Santa Fe Institute Events Wiki - User contributions [en]

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Agenda

2011-09-28T10:09:31Z

Vasilisdakos:

'''Practical Methods for Analysis of Early-Warnings for Regime Shifts Santa Fe October 2011'''

'''Sunday 9 October''' 
18:30-20:30 Welcome Reception Hacienda Lounge, Hotel Santa Fe 

'''Monday 10 October''' 
8:15-9:00 Breakfast at SFI 

9:00-10:30 Welcome note Participants icebreaker round Aims of workshop - Program schedule - Practicalities

10:30-11:00 Coffee break

11:00-12:30 Presentations of methods and results from blind sets I (15min pp)
Tony Ives/ Aaron Ellison/ Vishwesha Guttal/ Valerie Livina

12:30-14:00 Lunch/ walk

14:00-15:30 Presentations of methods and results from blind sets II (15min pp)
Sonia Kefi/ Vasilis Dakos/ David Seekell/ Steve Carpenter

15:30-16:00 Coffee break

16:00-17:30 Discussion on Blindsets results/ Discussion on Paper

17:30-18:30 free time to walk/ return to hotel

19:00- Dinner at The O’Keefe Cafe

'''Tuesday 11 October''' 
8:15-9:00 Breakfast at SFI

9:00-10:30 Wrap-up from previous day/ Discussion on Paper

10:30-11:00 Coffee break

11:00-12:30 Brainstorm session: How to go forward?/ Task assignments

12:30-14:00 Lunch/ walk

14:00-16:00 Split-up to work on assignments

16:00-16:30 Coffee break

16:30-17:30 Summary- Plan of action- Final assignments

17:30-18:30 Santa Fe Institute garden- drinks (end of workshop)

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-09-28T10:06:19Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
'''Marten Scheffer''', Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser) 
'''Vasilis Dakos''', Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser) 
:My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. 
:In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. 
:More info on my research as well as a list of publications and available pdfs can be found at [http://vasilisdakos.wordpress.com/]. 
'''Steve Carpenter''', University of Wisconsin, US, srcarpen@wisc.edu (organiser) 
'''Egbert van Nes''', Wageningen University, The Netherlands, egbert.vannes@wur.nl 
'''Buz Brock''', University of Wisconsin, US, wbrock@ssc.wisc.edu 
'''Tony Ives''', University of Wisconsin, US, arives@wisc.edu 
'''David Seekel''', University of Virginia, US, das9xx@virginia.edu 
'''Sonia Kéfi''', CNRS Montpelier, France, soniakefi@gmail.com 
'''Aaron Ellison''', Harvard University, US, aellison@fas.harvard.edu 
'''Valerie Livina''', University of East Anglia, UK, vlivina@hotmail.com 
'''Vishwesha Guttal''', Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-09-28T10:05:38Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
'''Marten Scheffer''', Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser) 
'''Vasilis Dakos''', Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser) 
::My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. 
::In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. 
::More info on my research as well as a list of publications and available pdfs can be found at [http://vasilisdakos.wordpress.com/]. 
'''Steve Carpenter''', University of Wisconsin, US, srcarpen@wisc.edu (organiser) 
'''Egbert van Nes''', Wageningen University, The Netherlands, egbert.vannes@wur.nl 
'''Buz Brock''', University of Wisconsin, US, wbrock@ssc.wisc.edu 
'''Tony Ives''', University of Wisconsin, US, arives@wisc.edu 
'''David Seekel''', University of Virginia, US, das9xx@virginia.edu 
'''Sonia Kéfi''', CNRS Montpelier, France, soniakefi@gmail.com 
'''Aaron Ellison''', Harvard University, US, aellison@fas.harvard.edu 
'''Valerie Livina''', University of East Anglia, UK, vlivina@hotmail.com 
'''Vishwesha Guttal''', Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Agenda

2011-09-28T10:03:39Z

Vasilisdakos:

'''Practical Methods for Analysis of Early-Warnings for Regime Shifts Santa Fe October 2011'''

'''Sunday 9 October'''
18:30-20:30 Welcome Reception Hacienda Lounge, Hotel Santa Fe

'''Monday 10 October'''
8:15-9:00 Breakfast at SFI

9:00-10:30 Welcome note
Participants icebreaker round
Aims of workshop - Program schedule - Practicalities

