Modeling Complex Systems for Public Policies

Size: px
Start display at page:

Download "Modeling Complex Systems for Public Policies"

Transcription

1 Modeling Complex Systems for Public Policies International Seminar Brasília, September 1-4 Department for Regional, Urban and Environmental Studies and Policy Institute for Applied Economic Research

2 Thanks! 2

3 Dirur Ipea UCP s team IADB Loan Contract Number 1841/OC-BR CNPq Thanks 3

4 Bernardo Alves Furtado Patrícia Alessandra Morita Sakowski Coordinators 4

5 Marina Haddad Tóvolli Research assistant 5

6 Rogério Boueri Miranda Cleandro Henrique Krause Júlio César Roma Acir dos Santos Almeida Leonardo Monteiro Monasterio Nilo Luiz Saccaro Júnior 6

7 William Rand, University of Maryland Miguel Fuentes, Santa Fe Institute Jaime Simão Sichman, University of São Paulo Claudio J. Tessone, ETH Zürich Herbert Dawid, Bielefeld University Luis Bettencourt, Santa Fe Institute Pablo Marquet, Santa Fe Institute Dick Ettema, Utrecht University Michael J. Jacobson, University of Sydney Bernardo Mueller, University of Brasília Yaneer Bar-Yam, NECSI Privilege. Consultants 7

8 James E. Gentile, The MITRE Corporation Orlando Manuel da Costa Gomes, Lisbon Polytechnic Institute & Lisbon University Institute Marcos Aurélio Santos da Silva, Embrapa Tabuleiros Costeiros Contributions 8

9 Lucio Rennó, University of Brasília Daniel Cajueiro, University of Brasília Sergei Soares, President Ipea Special thanks for discussants 9

10 Project Objective Book Concepts Methods Operationalizing Public Policies phenomena as Complex Objects Applications: Transport, Legislative Process, Education, Brazil, world Why CS for Public Policies Outline 10

11 Modeling... Complex Systems... for Public Policies! 11

12 Research design: applications for public policies Seminal Book: Public Policies, Applications, Brazil Seminar: exchange & cohesion Modeling: spatial fiscal analysis and education Project 12

13 I. Effectiveness of Public Policies in Brazil by promoting methodologies II. Diffusion and exchange of frontier knowledge III. Advances in applied modeling for the case of Brazil Objectives 13

14 Listen. Make questions. Learn from experience. Seminar: debate 14

15 Book 15

16 interaction among agents and the environment; in a complex, non-linear and dynamic manner following simple rules; actions generate emergent behavior, different behavior at different scales; consider feedbacks, systems that adapt, learn, evolve, Concepts: CS s approach 16

17 Simulate actions and interactions among citizens, firms, institutions Constrained by legislation, budget, political and spatial boundaries Computational environment with essence of the system CS to Public Policies 17

18 Networks, information theory Agent-based modeling (ABM), cellular automata (CA) Data science, data mining, machine learning Chaos theory, system dynamics Pattern formation, Game theory, Methods: briefly 18

19 Python, SimPy, NetworkX Matlab, Mathematica R, QGIS NetLogo Ucinet, MASON, Swarm, RePast, Flame, MASS +78 Tools 19

20 Public Policies as complex objects 20

21 Social systems Economic systems Urban systems Environmental systems Public Policies objects as CS 21

22 Applications: Brazil 22

23 Urban and Transportation Urban Economics Land Use/transport Literature/Methodologies CA Network Analysis ABM Machine Learning Economics Economic Growth ABM Financial Market Complexity Super- Network Network Measures statistics Analysis Analysis Abdoos et al. (2011) Almeida-Filho (2006)* Alston et al. (2014)* Alvarenga (2008)* Amarante and Bazzan (2012) Andrade and Frazzon (2012)* Avancini (2013)* Barbosa et al. (2013)* Bastos (2011) Bazzan et al. (2010) Bazzan et al. (2011) Berger and Borenstein (2013)* Cajueiro and Tabak (2004)* Cajueiro and Tabak (2008)* Carvalho (2012)* Costa et al. (2012) Delaneze et al. (2011)* Feitosa et al. (2012)* Furlan (2012) Furtado (2009)* Furtado and van Delden (2011)* Gagliardi and Alves (2005) Gleria et al. (2002)* Guimarães et al. (2009) Hausmann et al. (2014)* Jacintho et al. (2010)* Lim et al. (2002)* Marteleto (2001) Matsushita et al. (2006)* Mello (1999)* Mello et al. (2010)* Melotti (2009) Mesquita et al. (2008) Mueller (2014)* Nepomuceno (2005)* Peteleiro et al. (2012) Pinheiro Filho et al. (2012)* Pires et al. (2010) Possas (2001)* Possas and Dweck (2006)* Saraiva (2012)* Silva et al. (2007)* Soares-Filho et al. (2002)* Strauss and Borenstein (2010) Tabak et al. (2009)* Tabak et al. (2009b)* Takahashi et al. (2008)* Vasconcellos (2013)* * Preliminarily compiled by Bernardo Mueller. Applications in Brazil, Product 1 of the project Modeling Complex Systems for Public Policies Public Health Epidemics and Health ABM Analytical Environment CA MAS CA Migration Crime ABM ABM Social Social Education Movements Machine Dynamic Network Network Analysis Learning Systems Analysis 23

24 41 Complexity Centers At least, 6 specific academic journals + papers in Nature, Science, MIT review, and American Economic Review Applications world 24

25 Why Public Policies, then? 25

26 Agents are heterogeneous Everything is interconnected... and it matters: the whole is more than the sum of the parts Cross-effects, influence of policies Multiplicity of sectors, scales Multiplicity of models and methodologies Anecdote: cow weight (Page) Public Policies 26

