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Text Analytics 2015
Text Analytics Today
Seth Grimes
Alta Plana Corporation
@sethgrimes
IIeX – Atlanta
June 16, 2015
Text Analytics 2015
Text Analytics 2015
“Who controls the past, controls the future. Who
controls the present, controls the past.”
-- 1984, George Orwell
Let’s start with the past…
Document
input and
processing
Knowledge
handling is
key
Desk Set (1957): Computer engineer
Richard Sumner (Spencer Tracy)
and television network librarian
Bunny Watson (Katherine Hepburn)
and the "electronic brain" EMERAC.
Hans Peter Luhn
“A Business Intelligence System”
IBM Journal, October 1958
Text Analytics 2015
2005: “The bulk of information value is perceived as
coming from data in relational tables. The reason is
that data that is structured is easy to mine and
analyze.”
-- Prabhakar Raghavan, now Google VP Engineering
Text Analytics 2015
2007: “Organizations embracing text analytics all
report having an epiphany moment when they
suddenly knew more than before.”
-- Philip Russom, the Data Warehousing Institute
Text Analytics 2015
2010: “The Web has dramatically changed the way
that people express their views and opinions.”
-- Prof. Bing Liu, Univ. of Illinois, Chicago
“The future is clearly about analyzing feedback
in any form that your customers give it. That’s a
trend that won’t go away.”
-- Bruce Temkin
Text Analytics 2015
Text Analytics 2015
Text Analytics 2015
2011: 2015:
When?
http://www.fastcompany.com/3028106/inno
vation-agents/watsons-next-challenge-
smarter-cancer-treatments
HPPCsystems.com
Text Analytics 2015
Ava applies Affective, Cognitive & Psychomotor
methods (per Bloom’s Taxonomy of educational
objectives).
Text Analytics 2015
Drivers and Trends
For insights, technology drives method.
• Data science, data monetization.
• Big data: Social, online & enterprise.
• Volume and velocity mean new analytical
approaches.
• Variety: new types and a new fusion imperative.
• Algorithms… cognitive and affective.
• Stats.
• Language engineering.
• Deep learning; Unsupervised, semi-, supervised
& active methods.
• Via-API cloud services… the API economy.
Text Analytics 2015
Current, 33%
Current, 31%
Current, 34%
Current, 47%
Current, 51%
Current, 56%
Current, 47%
Current, 54%
Current, 66%
Expect, 21%
Expect, 24%
Expect, 23%
Expect, 23%
Expect, 28%
Expect, 25%
Expect, 33%
Expect, 28%
Expect, 22%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90%
Events
Semantic annotations
Other entities – phone numbers, part/product
numbers, e-mail & street addresses, etc.
Metadata such as document author, publication
date, title, headers, etc.
Concepts, that is, abstract groups of entities
Named entities – people, companies,
geographic locations, brands, ticker symbols,…
Relationships and/or facts
Sentiment, opinions, attitudes, emotions,
perceptions, intent
Topics and themes
Do you currently need (or expect to need) to
extract or analyze –
http://altaplana.com/TA2014
Text Analytics 2015
“The share rise in
users who selected
Arabic…coincided
with much of the
civil unrest… in
Middle Eastern
countries.”
http://bits.blogs.nytimes.com/2014/03/
09/the-languages-of-twitter-users/
Text Analytics 2015
10%
1%
16%
9%
36%
34%
2%
2%
18%
7%
4%
3%
13%
8%
7%
38%
3%
2%
3%
2%
5%
9%
17%
3%
28%
7%
17%
24%
2%
10%
11%
15%
8%
4%
17%
21%
3%
20%
4%
0%
1%
1%
2%
0%
0% 10% 20% 30% 40% 50% 60%
Arabic
Bahasa Indonesia or Malay
Chinese
Dutch
French
German
Greek
Hindi, Urdu, Bengali, Punjabi, or other South Asian
Italian
Japanese
Korean
Polish
Portuguese
Russian
Scandinavian or Baltic
Spanish
Turkish or Turkic
Other African
Other Arabic script (including Urdu, Pashto, Farsi,…
Other East Asian
Other European or Slavic/Cyrillic
Other
Current
Within 2 years
Non-English language support
Text Analytics 2015
Rules, Lexical & Semantic Nets, Learning, Stats
http://eecs-newsletter.mit.edu/articles/2009-
fall/climbing-the-tower-of-babel-advances-in-
unsupervised-multilingual-learning/
http://theanalyticsstore.ie/deep-learning/
http://courses.washington.edu/hypertxt/c
gi-bin/book/maps/semantic.html
https://www.brandwatch.com/2013/08/the-importance-
of-a-custom-search-functionality-in-a-monitoring-tool/
Text Analytics 2015
Word2Vec
https://code.google.com/p/word2vec/
Text Analytics 2015
Emoji
http://instagram-
engineering.tumblr.com/post/117889701472/emojineering-
part-1-machine-learning-for-emoji
Text Analytics 2015
Facebook Topic Data
http://datasift.com/products/pylon-for-facebook-topic-data/
Text Analytics 2015
sentimentsymposium.com
IIEX code = $300 off
Text Analytics 2015