10:30-11:00 Coffee break

11:00-12:30 Presentations of methods and results from blind sets I (15min pp)
Tony Ives/ Aaron Ellison/ Vishwesha Guttal/ Valerie Livina

12:30-14:00 Lunch/ walk

14:00-15:30 Presentations of methods and results from blind sets II (15min pp)
Sonia Kefi/ Vasilis Dakos/ David Seekell/ Steve Carpenter

15:30-16:00 Coffee break

16:00-17:30 Discussion on Blindsets results/ Discussion on Paper

17:30-18:30 free time to walk/ return to hotel

19:00- Dinner at The O’Keefe Cafe

'''Tuesday 11 October'''
8:15-9:00 Breakfast at SFI

9:00-10:30 Wrap-up from previous day/ Discussion on Paper

10:30-11:00 Coffee break

11:00-12:30 Brainstorm session: How to go forward?/ Task assignments

12:30-14:00 Lunch/ walk

14:00-16:00 Split-up to work on assignments

16:00-16:30 Coffee break

16:30-17:30 Summary- Plan of action- Final assignments

17:30-18:30 Santa Fe Institute garden- drinks (end of workshop)

Workshop preparation guidelines

2011-09-04T17:15:32Z

Vasilisdakos:

Four timeseries datasets and two spatial snapshot datasets have been delivered to you. All data are model generated but nothing is known of the underlying porcess or whether they approach or not a critical transition. The timeseries are made up of 10,000 data points each whereas the spatial snapshots are 50x50 matrices.

We expect you to use the techniques that you are experts on and most of you have already proposed as indicators for the detection of early-warnings. However, we certainly encourage you to apply any other test you think it may be interesting. Issues like robustness, significance of results, false positives or negatives are also welcome to be explored.

Keep in mind that the aim of the workshop is to develop a common framework that explains and compares the various methods. To this end, working through the datasets you may consider using tools/ writing code/ or presenting results using open source software (we strongly favor R).

Please feel free to contact Vasilis for any issue regarding the files or other clarifications.

Workshop preparation guidelines

2011-09-04T17:15:02Z

Vasilisdakos: Created page with 'Four timeseries datasets and two spatial snapshot datasets have been delivered to you. All data are model generated but nothing is known of the underlying porcess or whether they…'

Four timeseries datasets and two spatial snapshot datasets have been delivered to you. All data are model generated but nothing is known of the underlying porcess or whether they approach or not a critical transition. The timeseries are made up of 10,000 data points each whereas the spatial snapshots are 50x50 matrices.

We expect you to use the techniques that you are experts on and most of you have already proposed as indicators for the detection of early-warnings. However, we certainly encourage you to apply any other test you think it may be interesting. Issues like robustness, significance of results, false positives or negatives are also welcome to be explored.

Keep in mind that the aim of the workshop is to develop a common framework that explains and compares the various methods. To this end, working through the datasets you may consider using tools/ writing code/ or presenting results using open source software (we strongly favor R).

Please feel free to contact me for any issue regarding the files or other clarifications.