27 Nicolescu (1999): 1. (non) existence general laws 2. Use of experiments (decode laws) 3. Irreplicability; probabilistic Public Policies, social sciences I 27

28 Discontinuities, ruptures; Unique, discrete events; Uncertainties Public Policies, social sciences II 28

29 1. Understand underlying mechanisms 2. Identify key-elements (actors, tipping points) 3. Improve resilience (of the system), decrease vulnerabilities Thus: 29

30 Including elements of CS approach Formally Simulating scenarios, prognosis Cheaply, repeatedly, (relatively) easily Multiple models Communicating Intensive use of data Modeling 30

31 it is not uncommon for small changes to have big effects; big changes to have surprisingly small effects; and for effects to come from unanticipated causes OECD,

32 Thanks 32

CHANGING INTERNATIONAL INVESTMENT STRATEGIES: THE NEW FORMS OF FOREIGN INVESTMENT IN BRAZIL

CHANGING INTERNATIONAL INVESTMENT STRATEGIES: THE NEW FORMS OF FOREIGN INVESTMENT IN BRAZIL 9 Originally published by Ipea in January 1982 as number 45 of the series Texto para Discussão. CHANGING INTERNATIONAL INVESTMENT STRATEGIES: THE NEW FORMS OF FOREIGN INVESTMENT IN BRAZIL Eduardo A. Guimarães

More information

MANAGEMENT FUNDAMENTALS

MANAGEMENT FUNDAMENTALS The effective strategic planning and proven execution capability, associated with innovationand value creation-oriented management, are the principles that guide Ultrapar in its growth trajectory. The

More information

DataStorm: Large-Scale Data Management in Cloud Environments

DataStorm: Large-Scale Data Management in Cloud Environments DataStorm: Large-Scale Data Management in Cloud Environments INESC-ID Data Management & Information Retrieval Group 1st DataStorm Workshop DataStorm W01: Outline Task H1 1 Task H1: Data Acquisition and

More information

LIST OF ATTORNEYS. Maio Island

LIST OF ATTORNEYS. Maio Island LIST OF ATTORNEYS Although these attorneys have been chosen with care, the Embassy cannot be responsible for their ability nor can the Embassy accept any financial responsibility. Their names are arranged

More information

JANUARY 2015 INSTITUTIONAL PRESENTATION

JANUARY 2015 INSTITUTIONAL PRESENTATION 1 JANUARY 2015 INSTITUTIONAL PRESENTATION 2 CONTENTS PROFILE 3 SDC INVESTIMENTOS IN FIGURES 9 CONTACTS 12 3 PROFILE WHAT WE DO SDC Investimentos is a holding company with participations in the construction

More information

Pacemaker World Geography and Cultures. correlated to. Florida Sunshine State Standards Social Studies Grades 6-8

Pacemaker World Geography and Cultures. correlated to. Florida Sunshine State Standards Social Studies Grades 6-8 Pacemaker World Geography and Cultures correlated to Florida Sunshine State Standards Social Studies Grades 6-8 Pacemaker World Geography and Cultures Pearson Learning Group correlated to Sunshine State

More information

A Python-Based Simulation Code Repository for Complex Systems Education. Hiroki Sayama sayama@binghamton.edu http://pycx.sf.net/

A Python-Based Simulation Code Repository for Complex Systems Education. Hiroki Sayama sayama@binghamton.edu http://pycx.sf.net/ A Python-Based Simulation Code Repository for Complex Systems Education Hiroki Sayama sayama@binghamton.edu http://pycx.sf.net/ Educators who teach complex systemsrelated courses and thus need simple,

More information

Oncology Meetings: Gastric Cancer State of Art March 27 and 28th, 2014

Oncology Meetings: Gastric Cancer State of Art March 27 and 28th, 2014 Oncology Meetings: Gastric Cancer State of Art March 27 and 28th, 2014 Meeting Venue: School of Life and Health Science, Minho University Braga, Portugal Campus de Gualtar Room A1 Limited places: 250 places

More information

CONTENTS AREA STUDIES - REGIONAL SUSTAINABLE DEVELOPMENT: BRAZIL

CONTENTS AREA STUDIES - REGIONAL SUSTAINABLE DEVELOPMENT: BRAZIL CONTENTS AREA STUDIES - REGIONAL SUSTAINABLE DEVELOPMENT: BRAZIL Area Studies - Regional Sustainable Development: Brazil - Volume 1 No. of Pages: 400 ISBN: 978-1-84826-171-6 (ebook) ISBN: 978-1-84826-621-6

More information

Board of the Meeting: Chairman: Lázaro de Mello Brandão; Secretary: Carlos Alberto Rodrigues Guilherme.

Board of the Meeting: Chairman: Lázaro de Mello Brandão; Secretary: Carlos Alberto Rodrigues Guilherme. Bradespar S.A. Corporate Taxpayer s ID No. 03.847.461/0001-92 Corporate Registry ID No. 35.300.178.360 Publicly-Held Company Summarized Minutes of the Cumulative Special and Annual Shareholders' Meetings

More information

Claudio L. S. Haddad Joaquim Levy Marcos Lisboa Naercio Aquino Menezes Filho. Rinaldo Artes

Claudio L. S. Haddad Joaquim Levy Marcos Lisboa Naercio Aquino Menezes Filho. Rinaldo Artes Center for Public Policies - CPP Annual Report 2011 Advisory Board Claudio L. S. Haddad Joaquim Levy Marcos Lisboa Naercio Aquino Menezes Filho Ricardo Paes de Barros Rinaldo Artes Board of Directors President

More information

Búzios, November 25, 2009. Jorge P. Zubelli Coordinator

Búzios, November 25, 2009. Jorge P. Zubelli Coordinator We hereby certify that Alessandro Martim Marques, Banco Itaú S.a., participated in the Research in Options 2009, held at Hotel Atlântico Búzios, Búzios, RJ, from November 23 to 25, 2009. We hereby certify

