive Analytics
  • Stochastic gradient descent in Predictive Analytics
  • Supervised learning in Predictive Analytics
  • Support vector machine in Predictive Analytics
  • Support vector regression in Predictive Analytics
  • Survival analysis in Predictive Analytics
  • Synthetic data in Predictive Analytics

T

  • Tensorflow in Predictive Analytics
  • Text analytics in Predictive Analytics
  • Text Mining in Predictive Analytics
  • Time series analysis in Predictive Analytics
  • Time-series forecasting in Predictive Analytics
  • Top-N recommendation in Predictive Analytics
  • Topological data analysis in Predictive Analytics
  • Transfer entropy in Predictive Analytics
  • Transfer learning in Predictive Analytics
  • Tree-based methods in Predictive Analytics
  • Two-sample test in Predictive Analytics

U

  • Undersampling in Predictive Analytics
  • Unstructured Data in Predictive Analytics
  • Unsupervised learning in Predictive Analytics

V

  • Variance in Predictive Analytics
  • Variational autoencoder in Predictive Analytics
  • Vector autoregression in Predictive Analytics

W

  • Web Mining (Web Data Mining) in Predictive Analytics
  • Weight decay in Predictive Analytics

X

  • XGBoost in Predictive Analytics

Z

  • Zero-inflated models in Predictive Analytics
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