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association-rules-apriori

Apriori Algorithm - An Association Rule Learning Over Transactions Databases

c4.5

C4.5 Algorithm - A Decision Tree for Numerical and Categorical Data that can Handle Missing Values and Pruning Methods

cart

CART Algorithm - A Decision Tree for Numerical and Categorical Data that can Handle Missing Values and Pruning Methods

data_science_models

Machine Learning, Deep Machine Learning & Artificial Intelligence Models in MS EXCEL

datasets

Datasets used in the Google Colab Lessons

ec_promethee

The EC-PROMETHEE Method - A Committee Approach for Outranking Problems Using Randoms Weights

electre-tree

forecasting

forecasting-01-moving_averages

Calculates the Centered Moving Average (Weighted, Simple or Exponential) of a Time Series

forecasting-02-decomposition

Decomposition of Timeseries Using the X-11 Algorithm

forecasting-03-holt

Calculates the Additive or Multiplicative Holt's Method for Time Series with Trend

forecasting-04-holt_winters

Calculates the Additive or Multiplicative Holt-Winters' Method for Time Series with Trend and Seasonality

iterative-dichotomiser-3

ID3 Algorithm - A Decision Tree for Categorical Data with Pruning Methods

j-electre

Electre I, I_s, I_v, II, III, IV, TRI and TRI-ME Software

j-eoq-sa

EOQ (Economic Order Quantity) for a single product with No Discounts, All Units or Incremental Discounts and with or without Backorders

j-horizon

(Update-15-MAY-2020) A Vehicle Routing Problem Software. CVRP (Capacitated VRP), MDVRP (Multiple Depot VRP), VRPTW (VRP with Time Windows), VRPB (VRP with Backhauls), VRPPD (VRP with Pickups and Deliveries), VRP with Homogeneous or Heterogeneous Fleet, Finite or Infinite Fleet, TSP, mTSP and various combination of these types

latent-dirichlet-allocation

Latent Dirichlet Allocation (LDA) function. Also computes the dtm, binary dtm, tf dtm and tf-idf dtm

lu_decompostion

LU Decomposition with Partial Pivoting

metaheuristic-adaptive_random_search

Adaptive Random Search to Minimize Functions with Continuous Variables

metaheuristic-ant_colony_optimization

Ant Colony Optimization Function for TSP problems

metaheuristic-ant_lion_optimizer

Ant Lion Optimizer to Minimize Functions with Continuous Variables

metaheuristic-artificial_bee_colony_optimization

Artificial Bee Colony Optimization to Minimize Functions with Continuous Variables

metaheuristic-bat_algorithm

Bat Algorithm to Minimize Functions with Continuous Variables

metaheuristic-cross_entropy_method

Cross Entropy Method (or Kullback–Leibler divergence) to Minimize Functions with Continuous Variables

metaheuristic-cuckoo_search

Cuckoo Search to Minimize Functions with Continuous Variables

metaheuristic-differential_evolution

Differential Evolution to Minimize Functions with Continuous Variables

metaheuristic-dispersive_flies_optimization

Dispersive Flies Optimization to Minimize Functions with Continuous Variables

metaheuristic-firefly_algorithm

Firefly Algorithm to Minimize Functions with Continuous Variables

metaheuristic-flower_pollination_algorithm

Flower Pollination Algorithm to Minimize Functions with Continuous Variables

metaheuristic-genetic_algorithm

Genetic Algorithm to Minimize Functions with Continuous Variables. Real Values Encoding