More information

Appendix. Banco Central do Brasil Management. Central units of the Banco Central do Brasil. Acronyms. November 2007 Financial Stability Report 157

Appendix. Banco Central do Brasil Management. Central units of the Banco Central do Brasil. Acronyms. November 2007 Financial Stability Report 157 Appendix Banco Central do Brasil Management Central units of the Banco Central do Brasil Acronyms November 2007 Financial Stability Report 157 Banco Central do Brasil Management Board Henrique de Campos

More information

NET SERVIÇOS DE COMUNICAÇÃO S.A. CORPORATE TAX ID (CNPJ) # 00.108.786/0001-65 NIRE # 35.300.177.240 PUBLICLY TRADED COMPANY

NET SERVIÇOS DE COMUNICAÇÃO S.A. CORPORATE TAX ID (CNPJ) # 00.108.786/0001-65 NIRE # 35.300.177.240 PUBLICLY TRADED COMPANY NET SERVIÇOS DE COMUNICAÇÃO S.A. CORPORATE TAX ID (CNPJ) # 00.108.786/0001-65 NIRE # 35.300.177.240 PUBLICLY TRADED COMPANY MINUTES OF THE ANNUAL GENERAL MEETING HELD ON APRIL 19, 2004 VENUE, TIME AND

More information

Management through the

Management through the Handbook of Research on Effective Project Management through the Integration of Knowledge and Innovation George Lealjamil Informagöes em Rede, Brazil Sergio Maravilhas Lopes CETAC.MEDIA - Porto and Aveiro

More information

Business philosophy 28 Ultrapar Annual Report 2007

Business philosophy 28 Ultrapar Annual Report 2007 Business philosophy 28 Ultrapar Annual Report 2007 Corporate governance With its shares listed on the São Paulo Stock Exchange BOVESPA, and the New York Stock Exchange NYSE, Ultrapar follows corporate

More information

Bahia, October 22, 2011. Paulo Varandas Organizing Committee

Bahia, October 22, 2011. Paulo Varandas Organizing Committee We hereby certify that, Alien Herrera Torres, Universidade Federal Fluminense, participated in the Workshop on Dynamical Systems, held at Bahia, Salvador, from October 16 to 22, 2011. We hereby certify

More information

Law and New Development Strategies: Brazil and Beyond

Law and New Development Strategies: Brazil and Beyond presents: Law and New Development Strategies: Brazil and Beyond Sponsors: São Paulo Law School of Fundação Getulio Vargas (Direito GV) University of São Paulo (USP), Faculty of Law Institute for Global

More information

Enhancing Health and. Information Systems and Technologies for. Social Care. Reference. Polytechnic Institute of Leiria, Portugal

Enhancing Health and. Information Systems and Technologies for. Social Care. Reference. Polytechnic Institute of Leiria, Portugal Information Systems and Technologies for Enhancing Health and Social Care Ricardo Martinho Polytechnic Institute of Leiria, Portugal Rui Rijo Polytechnic Institute of Leiria, Portugal Maria Manuela Cruz-Cunha

More information

VISUALIZATION OF GEOSPATIAL DATA BY COMPONENT PLANES AND U-MATRIX

VISUALIZATION OF GEOSPATIAL DATA BY COMPONENT PLANES AND U-MATRIX VISUALIZATION OF GEOSPATIAL DATA BY COMPONENT PLANES AND U-MATRIX Marcos Aurélio Santos da Silva 1, Antônio Miguel Vieira Monteiro 2 and José Simeão Medeiros 2 1 Embrapa Tabuleiros Costeiros - Laboratory

More information

Ideas Economy: Brazil The next level of competition October 4 th 2012, São Paulo

Ideas Economy: Brazil The next level of competition October 4 th 2012, São Paulo Synopsis Ideas Economy: Brazil The next level of competition October 4 th 2012, São Paulo The Economist s Ideas Economy: Brazil event will explore the most important issues affecting the social and economic

More information

Advances in the knowledge of parasite resistance of ruminant hosts and parasites

Advances in the knowledge of parasite resistance of ruminant hosts and parasites Alessandro Francisco Talamini do Amarante Departamento de Parasitologia, Instituto de Biociências, Universidade Estadual Paulista, Botucatu, SP Main research areas: epidemiology, diagnosis and prophylaxis

More information

Electric Energy Systems

Electric Energy Systems Electric Energy Systems Electric Energy Systems seeks to explore methods at the frontier of understanding of the future electric power and energy systems worldwide. The track will focus on the electric

More information

CFA SOCIETY PORTUGAL Institutional Profile

CFA SOCIETY PORTUGAL Institutional Profile Institutional Profile January 2015 CFA INSTITUTE CFA Institute Global community of more than 120.000 investment professionals in more than 145 countries Develops and promotes professional and ethical standards

More information

Postgraduate Course Fraud Management Detection, Control, Prevention and Action

Postgraduate Course Fraud Management Detection, Control, Prevention and Action Postgraduate Course Fraud Management Detection, Control, Prevention and Action EGP - UNIVERSITY OF PORTO BUSINESS SCHOOL Presentation "The curriculum for this course includes the subjects recommended by

More information

Mathematics Discrete Mathematics (F06-S07), Finite Mathematics (F00-S01, S07), Intermediate Algebra

Mathematics Discrete Mathematics (F06-S07), Finite Mathematics (F00-S01, S07), Intermediate Algebra Curriculum Vitae J.F. (Jim) Nystrom, Ph.D. Visiting Assistant Professor School of Natural Sciences and Mathematics Shepherd University Shepherdstown, WV 25443-3210 Research Interest Areas Algorithm design

