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Recom Systems Limited provides Business Intelligence solution for Banks at very low cost. Enquires [email protected]
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RECOM BANKING SOLUTION
BANKING SYSTEMINFORMATION REQUIREMENTS ARE FOR:• BANK HEADQUARTERS• BANK BRANCH OFFICES • ON-LINE BANKING • ATM BANKING• FIXED DEPOSITS• INVESTMENTS• LOANS• CASH RESERVES• CUSTOMERS• COMPANIES
INFORMATION REQUIRED TO• MANAGE ACCOUNTS• TRANSACTIONS ON-LINE, OFF-LINE AND ATM • MAINTENANCE OF RESERVES• STATISTICS• GENERATE REPORTS• INCREASE BUSINESS• IMPROVE PROFITABILITY• INCREASE CUSTOMER BASE• INCREASE NUMBER OF ACCOUNTS• DEPLOY FUNDS ON NEW LOANS• RISK CONTROL• FRAUD CONTROL• PERFORMANCE MONITORING
CONSOLIDATED INFORMATION
• TOO LARGE TO ANALYZE QUICKLY AND EFFICIENTLY USING REGULAR INFORMATION TECHNOLGY TOOLS
• REGULAR INFORMATION TECHNOLOGY TOOLS LACK ANALYTICAL POWER
• REGULAR INFORMATION TECHNOLOGY TOOLS LACK FORECASTING POWER
• STRATEGIC INFORMATION IS DIFFICULT TO CONSOLIDATE AND ANALYZE
RECOM BANKING SOLUTION PROVIDES:
• STUDY OF REQUIREMENTS TO MEET THE SPECIFIC REQUIREMENTS OF THE BANK
• TRANSLATE REQUIREMENTS INTO WORKING INFORMATION TECHNOLOGY MODELS
• CREATE DATABASE AND DATA WAREHOUSE• IMPORT DATA FROM VARIOUS SOURCES• EXPLORE DATA FOR EXCEPTIONS• CLEAN DATA USING ADVANCED TECHNIQUES• PARTITION DATA FOR EFFICIENT ALALYSIS
CONTINUED RECOM BANKING SOLUTION PROVIDES:
• CREATE DATA WAREHOUSE• USE BUSINESS INTELLIGENCE APPLICATIONS• GENERATE REPORTS• USE ARTIFICIAL INTELLIGENCE ALGORITHMS• ANALYZE DATA AND GENERATE FORECAST
MODELS• GENERATE FORECAST• GENERATE REPORTS
SOLUTION COMPONENTS• HIGH LEVEL SOLUTION DESIGN• LOW LEVEL SOLUTION DESIGN• TEST BENCH DESIGN• NETWORK REQUIREMENTS DESIGN• TELECOM REQUIREMENTS DESIGN• DATA INTEGRATION DESIGN• DATABASE DESIGN• DATA WAREHOUSE DESIGN• ANALYSIS• USING BUSINESS INTELIGENCE TOOLS• USING ARTIFICIAL INTELLIGENCE TOOLS
SOLUTION MANAGEMENT
• ADVANCE TECHNIQUES TO ANALYZE AND MANAGE CUSTOMER REQUIREMENTS
• MANAGE PROJECT AS PER INTERNATIONAL STANDARDS
• QUALITY CHECKS AND PROCESSES AS PER INTERNATIONAL STANDARDS
• COMPLETE DOCUMENTATION • CUSTOMER TRAINING • AFTER SALES SUPPORT
Data Mining
• Machine learning of patterns in data• Application of patterns to new data
Mining Model
What does Data Mining do?Illustrated
DMEngine
Data To Predict
DMEngine
Predicted Data
Training Data
Mining Model
Mining Model
DB dataDB dataClient dataClient dataApplication dataApplication data
DB dataDB dataClient dataClient dataApplication dataApplication data““Just one rowJust one row””
Salients
What Does Data Mining Do?
Explores Your Explores Your DataData
Finds Finds PatternsPatterns
Performs Performs PredictionPrediction
ss
““Putting Data Mining Putting Data Mining to Work”to Work”
““Doing Data Doing Data Mining”Mining”
Business Business UnderstandingUnderstanding
Data Data UnderstandingUnderstanding
Data Data PreparationPreparation
ModelingModeling
EvaluationEvaluation
DeploymentDeployment
DataData
Data Mining ProcessCRISP-DM
www.crisp-dm.orgwww.crisp-dm.org
SSASSSAS(Data(Data
Mining)Mining)
SSAS SSAS (OLAP)(OLAP)DSVDSV
SSISSSISSSAS(OLAP)SSAS(OLAP)SSRSSSRSFlexible APIsFlexible APIs
SSISSSISSSASSSAS(OLAP)(OLAP)
Business Business UnderstandingUnderstanding
Data Data UnderstandingUnderstanding
Data Data PreparationPreparation
ModelingModeling
EvaluationEvaluation
DeploymentDeployment
DataData
Data Mining Process in SQLCRISP-DM
www.crisp-dm.orgwww.crisp-dm.org
DataData
Algorithm Matrix
Time Series
Sequence Clustering
Neural Nets
Naïve Bayes
Logistic Regression
Linear Regression
Decision Trees
Clustering
Association Rules
Classificatio
n
Classificatio
n
Estimatio
n
Estimatio
n
Segmentation
Segmentation
Associa
tion
Associa
tion
Forecasting
Forecasting
Text Analysis
Text Analysis
Advanced Data
Advanced Data
Exploration
Exploration
What Do Data Mining Applications Do?
Explores Your Explores Your DataData
Finds Finds PatternsPatterns
Performs Performs PredictionPrediction
ss
Automatic Automatic MiningMining
Pattern Pattern ExplorationExploration
Perform Perform PredictionPrediction
ss
Algorithm Training
Algorithm Module
Case Processor
(generates and prepares all
training cases)
StartCases
Process One Case
Converged/complete?NoYes
Done!
Persist patterns
PredictionParser Validation-I &
InitializationAST
Binding &Validation-II
DMX treeExecution Planning
DMX tree
Input data
Read / Evaluate one row
Push response
Untokenize results
Income Gender
$50,000 F
1 2
50000 2
1 2 3
50000 2 1
Income Gender Plan
$50,000 F Attend
Multi-Cube Multi-Dimension Design
• Banking Solution is based on Multi-Cube Structure for Data Mining Applications
• Each Cube has multiple Dimensions• Multiple Location Deployment• Business Intelligence Applications running on
Multiple Cubes using Complex Calculations• Artificial Intelligence Applications Running on
Different Dimensions