ALgoritMos


Data Science




The Problem

Develop the know-how to aggregate, analyze, and most importantly monetize the growing surge of available data

 

This value is obtained through

  • Variable identification
  • Place identification
  • Relational inquiry/testing





The KNOW-HOW


Answering specific basic questions to accomplish a specific objective


 ¿Dónde invierto? (v1, v2 Explorador Planeación)

 ¿En qué invierto? (v3 BI Operación)

 ¿Cómo invierto? ( v4 Alineación)


THe TOolBox

Find solutions through algorithmic processes..

DATA COUNT

Filters, Range, Ranks, Quantiles


DATA DESCRIPTION

Stats, Correlations, Distribution Shape, Outlier Measures, Trends (if any), Ensemble Scores



THe TOOLBOSS


DATA INFERENCE

  Imputation/Forecast, Time and Spatial Univariates,

Bias Estimation, Parameter Tests...


DATA MODELING

Latent Analysis, Multivariate Analysis,
 Space and Time Dynamic,
Prediction/Simulation & Ensemble Modeling


The bestiary


DATA HIERARCHY   


Numeric  or  Categorical
Spatial and Temporal spans

num, cat,
num_tmp,  cat_tmp,
num_spc, cat_spc,
 num_tmp_spc, cat_tmp_spc ...



The "where" Incognit


The highest ROI:  Progress per Cost Unit

Identify Success Conditions


Greater and Better Information

Many Sources Consolidation

Exhaustive Knowledge of Agent/Place/Action Interactions

Fidelity Criteria and ...


BEaUTYFEEL Algorithms!


Vista de Lugar :: (Characterization via Features)

 General: OPI Key Indicators
MultiSummary(aggleveldependent), %NA's,
 Outlier Measure Dist, Global Decil Rank  
Time ( growth rates distribution)
 Space ( LISA, spill over... )
 
(Dis)Similar Places Comparison

Specific : Cluster / Classification + Fuzzy Logic

 





BEaUTYFEEL Algorithms!


Vista de Variable :: (Characterization  over Places)

 General
Places Ranking (outlierness),  Summary, NA's, Fidelity Score, QualityRank, Correlation
Time (correlated series, forecasting, modeling)
 Space (  spatiallyrelated vars )
 
(Dis)Similarity Variables Comparison

Specific : Feature Selection / Interaction Detection







specifics InTEL



En esta liga se encuentra una lista detallada

*_*

Coming soon.... BI:  Arquimedes v3


Intelligence: DataScience

By csampez

Intelligence: DataScience

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