More information

Multi-Agent Systems Simulation An Introduction

Multi-Agent Systems Simulation An Introduction Multi-Agent Systems Simulation An Introduction Agent-Oriented Computing Course Sara Montagna sara.montagna@unibo.it Ingegneria Due Alma Mater Studiorum Università di Bologna a Cesena Scuola di Dottorato

More information

Florianópolis, March 21, 2014. Elizabeth Wegner Karas Organizing Committee

Florianópolis, March 21, 2014. Elizabeth Wegner Karas Organizing Committee We hereby certify that, Ana Flora Pereira de Castro Humes, USP - Escola Politécnica, participated in the X Brazilian Workshop on Continuous Optimization. Celebrating Clovis Gonzaga's 70th birthday held

More information

Ministry of Justice. Decree-law n. º 30 A/2015

Ministry of Justice. Decree-law n. º 30 A/2015 Ministry of Justice Decree-law n. º 30 A/2015 February 27 th Sephardic Jews are hereby designated as Jews who descend from the ancient and traditional Jewish communities of the Iberian Peninsula. The presence

More information

TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171

TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171 TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171 MINUTES OF THE BOARD OF DIRECTORS MEETING HELD ON MARCH 24, 2011 1. - DATE, TIME AND PLACE OF

More information

8:50 Opening statement - Dr. Felipe José Fernández Coimbra (Head of the Department of Abdominal Surgery, Hospital A. C.

8:50 Opening statement - Dr. Felipe José Fernández Coimbra (Head of the Department of Abdominal Surgery, Hospital A. C. IV SYMPOSIUM OF THE GASTROINTESTINAL ONCOLOGY CONTINUING MEDICAL EDUCATION PROGRAM - DEPARTMENT OF ABDOMINAL SURGERY, SURGICAL ONCOLOGY, A. C. CAMARGO CANCER HOSPITAL ESOPHAGOGASTRIC CANCER AND GIST SCIENTIFIC

More information

Antónia Lopes FCUL, University of Lisbon

Antónia Lopes FCUL, University of Lisbon 1 Antónia Lopes FCUL, University of Lisbon Consortium CISUSC FCTUT University of Coimbra LASIGE FCUL University of Lisbon INESC-ID Technical University of Lisbon Rogério de Lemos Marco Vieira Javier Cámara

More information

Practice Profile. Rui Castro Practice Profile 1

Practice Profile. Rui Castro Practice Profile 1 Practice Profile Rui Castro Practice Profile 1 Table of contents 1. Presentation 2. Curriculum Curriculum vitae 3. Works The practice work Rui Castro Practice Profile 2 1. Presentation Rui Castro is an

More information

Presentation of Nova Doctoral School why, what for and how. João Crespo

Presentation of Nova Doctoral School why, what for and how. João Crespo Opening Day Presentation of Nova Doctoral School why, what for and how João Crespo Why and what for Tomorrow is not what it used to be Paul Valery encourage curiosity encourage risk taking non-linear

More information

Flávia da Fonseca Feitosa

Flávia da Fonseca Feitosa Flávia da Fonseca Feitosa Home: Sudetenstr. 69, WE 125 Bonn, Germany 53119 Email: flavia@uni-bonn.de University: Center for Development Research (ZEF) Walter-Flex-Str. 3 Bonn, Germany 53113 Tel.:+49 (0)228/73-4973

More information

1st SEMESTER (beginning in September) Code Course Year ECTS Degree Lecturer Group(s) in English

1st SEMESTER (beginning in September) Code Course Year ECTS Degree Lecturer Group(s) in English 1st SEMESTER (beginning in September) Code Course Year ECTS Degree Lecturer Group(s) in English Level: Bachelor (open to students at all levels) L1805 Marketing Management 1 6 Ralitza Nikolaeva GAi L5004

More information

Big Data and Social Networks Research How Digital Technologies Shape Collective Behavior and Why it Matters

Big Data and Social Networks Research How Digital Technologies Shape Collective Behavior and Why it Matters COMM-321 Big Data and Social Networks Research How Digital Technologies Shape Collective Behavior and Why it Matters Spring 2015 Tuesday-Thursday, 1:30-3:00 pm, room 224 (Project discussions: Friday 3:00

More information

Organic Pantanal. Internal Protocol. Production Processes and Social & Environmental Responsibility

Organic Pantanal. Internal Protocol. Production Processes and Social & Environmental Responsibility Organic Pantanal Internal Protocol Production Processes and Social & Environmental Responsibility The Brazilian Association of Organic Cattle Ranching, known by the Portuguese acronym ABPO (Associação

More information

D.Sc., Electrical Engineering, Federal University of Rio de Janeiro, RJ, Brazil, 1990.

D.Sc., Electrical Engineering, Federal University of Rio de Janeiro, RJ, Brazil, 1990. Curriculum Vitae Ramon Romankevicius Costa COPPE/UFRJ Department of Electrical Engineering P.O. Box 68504, 21945 970 Rio de Janeiro BRAZIL e mail: ramon@coep.ufrj.br Fax: +55 21 2562-8628 1 Educational

More information

Master Degree in Systems and Automation Engineering Engineering Department - Universidade Federal de Lavras

Master Degree in Systems and Automation Engineering Engineering Department - Universidade Federal de Lavras History Since 2007 Main areas: Electrical Engineering and Biomedical Engineering Lines of research: Computational Intelligence, Modeling, Systems Automation; Signal Processing, Instrumentation and Vision

More information

CURRICULUM VITAE. 1 Higher Education. 2 Employment DANI GAMERMAN

CURRICULUM VITAE. 1 Higher Education. 2 Employment DANI GAMERMAN CURRICULUM VITAE DANI GAMERMAN Date of birth: 30/10/1957 Nationality: Brazilian Postal address: Instituto de Matemática - UFRJ Caixa Postal 68530, 21945-970 Rio de Janeiro, RJ, Brazil email address: dani@im.ufrj.br