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-08-18T22:52:41Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
# '''Marten Scheffer''', Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser) 
# '''Vasilis Dakos''', Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser) 
::My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. 
::In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. 
::More info on my research as well as a list of publications and available pdfs can be found at [http://vasilisdakos.wordpress.com/]. 
# '''Steve Carpenter''', University of Wisconsin, US, srcarpen@wisc.edu (organiser) 
# '''Egbert van Nes''', Wageningen University, The Netherlands, egbert.vannes@wur.nl 
# '''Buz Brock''', University of Wisconsin, US, wbrock@ssc.wisc.edu 
# '''Tony Ives''', University of Wisconsin, US, arives@wisc.edu 
# '''David Seekel''', University of Virginia, US, das9xx@virginia.edu 
# '''Sonia Kéfi''', CNRS Montpelier, France, soniakefi@gmail.com 
# '''Aaron Ellison''', Harvard University, US, aellison@fas.harvard.edu 
# '''Valerie Livina''', University of East Anglia, UK, vlivina@hotmail.com 
# '''Vishwesha Guttal''', Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-08-18T22:51:59Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
# '''Marten Scheffer''', Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser) 
# '''Vasilis Dakos''', Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser) 
:My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. 
:In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. 
:More info on my research as well as a list of publications and available pdfs can be found at [http://vasilisdakos.wordpress.com/]. 
# '''Steve Carpenter''', University of Wisconsin, US, srcarpen@wisc.edu (organiser) 
# '''Egbert van Nes''', Wageningen University, The Netherlands, egbert.vannes@wur.nl 
# '''Buz Brock''', University of Wisconsin, US, wbrock@ssc.wisc.edu 
# '''Tony Ives''', University of Wisconsin, US, arives@wisc.edu 
# '''David Seekel''', University of Virginia, US, das9xx@virginia.edu 
# '''Sonia Kéfi''', CNRS Montpelier, France, soniakefi@gmail.com 
# '''Aaron Ellison''', Harvard University, US, aellison@fas.harvard.edu 
# '''Valerie Livina''', University of East Anglia, UK, vlivina@hotmail.com 
# '''Vishwesha Guttal''', Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-08-18T22:51:34Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
# '''Marten Scheffer''', Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser) 
# '''Vasilis Dakos''', Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser) 
:: My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. 
:: In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. 
:: More info on my research as well as a list of publications and available pdfs can be found at [http://vasilisdakos.wordpress.com/]. 
# '''Steve Carpenter''', University of Wisconsin, US, srcarpen@wisc.edu (organiser) 
# '''Egbert van Nes''', Wageningen University, The Netherlands, egbert.vannes@wur.nl 
# '''Buz Brock''', University of Wisconsin, US, wbrock@ssc.wisc.edu 
# '''Tony Ives''', University of Wisconsin, US, arives@wisc.edu 
# '''David Seekel''', University of Virginia, US, das9xx@virginia.edu 
# '''Sonia Kéfi''', CNRS Montpelier, France, soniakefi@gmail.com 
# '''Aaron Ellison''', Harvard University, US, aellison@fas.harvard.edu 
# '''Valerie Livina''', University of East Anglia, UK, vlivina@hotmail.com 
# '''Vishwesha Guttal''', Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-08-18T22:49:47Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
# '''Marten Scheffer''', Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser) 
# '''Vasilis Dakos''', Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser) 
:: My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. 
:: In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. 
:: More info on my research as well as a list of publications and available pdfs can be found at [1]. 
# '''Steve Carpenter''', University of Wisconsin, US, srcarpen@wisc.edu (organiser) 
# '''Egbert van Nes''', Wageningen University, The Netherlands, egbert.vannes@wur.nl 
# '''Buz Brock''', University of Wisconsin, US, wbrock@ssc.wisc.edu 
# '''Tony Ives''', University of Wisconsin, US, arives@wisc.edu 
# '''David Seekel''', University of Virginia, US, das9xx@virginia.edu 
# '''Sonia Kéfi''', CNRS Montpelier, France, soniakefi@gmail.com 
# '''Aaron Ellison''', Harvard University, US, aellison@fas.harvard.edu 
# '''Valerie Livina''', University of East Anglia, UK, vlivina@hotmail.com 
# '''Vishwesha Guttal''', Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts

2011-08-18T22:40:53Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
Complex systems ranging from ecosystems to financial markets and the climate may have tipping points where a sudden shift to a contrasting regime can occur. As such critical transitions can have dire consequences, being able to predict them is very important. Unfortunately, detecting critical points is extremely difficult as good predictive models are mostly lacking. However, recent work suggests that we may find empirical indicators to assess whether a system is approaching a tipping point. Such generic early-warning indicators appear to work for all kinds of critical transitions and, in principle, can be identifiable in a wide range of complex systems like ecosystems, financial markets, or the climate.

Much of the research on early-warning signals is still under development with new ideas constantly arising. Although the topic has emerged through the field of theoretical ecology, the observation that critical transitions across a range of systems may be related, with similar possible early-warning signals, has rapidly led to connecting work across disciplines from ecosystems to climate, psychology and medicine. While there is still much work to be done on building a comprehensive theory of early-warning systems for critical transitions, the biggest challenge remains the practical application of early-warning signals.

To bridge the gap between theory and practice, well-described tools and methodologies for early-warning signals are needed. The ultimate goal of this workshop is to bring together experts on the field of early-warning signals to create an inventory of methods, exchange knowledge, apply techniques on common datasets, and create a common environment for the dissemination of the methods to the broader scientific community.

