Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual...

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Copyright © 2016, SAS Institute Inc. All rights reserved. #SASFPT17 Text Analytics and Cognitive Science SAS ® FORUM PORTUGAL 2017 Ricardo Galante Senior Analytics Systems Engineer Business Analytics Team Southern Europe [email protected] https://www.linkedin.com/in/ricardogalante/

Transcript of Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual...

Page 1: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

#SASFPT17

Text Analytics and Cognitive Science

SAS® FORUM

PORTUGAL 2017

Ricardo GalanteSenior Analytics Systems EngineerBusiness Analytics TeamSouthern Europe

[email protected] https://www.linkedin.com/in/ricardogalante/

Page 2: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

AGENDA

SAS Text

AnalyticsApplicationsText AnalyticsUnstructured Data

Page 3: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

#SASFPT17

Structured Data

Unstructured Data

Page 4: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

#SASFPT17

• emails,• electronic notes service,• sequence proteins,• social networking content,• blogs,• call center data,• medical diagnostics• product descriptions

• digital alerts,• financial applications, • videos,• photos,• information generated by sensors,• scientific papers,• judicial reports,• etc.

UNSTRUCTURED DATA

Page 5: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

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#SASFPT17

A LOT OF SOURCES OF UNSTRUCTURED INFORMATION

Page 6: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

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COMMON QUESTIONS ABOUT UNSTRUCTURED DATA

How can I organize my

documents?

Automatic classification.

Are there hidden insights within text data

sources that can help my organization?

Such as call center notes, emails, news, online

forums, social media…

How can I leverage on both

unstructured and structured

data sources?

Customer data + Customer

feedback?

How can I extract as much information as possible from textual data?

Can I also use text data

to analyze and

predict the future?

To reduce churn, improve sales,

reduce costs…

Page 7: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

Text Analytics

Page 8: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

Natural Language

Processing

Context

JL

Machine Learning

H

Discovery

Human Input

Topics, Insights,Relationships, Taxonomies,

Scored Documents

Unstructured Text Data

Operations

Further

Analysis

Page 9: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

Applications

Page 10: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

Analyzing for Suspicious Activity

Page 11: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

Analyzing for Suspicious Activity

Page 12: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

Call Center

Insight(predict report advise code)

NLP Analytics

NLI

Voice/Text

Data

NLG

Page 13: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

DATA

IMAGE PROCESSING

Discovery Deployment

Page 14: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

SAS Text Analytics

Page 15: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

15Copyright © 2012, SAS Institute Inc. All rights reserved.

MINERÍA DE TEXTOS

INTEGRATED

ANALYTICS

Explore textual data to

uncover valuable patterns,

themes, and insights

Integrate structured and

unstructured data for

enhanced:

• Forecasting

• Optimization

• Predictive Modeling

• Network Analysis

SAS® Text

Analytics

SAS TEXT ANALYTICS

• Information Retrieval

• Automatic Topic

Detection

• Content Categorization

• Entity Extraction

• Sentiment Analysis

SAS® Contextual Analysis

SAS® Text Miner

* SAS® Visual Text Analytics

Page 16: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

Business knowledge

Text mining

and

exploration

Standard

Reports

Predictive

Modeling

SAS

Solutions

UnstructuredData

Categories

Sentiment

Enriched

Dataset

Ad Hoc

Analysis

TEXT ANALYTICS – FLOW ANALYSIS AND TECHNIQUES

Entities

Page 17: Text Analytics and Cognitive Science - Sas Institute · 2017-06-28 · ANALYTICS Explore textual data to uncover valuable patterns, themes, and insights Integrate structured and unstructured

Copyr i g ht © 2016, SAS Ins t i tu t e Inc . A l l r ights reser ve d .

SAS TEXT MINER

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Copyright © SAS Inst i tute Inc. Al l r ights reserv ed.

THANK YOU for your Attention

Ricardo GalanteSenior Analytics Systems EngineerBusiness Analytics TeamSAS Iberia

[email protected] https://www.linkedin.com/in/ricardogalante/