![Page 1: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/1.jpg)
Inteligência Artificial :
Estado Atual do
Conhecimento Tendências Internacionais
Dante Cid
VP Elsevier América Latina
29 de Março de 2019
![Page 2: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/2.jpg)
2
Elsevier: Líder em Informação Científica
![Page 3: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/3.jpg)
3
Nossos Parceiros para o estudo em IA:
![Page 4: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/4.jpg)
4
Selected AI-relevant policies
and events (upper panel) and
technology breakthroughs
(lower panel), 1998–2008.
IA: Histórico Recente
![Page 5: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/5.jpg)
5
IA: Grau de colaboração Universidade-Empresas
Brasil: 1,7%
Fonte: SciVal
USA: 7,4%
Chile: 2,9%
Japão: 4,6%
China: 2%
ALE 6%
IRL: 11,4%
![Page 6: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/6.jpg)
6
w
Como IA é
ensinada?
Como IA é
pesquisada?
O que é IA na
mídia? Como IA se
traduz em
patentes?
Estudo: Abordagem Multi-Perspectiva
![Page 7: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/7.jpg)
7
Únicos termos em
comum:
• Artificial Intelligence
• Deep Learning
• Machine Learning
• Neural Network
• Reinforcement Learning
• Speech Recognition`
Há Pouca Interseção Entre as 4 Perspectivas
Teaching
268
Media
82
Research
42
Industry
641
![Page 8: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/8.jpg)
8
Globalmente, IA se
concentra em sete
clusters
Search and
Optimization
Fuzzy
Systems
Planning and
Decision
Making
Natural Language
Processing and
Knowledge
Representation Computer
Vision
Neural
Networks
Machine
Learning and
Probabilistic
Reasoning
Usando IA para definir IA
• Trained classifier to
distinguish AI papers
from non-AI papers
• Supervised learning
using keyword co-
occurrence to structure
the field
![Page 9: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/9.jpg)
9
-
2.000
4.000
6.000
8.000 Computer Vision
Neural Networks
Planning and Decisionmaking
Fuzzy systems
Natural LanguageProcessing and Knowledgerepresentation
China: grande foco em Computer Vision
Number of publications
Fonte: SciVal
![Page 10: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/10.jpg)
10
-
1.000
2.000
3.000
4.000
5.000
6.000
7.0001
99
8
19
99
20
00
20
01
20
02
20
03
20
04
20
05
20
06
20
07
20
08
20
09
20
10
20
11
20
12
20
13
20
14
20
15
20
16
20
17
Computer Vision
Neural Networks
Planning and Decision making
Fuzzy systems
Natural Language Processing and Knowledge representation
Europa e USA: equilíbrio entre as iniciativas
Number of publications
Fonte: SciVal
![Page 11: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/11.jpg)
11
-318
Migração de profissionais de IA entre setores e países
Fonte: SciVal
![Page 12: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/12.jpg)
12Fonte: SciVal
Migração de profissionais de IA entre setores e países
![Page 13: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/13.jpg)
13Fonte: SciVal
Migração de profissionais de IA entre setores e países
![Page 14: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/14.jpg)
14Fonte: SciVal
Migração de profissionais (total) entre setores e países
Academia IndústriaAcademia
InternacionalIndústria
Internacional880
8302259
2661 723
905
![Page 15: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/15.jpg)
15Fonte: SciVal
Países Registrando Patentes com Base em Pesquisa Brasileira
![Page 16: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/16.jpg)
16Fonte: SciVal
Países Registrando Patentes com Base em Pesquisa Italiana
![Page 17: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/17.jpg)
17Fonte: SciVal
Média de Citações em Patentes da Produção Científica: Brasil
![Page 18: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/18.jpg)
18Fonte: SciVal
Média de Citações em Patentes da Produção Científica: Itália
![Page 19: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/19.jpg)
19Fonte: SciVal
Quantidade de Citações em Patentes da Produção Científica
![Page 20: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/20.jpg)
20
Análise completa em:
AI Resource Center:
https://www.elsevier.com/connect/ai-
resource-center
Download AI Report:
https://www.elsevier.com/research-
intelligence/ai-report
SciVal
https://www.scival.com
![Page 21: Inteligência Artificial : Estado Atual do Conhecimento · 2020. 11. 23. · Selected AI-relevant policies and events (upper panel) and technology breakthroughs (lower panel), 1998–2008](https://reader033.vdocuments.site/reader033/viewer/2022060821/609aa0db6982ed180c1f84d3/html5/thumbnails/21.jpg)
Obrigado