More information

National Cyber Security Policy -2013

National Cyber Security Policy -2013 National Cyber Security Policy -2013 Preamble 1. Cyberspace 1 is a complex environment consisting of interactions between people, software and services, supported by worldwide distribution of information

More information

Fatigue Life Prediction of Complex 2D Components under Mixed-Mode Variable Loading

Fatigue Life Prediction of Complex 2D Components under Mixed-Mode Variable Loading Fatigue Life Prediction of Complex 2D Components under Mixed-Mode Variable Loading M.A. Meggiolaro 1, A.C.O. Miranda 2, J.T.P. Castro 1, L.F. Martha*,2, T.N. Bittencourt 3 1 Department of Mechanical Engineering

More information

Report ThinkBike Workshop Lisboa ThinkBike workshop

Report ThinkBike Workshop Lisboa ThinkBike workshop Report ThinkBike Workshop Lisboa On 17 September 2012 Report written by Marjolein de Lange for the Dutch Cycling Embassy with input and comments by Jeroen Buis ThinkBike workshop On Monday the 17 th of

More information

Agent-based Modeling of Disrupted Market Ecologies: A Strategic Tool to Think With

Agent-based Modeling of Disrupted Market Ecologies: A Strategic Tool to Think With Paper presented at the Third International Conference on Complex Systems, Nashua, NH, April, 2000. Please do not quote from without permission. Agent-based Modeling of Disrupted Market Ecologies: A Strategic

More information

How To Discuss Cloud Computing

How To Discuss Cloud Computing Fostering cloud computing in Europe and Latin America An ECLAC European Commission (DG CONNECT) Workshop February 4, 2014 Celso Furtado Conference Room ECLAC headquarters Dag Hammarskjöld 3477 Vitacura,

More information

2012 31st International Conference of the Chilean Computer Science Society

2012 31st International Conference of the Chilean Computer Science Society 2012 31st International Conference of the Chilean Computer Science Society (SCCC 2012) Valparaiso, Chile 12 16 November 2012 IEEE Catalog Number: ISBN: CFP12139-POD 978-1-4799-2939-9 2012 31st International

More information

!! !! !! !! MARKET S)INTEREST)IN)INVESTING)IN)COMPANIES MARKET S)INTEREST)IN)INVESTING)IN)COMPANIES EXISTING)INVESTMENT)OPPORTUNITIES)AND)THE)CREATION) AND)DEVELOPMENT)OF)NEW)BUSINESSES MARKET

More information

- Instituto Brasileiro de Política e Direito da Informática - IBDI

- Instituto Brasileiro de Política e Direito da Informática - IBDI Contact information 1. Organization's Name: - Instituto Brasileiro de Política e Direito da Informática - IBDI (Brazilian Institute of Policy and Cyberlaw, or Brazilian Institute of IT Law and Legal Policy)

More information

TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171

TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171 TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171 MINUTES OF THE BOARD OF DIRECTORS MEETING HELD ON SEPTEMBER 17, 2009 1. - DATE, TIME AND VENUE:

More information

Orthogonal ray imaging: from dose monitoring in external beam therapy to low-dose morphologic imaging with scanned megavoltage X-rays

Orthogonal ray imaging: from dose monitoring in external beam therapy to low-dose morphologic imaging with scanned megavoltage X-rays ray imaging: from dose monitoring in external beam therapy to low-dose morphologic imaging with scanned megavoltage X-rays Hugo Simões, Miguel Capela, Ana Cavaco, Paulo Fonte, Maria do Carmo Lopes, Paulo

More information

Helsinki Metropolitan Area Adaptation Strategy Susanna Kankaanpää Helsinki Region Environmental Services Authority

Helsinki Metropolitan Area Adaptation Strategy Susanna Kankaanpää Helsinki Region Environmental Services Authority Helsinki Metropolitan Area Adaptation Strategy Susanna Kankaanpää Helsinki Region Environmental Services Authority Resilient Cities 2013 31.5.2013 Helsinki Metropolitan Area Helsinki, Espoo, Vantaa, Kauniainen

More information

Linguística Aplicada das Profissões

Linguística Aplicada das Profissões Linguística Aplicada das Profissões VOLUME 16 nº 1-2012 This present volume has been kindness titled by us, editors, Veredas Sarangi. It comes from our decision of setting a publication that could show

More information

COLEÇÃO WORKING PAPERS BRADRAMO

COLEÇÃO WORKING PAPERS BRADRAMO COLEÇÃO WORKING PAPERS BRADRAMO Working Paper 10 - General Conclusions Rui Gomes Luísa Cerdeira João Teixeira Lopes Henrique Vaz Rui Brites Belmiro Cabrito Maria de Lourdes Machado-Taylor Dulce Magalhães

More information

NATIONAL ACCOUNTS VS BIG DATA

NATIONAL ACCOUNTS VS BIG DATA NATIONAL ACCOUNTS VS BIG DATA Enrico Giovannini, University of Rome Tor Vergata Department of Economics and Finance enrico.giovannini@uniroma2.it Big Data (Wikipedia) Big data is a blanket term for any

More information

Adaptive Business Intelligence

Adaptive Business Intelligence Adaptive Business Intelligence Zbigniew Michalewicz 1 Business Intelligence What is Business Intelligence? Business Intelligence is a collection of tools, methods, technologies, and processes needed to

More information

The relationship between banking market competition and risk-taking: Do size and capitalization matter?

The relationship between banking market competition and risk-taking: Do size and capitalization matter? The relationship between banking market competition and risk-taking: Do size and capitalization matter? Benjamin M. Tabak (Banco Central do Brasil) Dimas M. Fazio (Universidade de São Paulo) Daniel O.

More information

1991-1994 Bachelor in Computer Science. Federal University of Goiás, UFG, Brasil. Year of degree: 1994.

1991-1994 Bachelor in Computer Science. Federal University of Goiás, UFG, Brasil. Year of degree: 1994. Sand Luz Corrêa Curriculum Vitae Personal data Name Sand Luz Corrêa. Name in bibliography citations Correa, Sand; CORREA, SAND. Birth information Professional address Digital information Dec-16-1972 Anápolis,

More information

TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171

TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171 TOTVS S.A. Corporate Taxpayer s ID (CNPJ/MF) 53.113.791/0001-22 Corporate Registry ID (NIRE) 35.300.153.171 MINUTES OF THE BOARD OF DIRECTORS MEETING HELD ON APRIL 23, 2009 1. - DATE, TIME AND PLACE OF

More information

INTERNATIONAL CONFERENCE

INTERNATIONAL CONFERENCE INTERNATIONAL CONFERENCE TRANSNATIONAL CORPORATIONS AND DEVELOPMENT: CHALLENGES AND OPORTUNITIES IN BRAZIL July 24 th, 2013 UEM Auditorium 13 C34 Building 19h30 New Urban Economics and Real Estate Market:

More information

Urban Integrated Assessment: Spatial Analytical Methods & Tools

Urban Integrated Assessment: Spatial Analytical Methods & Tools Urban Integrated Assessment: Spatial Analytical Methods & Tools Stuart Barr 1 Alistair Ford 1, Richard Dawson 1, Chris Kilsby 1, Jim Hall 2, Katie Jenkins 2, Michael Batty 3 1 School of Civil Engineering

More information

EFFECT OF MICROSTRUCTURE ON PROPERTIES AND PERFORMANCE OF SPRAY FORMED AISI M2 HIGH-SPEED STEEL

EFFECT OF MICROSTRUCTURE ON PROPERTIES AND PERFORMANCE OF SPRAY FORMED AISI M2 HIGH-SPEED STEEL EFFECT OF MICROSTRUCTURE ON PROPERTIES AND PERFORMANCE OF SPRAY FORMED AISI M2 HIGH-SPEED STEEL E. R. B. de Jesus; E. S. de Jesus Filho; J. L. Rossi Instituto de Pesquisas Energéticas e Nucleares - IPEN

More information

About the authors. Décio Pio Borges de Castro Senior associate, Pinheiro Neto Advogados dpioborges@pn.com.br

About the authors. Décio Pio Borges de Castro Senior associate, Pinheiro Neto Advogados dpioborges@pn.com.br Décio Pio Borges de Castro Senior associate, Pinheiro Neto dpioborges@pn.com.br Luiz Claudio Campos Partner, Ernst & Young Terco luiz-claudio.campos@br.ey.com Décio Pio Borges de Castro graduated with

More information

10 th PRACTICAL COURSE

10 th PRACTICAL COURSE 10 th PRACTICAL COURSE PROSTATE ULTRASOUND AND BIOPSY 1 st international workshop on prostate biopsy Final Programme HOSPITAL MILITAR PRINCIPAL April, 29-30, 2010 Objectives Perform Prostate Ultrasound

More information

PROGRAM DIRECTOR: Arthur O Connor Email Contact: URL : THE PROGRAM Careers in Data Analytics Admissions Criteria CURRICULUM Program Requirements

PROGRAM DIRECTOR: Arthur O Connor Email Contact: URL : THE PROGRAM Careers in Data Analytics Admissions Criteria CURRICULUM Program Requirements Data Analytics (MS) PROGRAM DIRECTOR: Arthur O Connor CUNY School of Professional Studies 101 West 31 st Street, 7 th Floor New York, NY 10001 Email Contact: Arthur O Connor, arthur.oconnor@cuny.edu URL:

More information

The Brazilian Academy of Sciences

The Brazilian Academy of Sciences The Brazilian Academy of Sciences Lucia Mendonça Previato Instituto de Biofísica Carlos Chagas Filho Universidade Federal do Rio de Janeiro February 2011 Country Brazil Population According to the Brazilian

More information

3. DESCRIPTION OF THE COMPUTER MODEL USED

3. DESCRIPTION OF THE COMPUTER MODEL USED EVALUATION OF IMPROVEMENTS IN ROAD INFRASTRUCTURE, TRAFFIC OPERATION AND ACCESSIBILITY FOR PEDESTRIANS TO THE FORTALEZA CITY STADIUM, DURING THE FIFA WORLD CUP 2014, USING MICROSIMULATION. Daniel Lustosa

More information

PROTOCOL ON THE MARKETING OF COMPLEX FINANCIAL PRODUCTS

PROTOCOL ON THE MARKETING OF COMPLEX FINANCIAL PRODUCTS The English translation is for information purposes only. The original and official language for this Protocol is Portuguese. PROTOCOL ON THE MARKETING OF COMPLEX FINANCIAL PRODUCTS Between The Portuguese

More information

Customer Relationship Management: application for parliamentary information services

Customer Relationship Management: application for parliamentary information services Submitted on: 7/7/2014 Customer Relationship Management: application for parliamentary information services Christiane Coelho Paiva Center for Documentation and Information, Brazilian Chamber of Deputies,

More information

LIGHT S.A. Corporate Taxpayer s ID (CNPJ/MF) No. 03.378.521/0001-75 Corporate Registry (NIRE) No. 33.3.0026316-1 PUBLICLY HELD COMPANY.

LIGHT S.A. Corporate Taxpayer s ID (CNPJ/MF) No. 03.378.521/0001-75 Corporate Registry (NIRE) No. 33.3.0026316-1 PUBLICLY HELD COMPANY. LIGHT S.A. Corporate Taxpayer s ID (CNPJ/MF) No. 03.378.521/0001-75 Corporate Registry (NIRE) No. 33.3.0026316-1 PUBLICLY HELD COMPANY. EXCERPT FROM THE MINUTES OF LIGHT S.A. ( Company ) S BOARD OF DIRECTORS'

More information

INTERNATIONAL SEMINAR. International Criminal Law, the International Criminal Court and the Perspective of the Portuguese Speaking African Countries

INTERNATIONAL SEMINAR. International Criminal Law, the International Criminal Court and the Perspective of the Portuguese Speaking African Countries INTERNATIONAL SEMINAR International Criminal Law, the International Criminal Court and the Perspective of the Portuguese Speaking African Countries Lisbon, 31 October and 1 November 2013 Academic Coordination:

More information

Oncology Meetings: Gastric Cancer - State of Art March 27 and 28th, 2014

Oncology Meetings: Gastric Cancer - State of Art March 27 and 28th, 2014 Oncology Meetings: Gastric Cancer - State of Art March 27 and 28th, 2014 Preview of the 11 th International Gastric Cancer Congress Congress Venue School of Health Sciences, Life and Health Sciences Research

More information

Advanced Program. International Business Professional Program non Academic

Advanced Program. International Business Professional Program non Academic Advanced Program International Business Professional Program non Academic From 11 January 2013 to 26 April 2013 Advanced Program International Business Objectives Develop participants competences, by contact

More information

SBSC 2012 2012 Brazilian Symposium on Collaborative Systems

SBSC 2012 2012 Brazilian Symposium on Collaborative Systems SBSC 2012 2012 Brazilian Symposium on Collaborative Systems São Paulo, Brazil 15-18 October 2012 Conference Information Papers by Session Papers by Author Getting Started Search Trademarks Edited by Hugo

More information

Data integration in systems biology: characterization of biological phenomena from structural and functional information

Data integration in systems biology: characterization of biological phenomena from structural and functional information Data integration in systems biology: characterization of biological phenomena from structural and functional information Ronaldo Fumio Hashimoto Institute of Mathematics and Statists University of Sao

More information

The Fundamentals of International Legal Business Practice

The Fundamentals of International Legal Business Practice This course is part of an on-going programme devised by the International Bar Association to assist young lawyers and junior members of the profession with their understanding of the fundamentals of international

More information

Agenda. Venue: Associação Catarinense de Medicina. Rodovia SC 401 KM 04, 3854, Saco Grande, Florianópolis (SC). (48) 3231-0300

Agenda. Venue: Associação Catarinense de Medicina. Rodovia SC 401 KM 04, 3854, Saco Grande, Florianópolis (SC). (48) 3231-0300 6 th Central Bank of Brazil Forum on Financial Inclusion Think globally, act locally November 17-19 th, 2014, Florianópolis Brazil Agenda Venue: Associação Catarinense de Medicina. Rodovia SC 401 KM 04,

More information

Advanced Training and Industrial Research for Complex Engineering Systems, A+

Advanced Training and Industrial Research for Complex Engineering Systems, A+ Advanced Training and Industrial Research for Complex Engineering Systems, A+ A Task Force promoted by, with the Center for Innovation, Technology and Policy Research,, at IST, Lisboa in collaboration

More information

Rail Brazil Tech Business Summit Location: Expo Center Norte November 5-7 2013 São Paulo

Rail Brazil Tech Business Summit Location: Expo Center Norte November 5-7 2013 São Paulo Rail Brazil Tech Business Summit Location: Expo Center Norte November 5-7 2013 São Paulo Building a New Platform for Brazilian Rail Sector: Political Strategies, Technologies and Cost Reduction Solutions

More information

CVO SPANISH CADASTRAL INTERNET OFFICE.

CVO SPANISH CADASTRAL INTERNET OFFICE. CVO SPANISH CADASTRAL INTERNET OFFICE. An open space for sustainable quality in cadastral data, working with land management administrations. Carmen Conejo Fernandez. Carmen.conejo@catastro.meh.es Roberto

More information

Robert Till. John Jay College of Criminal Justice 445 West 59 th St., Room 3531 New York, N.Y. 10019, U.S.A.

Robert Till. John Jay College of Criminal Justice 445 West 59 th St., Room 3531 New York, N.Y. 10019, U.S.A. IMPROVING AGENT BASED MODELING OF CRITICAL INCIDENTS Robert Till John Jay College of Criminal Justice 445 West 59 th St., Room 3531 New York, N.Y. 10019, U.S.A. ABSTRACT Agent Based Modeling (ABM) is a

More information

Búzios, March 05, 2010. Marcelo Viana Organizing Committee

Búzios, March 05, 2010. Marcelo Viana Organizing Committee We hereby certify that, Alejandro, Passeggi, Centro de Matematica-Facultad de Ciencias, participated in the International Conference on Dynamical Systems. Celebrating Jacob Palis 70 th birthday, held at

More information

Technology and the Future of Cities. President s Council of Advisors on Science and Technology September 18, 2015

Technology and the Future of Cities. President s Council of Advisors on Science and Technology September 18, 2015 Technology and the Future of Cities President s Council of Advisors on Science and Technology September 18, 2015 Key PCAST Members and Domain Experts 02 PCAST Members Rosina Bierbaum Christine Cassel S.

