advancedminer predictive analytics software platform overview

AdvancedMiner

Product Overview

Software platform for

predictive analytics

and analytical data processing

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WHAT IS ADVANCEDMINER?

Analytical software suite

• advanced data analysis

tasks

• constructing

data mining

models

• complex data

■ hundreds of models

■ thousands of variables

■ millions of records

■ various data sources


Supports all analytical tasks:

• Data extraction and transformation

• Building and evaluating models

• Testing

• Reporting

Complex analytical processes can be defined in a simple way using drag & drop technique.

Advanced users can create their own scripts and new node types.

ADVANCEDMINER

Integrated analytical tool with a graphical environment for data

processing, analysis and modeling.


Advanced features:

• Support for SQL language

(including analytical functions)

• Integration with the R package

• Integration with Java

ADVANCEDMINER – SCRIPTING INTERFACE

Limitless possibilities

for advanced users !


■ software development on demand

■ working on new analytical features (project

funded by EU, 1.5 million €)

ADVANCEDMINER ADVANTAGES

■ Extensive Customization by user

■ powerful Python-based script language

■ Commercially used in big telco projects

■ 1000s of variables

■ 100s of data GigaBytes

e.g. works with 5TB datamarts

with single tables of 200GB

■ 11 years

of software

commercial use

■ tested and applied

■ in telecoms: 14 mln. customers

and their call data

■ in banks: over 1 mln. customers

and their payments history

Robust

data processing

Flexible

solutions

Reliable

product Evolving


PROJECTS DELIVERED WITH ADVANCEDMINER

Commercial

applications

Credit & Rating

Models Debt

Collection

Scoring

Fraud

Detection

Churn

Prediction

Campaign

Targeting

Customer

Segmentations

Customer

Lifetime Value

Ad-hoc Data

Analysis &

Reporting

ETL & Data

Quality

Product

recommending


ADVANCEDMINER TOOLS

data

manipulation

data mining

models

data

reporting

ETL and data

extraction

data

exploration

A d v a n c e d M i n e r


DATA EXPLORATION

• interactive views of distributions and statistics

• drill-downs to source database

• creating SQL expressions

• virtual attributes

Effective work with

1000s of variables


DATA EXPLORATION & REPORTING

Direct export of histograms

to fully editable Excel charts


INTERACTIVE DECISION TREES

• Interactive model visualization

• Context zoom

• Alternative splits


LOGISTIC REGRESSION

Elaborated Logistic Regression Algorithm


SCORING CARDS TOOLS

• Export to MS Excel table

• Basel II scoring quality reports

• efficiency, statistical tests,

stability

Effective development, monitoring

and validation of scoring models


TASKS AUTOMATION AND PARAMETRIZATION

Full control of ETL tasks and complex models contruction

• Python-based script

• Extended with SQL and fast data processing procedures

• Use of external libraries

(Java, Python …)

Flexible customization thanks to

powerful scripting language


OTHER TOOLS

• Data Mining algorithms

• Self Organizing Maps

• Survival Models

• Association Rules

• Bivariate Probit

• K-means and more

• Distributed teamwork

• sharing tasks and data

• versioning

• Scalability

• on single computer

• as Client – Distributed Server


AdvancedMiner users

• Telecoms

• Financial sector

• Customer service companies

REFERENCES

• Polkomtel

• 14 million customers

• predictive analytical models and reporting

for CRM

• Alior Bank • analytical platform for risk analysis, reporting and

predictive analysis

• More than 50 users

• KDD Cup 2009

• 8th place in fast track

out of 465 teams

• predictive models on data

15 000 cols * 100 000 rows


WHAT ARE MY BENEFITS?

Client

benefits

Effective analytical

projects

Flexible

analytics

Reliable

tools

Robust data processing

Flexible solutions

Reliable product

Evolving

Follow news on analytical solutions

at Algolytics.com/blog click here to open

http://algolytics.com/contact/newsletter/

Read more about AdvancedMiner platform

www.advancedminer.com

Ask us any details:

[email protected]

http://www.advancedminer.com/

http://www.advancedminer.com/

advancedminer predictive analytics software platform overview

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