Text Analytics Today
Seth Grimes
Alta Plana Corporation
@sethgrimes
IIeX – Atlanta
June 16, 2015

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Text Analytics Today

  • 1. Text Analytics 2015 Text Analytics Today Seth Grimes Alta Plana Corporation @sethgrimes IIeX – Atlanta June 16, 2015
  • 3. Text Analytics 2015 “Who controls the past, controls the future. Who controls the present, controls the past.” -- 1984, George Orwell Let’s start with the past…
  • 4. Document input and processing Knowledge handling is key Desk Set (1957): Computer engineer Richard Sumner (Spencer Tracy) and television network librarian Bunny Watson (Katherine Hepburn) and the "electronic brain" EMERAC. Hans Peter Luhn “A Business Intelligence System” IBM Journal, October 1958
  • 5. Text Analytics 2015 2005: “The bulk of information value is perceived as coming from data in relational tables. The reason is that data that is structured is easy to mine and analyze.” -- Prabhakar Raghavan, now Google VP Engineering
  • 6. Text Analytics 2015 2007: “Organizations embracing text analytics all report having an epiphany moment when they suddenly knew more than before.” -- Philip Russom, the Data Warehousing Institute
  • 7. Text Analytics 2015 2010: “The Web has dramatically changed the way that people express their views and opinions.” -- Prof. Bing Liu, Univ. of Illinois, Chicago “The future is clearly about analyzing feedback in any form that your customers give it. That’s a trend that won’t go away.” -- Bruce Temkin
  • 10. Text Analytics 2015 2011: 2015: When? http://www.fastcompany.com/3028106/inno vation-agents/watsons-next-challenge- smarter-cancer-treatments HPPCsystems.com
  • 11. Text Analytics 2015 Ava applies Affective, Cognitive & Psychomotor methods (per Bloom’s Taxonomy of educational objectives).
  • 12. Text Analytics 2015 Drivers and Trends For insights, technology drives method. • Data science, data monetization. • Big data: Social, online & enterprise. • Volume and velocity mean new analytical approaches. • Variety: new types and a new fusion imperative. • Algorithms… cognitive and affective. • Stats. • Language engineering. • Deep learning; Unsupervised, semi-, supervised & active methods. • Via-API cloud services… the API economy.
  • 13. Text Analytics 2015 Current, 33% Current, 31% Current, 34% Current, 47% Current, 51% Current, 56% Current, 47% Current, 54% Current, 66% Expect, 21% Expect, 24% Expect, 23% Expect, 23% Expect, 28% Expect, 25% Expect, 33% Expect, 28% Expect, 22% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% Events Semantic annotations Other entities – phone numbers, part/product numbers, e-mail & street addresses, etc. Metadata such as document author, publication date, title, headers, etc. Concepts, that is, abstract groups of entities Named entities – people, companies, geographic locations, brands, ticker symbols,… Relationships and/or facts Sentiment, opinions, attitudes, emotions, perceptions, intent Topics and themes Do you currently need (or expect to need) to extract or analyze – http://altaplana.com/TA2014
  • 14. Text Analytics 2015 “The share rise in users who selected Arabic…coincided with much of the civil unrest… in Middle Eastern countries.” http://bits.blogs.nytimes.com/2014/03/ 09/the-languages-of-twitter-users/
  • 15. Text Analytics 2015 10% 1% 16% 9% 36% 34% 2% 2% 18% 7% 4% 3% 13% 8% 7% 38% 3% 2% 3% 2% 5% 9% 17% 3% 28% 7% 17% 24% 2% 10% 11% 15% 8% 4% 17% 21% 3% 20% 4% 0% 1% 1% 2% 0% 0% 10% 20% 30% 40% 50% 60% Arabic Bahasa Indonesia or Malay Chinese Dutch French German Greek Hindi, Urdu, Bengali, Punjabi, or other South Asian Italian Japanese Korean Polish Portuguese Russian Scandinavian or Baltic Spanish Turkish or Turkic Other African Other Arabic script (including Urdu, Pashto, Farsi,… Other East Asian Other European or Slavic/Cyrillic Other Current Within 2 years Non-English language support
  • 16. Text Analytics 2015 Rules, Lexical & Semantic Nets, Learning, Stats http://eecs-newsletter.mit.edu/articles/2009- fall/climbing-the-tower-of-babel-advances-in- unsupervised-multilingual-learning/ http://theanalyticsstore.ie/deep-learning/ http://courses.washington.edu/hypertxt/c gi-bin/book/maps/semantic.html https://www.brandwatch.com/2013/08/the-importance- of-a-custom-search-functionality-in-a-monitoring-tool/
  • 19. Text Analytics 2015 Facebook Topic Data http://datasift.com/products/pylon-for-facebook-topic-data/
  • 21. Text Analytics 2015 Text Analytics Today Seth Grimes Alta Plana Corporation @sethgrimes IIeX – Atlanta June 16, 2015