More information

1.02 Understand effective communication

1.02 Understand effective communication 1.02 Understand effective communication Journal Prompt #1 How do you communicate? Do you like to talk? Are you a good listener? What makes you a good listener? Why do healthcare professionals have to have

More information

EDP ENERGIAS DE PORTUGAL, S.A. General Shareholders Meeting PROPOSAL OF RESOLUTION

EDP ENERGIAS DE PORTUGAL, S.A. General Shareholders Meeting PROPOSAL OF RESOLUTION Item 4 of the agenda Resolve on the election of the members of EDP s executive board of directors for the 2012-2014 period EDP ENERGIAS DE PORTUGAL, S.A. General Shareholders Meeting PROPOSAL OF RESOLUTION

More information

Environmental Health Indicators: a tool to assess and monitor human health vulnerability and the effectiveness of interventions for climate change

Environmental Health Indicators: a tool to assess and monitor human health vulnerability and the effectiveness of interventions for climate change Environmental Health Indicators: a tool to assess and monitor human health vulnerability and the effectiveness of interventions for climate change Tammy Hambling 1,2, Philip Weinstein 3, David Slaney 1,3

More information

Do health impacts of development differ between rural and urban settings?

Do health impacts of development differ between rural and urban settings? Do health impacts of development differ between rural and urban settings? Margaret Douglas Martin Higgins NHS Lothian Scottish Health and Inequalities Impact Assessment Network (on behalf of Rural Development

More information

General Meeting s Preparatory Information

General Meeting s Preparatory Information General Meeting s Preparatory Information (Article 289 of the Portuguese Companies Code and article 21-C of the Securities Code) Full names of Members of Management and Supervisory Statutory Bodies as

More information

Investment. Policy. FundoSoberanodoBrasil AnnexIofCDFSBResolutionnº11

Investment. Policy. FundoSoberanodoBrasil AnnexIofCDFSBResolutionnº11 Investment Policy FundoSoberanodoBrasil AnnexIofCDFSBResolutionnº11 Investment Policy Fundo Soberano do Brasil Annex I of CDFSB Resolution nº11 DELIBERATIVE COUNCIL OF FUNDO SOBERANO DO BRASIL Guido Mantega

More information

Florida Travel-Demand Forecasting: Five-year Blueprint

Florida Travel-Demand Forecasting: Five-year Blueprint Florida Travel-Demand Forecasting: Five-year Blueprint Terry Corkery, FDOT Systems Planning Office June 18, 201 History Sept 2008: New FDOT Modeling Manager Vidya Mysore and MTF tri chairs direct all committees

More information

CLIMATE CHANGE AND NATURE,

CLIMATE CHANGE AND NATURE, CLIMATE CHANGE AND NATURE, INTEGRATION OF SPATIAL POLICIES WITH A LAND USE MODEL Michiel van Eupen 1, Eveliene Steingröver 1, Sabine van Rooij 1 Eric Koomen 2 & Chris jacobs 2 Rotterdam 29 September 2010

More information

Detection of infectious disease outbreak by an optimal Bayesian alarm system

Detection of infectious disease outbreak by an optimal Bayesian alarm system Detection of infectious disease outbreak by an optimal Bayesian alarm system Antónia Turkman, Valeska Andreozzi, Sandra Ramos, Marília Antunes and Feridun Turkman Centre of Statistics and Applications

More information

IDW -- The Next Generation Data Warehouse. Larry Bramblett, Data Warehouse Solutions, LLC, San Ramon, CA

IDW -- The Next Generation Data Warehouse. Larry Bramblett, Data Warehouse Solutions, LLC, San Ramon, CA Paper 170-27 IDW -- The Next Generation Larry Bramblett, Solutions, LLC, San Ramon, CA ABSTRACT systems collect, clean and manage mission critical information. Using statistical and targeted intelligence,

More information

BRAZILIAN COURT OF AUDIT External Control Secretariat Government Programs Control and Evaluation Secretariat

BRAZILIAN COURT OF AUDIT External Control Secretariat Government Programs Control and Evaluation Secretariat BRAZILIAN COURT OF AUDIT External Control Secretariat Government Programs Control and Evaluation Secretariat Executive Summaries TCU Evaluation of Elderly Care Rapporteur Minister Adylson Motta Brasília

More information

UGPN University Global Partnership Network SUSTAINABILITY INDICATORS POSTGRADUATE STUDIES AT USP

UGPN University Global Partnership Network SUSTAINABILITY INDICATORS POSTGRADUATE STUDIES AT USP UGPN University Global Partnership Network SUSTAINABILITY INDICATORS POSTGRADUATE STUDIES AT USP Arlindo Philippi Jr aphij@usp.br Public Health School & São Carlos Engineering School Research Project Created

More information

Statistical Analysis and Visualization for Cyber Security

Statistical Analysis and Visualization for Cyber Security Statistical Analysis and Visualization for Cyber Security Joanne Wendelberger, Scott Vander Wiel Statistical Sciences Group, CCS-6 Los Alamos National Laboratory Quality and Productivity Research Conference

More information

Modelling electric vehicle demand in London using the DCE platform

Modelling electric vehicle demand in London using the DCE platform Modelling electric vehicle demand in London using the DCE platform Dr Koen H. van Dam Systems-NET Webinar series 9 April 2014 1 Digital City Exchange 2 A smart city is a connected city: efficient use of

More information

CSE 6040 Computing for Data Analytics: Methods and Tools. Lecture 1 Course Overview

CSE 6040 Computing for Data Analytics: Methods and Tools. Lecture 1 Course Overview CSE 6040 Computing for Data Analytics: Methods and Tools Lecture 1 Course Overview DA KUANG, POLO CHAU GEORGIA TECH FALL 2014 Fall 2014 CSE 6040 COMPUTING FOR DATA ANALYSIS 1 Course Staff Instructor Da

More information

1. Participant Institutions

1. Participant Institutions 1. Participant Institutions z Sao Paulo State University (UNESP) - Office: San Tiago Dantas Postgraduate Program in International Relations, Unesp/Unicamp/PUC-SP z Center for Studies on Contemporary Culture

More information

Value of IEEE s Online Collections

Value of IEEE s Online Collections Value of IEEE s Online Collections Judy H. Brady, IEEE Aveiro, Portugal February 2013 About the IEEE A not-for-profit society World s largest technical membership association with over 400,000 members

More information