=== [[workshop preparation guidelines]] ===
(follow this link to check the details for preparing for the workshop)

Practical Methods for Analysis of Early - Warnings for Regime Shifts

2011-08-18T22:40:29Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
Complex systems ranging from ecosystems to financial markets and the climate may have tipping points where a sudden shift to a contrasting regime can occur. As such critical transitions can have dire consequences, being able to predict them is very important. Unfortunately, detecting critical points is extremely difficult as good predictive models are mostly lacking. However, recent work suggests that we may find empirical indicators to assess whether a system is approaching a tipping point. Such generic early-warning indicators appear to work for all kinds of critical transitions and, in principle, can be identifiable in a wide range of complex systems like ecosystems, financial markets, or the climate.

Much of the research on early-warning signals is still under development with new ideas constantly arising. Although the topic has emerged through the field of theoretical ecology, the observation that critical transitions across a range of systems may be related, with similar possible early-warning signals, has rapidly led to connecting work across disciplines from ecosystems to climate, psychology and medicine. While there is still much work to be done on building a comprehensive theory of early-warning systems for critical transitions, the biggest challenge remains the practical application of early-warning signals.

To bridge the gap between theory and practice, well-described tools and methodologies for early-warning signals are needed. The ultimate goal of this workshop is to bring together experts on the field of early-warning signals to create an inventory of methods, exchange knowledge, apply techniques on common datasets, and create a common environment for the dissemination of the methods to the broader scientific community.

=== [[Preparation Guidelines]] ===
(follow this link to check the details for preparing for the workshop)

Practical Methods for Analysis of Early - Warnings for Regime Shifts

2011-08-18T22:37:21Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
Complex systems ranging from ecosystems to financial markets and the climate may have tipping points where a sudden shift to a contrasting regime can occur. As such critical transitions can have dire consequences, being able to predict them is very important. Unfortunately, detecting critical points is extremely difficult as good predictive models are mostly lacking. However, recent work suggests that we may find empirical indicators to assess whether a system is approaching a tipping point. Such generic early-warning indicators appear to work for all kinds of critical transitions and, in principle, can be identifiable in a wide range of complex systems like ecosystems, financial markets, or the climate.

Much of the research on early-warning signals is still under development with new ideas constantly arising. Although the topic has emerged through the field of theoretical ecology, the observation that critical transitions across a range of systems may be related, with similar possible early-warning signals, has rapidly led to connecting work across disciplines from ecosystems to climate, psychology and medicine. While there is still much work to be done on building a comprehensive theory of early-warning systems for critical transitions, the biggest challenge remains the practical application of early-warning signals.

To bridge the gap between theory and practice, well-described tools and methodologies for early-warning signals are needed. The ultimate goal of this workshop is to bring together experts on the field of early-warning signals to create an inventory of methods, exchange knowledge, apply techniques on common datasets, and create a common environment for the dissemination of the methods to the broader scientific community.

==[[Preparation Guidelines]]== (follow this link to check the details for preparing for the workshop)

Practical Methods for Analysis of Early - Warnings for Regime Shifts

2011-08-18T22:36:28Z

Vasilisdakos:

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-08-18T22:31:28Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
# [[Marten Scheffer]], Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser) 
# [[Vasilis Dakos]], Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser) 
# [[Steve Carpenter]], University of Wisconsin, US, srcarpen@wisc.edu (organiser) 
# [[Egbert van Nes]], Wageningen University, The Netherlands, egbert.vannes@wur.nl 
# [[Buz Brock]], University of Wisconsin, US, wbrock@ssc.wisc.edu 
# [[Tony Ives]], University of Wisconsin, US, arives@wisc.edu 
# [[David Seekel]], University of Virginia, US, das9xx@virginia.edu 
# [[Sonia Kéfi]], CNRS Montpelier, France, soniakefi@gmail.com 
# [[Aaron Ellison]], Harvard University, US, aellison@fas.harvard.edu 
# [[Valerie Livina]], University of East Anglia, UK, vlivina@hotmail.com 
# [[Vishwesha Guttal]], Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-08-18T22:30:16Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
1. [[Marten Scheffer]], Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser) 
2. [[Vasilis Dakos]], Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser) 
3. [[Steve Carpenter]], University of Wisconsin, US, srcarpen@wisc.edu (organiser) 
4. [[Egbert van Nes]], Wageningen University, The Netherlands, egbert.vannes@wur.nl 
5. [[Buz Brock]], University of Wisconsin, US, wbrock@ssc.wisc.edu 
6. [[Tony Ives]], University of Wisconsin, US, arives@wisc.edu 
7. [[David Seekel]], University of Virginia, US, das9xx@virginia.edu 
8. [[Sonia Kéfi]], CNRS Montpelier, France, soniakefi@gmail.com 
9. [[Aaron Ellison]], Harvard University, US, aellison@fas.harvard.edu 
10. [[Valerie Livina]], University of East Anglia, UK, vlivina@hotmail.com 
11. [[Vishwesha Guttal]], Princeton University, US, vguttal@princeton.edu

Vasilis Dakos

2011-08-18T22:29:01Z

Vasilisdakos:

My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. More info on my research as well as a list of publications and available pdfs can be found at [http://vasilisdakos.wordpress.com/].

Vasilis Dakos

2011-08-18T22:28:37Z

Vasilisdakos:

My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. More info on my research can be found at [http://vasilisdakos.wordpress.com/].

Vasilis Dakos

2011-08-18T22:28:20Z

Vasilisdakos:

My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. More info on my research can be found at [http://vasilisdakos.wordpress.com/].

Vasilis Dakos

2011-08-18T22:27:59Z

Vasilisdakos:

My research focuses on early-warning signals for critical transitions in ecological, but not only, systems. In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. More info on my research can be found at [http://vasilisdakos.wordpress.com/].

Vasilis Dakos

2011-08-18T22:27:49Z

Vasilisdakos:

Vasilis Dakos

2011-08-18T22:27:01Z

Vasilisdakos: Created page with 'My research focuses on the emerging topic of early-warning signals for critical transitions in ecological, but not only, systems. In 2011 I obtained my PhD under the supervision …'

My research focuses on the emerging topic of early-warning signals for critical transitions in ecological, but not only, systems. In 2011 I obtained my PhD under the supervision of Marten Scheffer and Egbert van Nes at the Department of Aquatic Ecology in Wageningen University. More info on my research can be found at [http://vasilisdakos.wordpress.com/]

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-08-18T22:21:49Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
==Participants==
:1. [[Marten Scheffer]], Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser)
:2. [[Vasilis Dakos]], Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser)
:3. [[Steve Carpenter]], University of Wisconsin, US, srcarpen@wisc.edu (organiser)
:4. [[Egbert van Nes]], Wageningen University, The Netherlands, egbert.vannes@wur.nl
:5. [[Buz Brock]], University of Wisconsin, US, wbrock@ssc.wisc.edu
:6. [[Tony Ives]], University of Wisconsin, US, arives@wisc.edu
:7. [[David Seekel]], University of Virginia, US, das9xx@virginia.edu
:8. [[Sonia Kéfi]], CNRS Montpelier, France, soniakefi@gmail.com
:9. [[Aaron Ellison]], Harvard University, US, aellison@fas.harvard.edu
:10. [[Valerie Livina]], University of East Anglia, UK, vlivina@hotmail.com
:11. [[Vishwesha Guttal]], Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts - Bios

2011-08-18T22:20:55Z

Vasilisdakos:

{{Practical Methods for Analysis of Early - Warnings for Regime Shifts}}
:1. [[Marten Scheffer]], Wageningen University, The Netherlands, marten.scheffer@wur.nl (organiser)
:2. [[Vasilis Dakos]], Wageningen University, The Netherlands, vasileios.dakos@wur.nl (organiser)
:3. [[Steve Carpenter]], University of Wisconsin, US, srcarpen@wisc.edu (organiser)
:4. [[Egbert van Nes]], Wageningen University, The Netherlands, egbert.vannes@wur.nl
:5. [[Buz Brock]], University of Wisconsin, US, wbrock@ssc.wisc.edu
:6. [[Tony Ives]], University of Wisconsin, US, arives@wisc.edu
:7. [[David Seekel]], University of Virginia, US, das9xx@virginia.edu
:8. [[Sonia Kéfi]], CNRS Montpelier, France, soniakefi@gmail.com
:9. [[Aaron Ellison]], Harvard University, US, aellison@fas.harvard.edu
:10. [[Valerie Livina]], University of East Anglia, UK, vlivina@hotmail.com
:11. [[Vishwesha Guttal]], Princeton University, US, vguttal@princeton.edu

Practical Methods for Analysis of Early - Warnings for Regime Shifts

2011-08-18T22:16:21Z

Vasilisdakos: