[UAI] Greetings from UCLA Causality Blog

2010-06-18 Thread Judea Pearl
Friends in causality and uncertainty, 

Below are a few items you might find to be of
some interest and  possibly some challenge.

1. 
A new book containing a collection of recent
articles on causation and uncertain reasoning, some tutorial in nature, 
is now available from College Publications (2010.)
Title: Heuristics, Probability and Causality,
Editors: R. Dechter, H. Geffner and J. Halpern 

For table of contents, preface and more information
please click on:
http://bayes.cs.ucla.edu/TRIBUTE/pearl-tribute2010.htm
As you can see, I have had a natural indirect effect 
on the cover design, but zero controlled direct effect.

2. 
A symposium on causality and related topics
by some of the contributors to Heuristics,
Probabilities and Causality was held
at UCLA on March 12. Videos of lectures, by: 
C. Hitchcock, S. Greenland, T. Richardson,
J. Robins, R. Scheines, J. Tian, Y. Shoham and J. Pearl, 
can be viewed here:
http://bayes.cs.ucla.edu/TRIBUTE/tribute-videos.htm 
Videos of additional lectures will be posted in the near future.

3. 
Recent entries on our Causality-Blog include: 
3.1
An open letter from Judea Pearl to Nancy 
Cartwright concerning Causal Pluralism, a topic
central to a discussion of her book Hunting Causes
which appeared recently in Economics and Philosophy 26:69-77.
(Posted May 31, 2010), and 
3.2
A lively discussion by T. Richardson, J. Robins and J. Pearl
on the structure of the causal hierarchy and the scientific roll
of untestable counterfactual assumptions. 
(Posted May 3 and May 15, 2010)

Both are posted on
http://www.mii.ucla.edu/causality/.  


4. 
A recent posting on my web-page is a paper titled:
The Mediation Formula: A guide to the assessment of causal
pathways in non-linear models which explains why
traditional methods of mediation analysis yield distorted
results when applied to discrete data, even when correct
parametric models are assumed and all parameters are known
precisely. The Mediation Formula circumvents these
difficulties.
http://ftp.cs.ucla.edu/pub/stat_ser/r363.pdf

5. 
Another posting of potential interest is
Technical Report R-364, by T. Kyono (Master Thesis),
titled: Commentator: A Front-End User-Interface Module
for Graphical and Structural Equation Modeling.
It take a DAG as input and prints (1): all identifiable
direct effects, (2) all identifiable causal effects, (3)
all (minimal) sets of admissible covariates, (4) all instrumental
variables, and (5) (almost) all testable implications of 
a model. The source code is available upon request.
http://ftp.cs.ucla.edu/pub/stat_ser/r364.pdf

6. 
Finally, I have received inquiries regarding
a slide that I used at NYU, in which an
instrumental variable poses as
an innocent confounder and, upon adjustment,
amplifies, rather than reduces confounding bias.
The moral of the story was (and is) that 
outcome assignment is safer to model than 
treatment assignment.
The pertinent paper is R-356, or 
http://ftp.cs.ucla.edu/pub/stat_ser/r356.pdf

7. 
As always, your thoughts are welcome and
will surely be put into some good cause when
conveyed to other blog readers.

Best
===Judea Pearl
UCLA
   http://bayes.cs.ucla.edu/csl_papers.html


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[UAI] Post-doctoral vacancies at the University of Nottingham

2010-06-18 Thread Uwe Aickelin

Research Associate/Fellow in Computer Science (3 years)
Transitional Fellow in Computer Science - Senior Postdoc (5 years)
University of Nottingham - Horizon Digital Economy Research Institute

Horizon is a Digital Economy Research Institute that focuses on the role 
of 'always-on always with you' ubiquitous computing in the Digital Economy.


Horizon has a vacancy for a Research Associate/Fellow with expertise in 
data modelling and analysis, who will work closely with the Intelligent 
Modelling and Analysis group (http://ima.ac.uk) within Computer Science 
and provide a critical link between the two activities. The position 
will require knowledge of, and hands-on experience in, intelligent 
analysis of real-world data and knowledge in the presence of uncertainty 
and noise. Rare event detection and real-time analysis may be of 
particular interest. Methodologies may include Fuzzy Reasoning or 
bio-inspired computing, but the research will also require knowledge of 
statistical research methods.


Additionally, Horizon is looking for two senior post-doctoral 
Transitional Fellows. As a Horizon Transitional Fellow in Computing you 
will be initially focussed on the Horizon research agenda, and over five 
years transition to the normal duties of a Lecturer within the School of 
Computer Science. Candidates should have a PhD and a track record of 
internationally leading research. Key computing research challenges 
within Horizon include: mobile and ubiquitous computing; networking and 
distributed systems; data modelling and analysis. Candidates should have 
skills and experience in one or more of these fields and be keen to 
bring their expertise into the interdisciplinary team addressing the 
overall socio-technical challenges of the future Digital Economy.


Further details are available from:

Research Associate/Fellow:
http://www.jobs.ac.uk/job/ABE881/research-associate-fellow-in-computer-science/

Transitional Fellows:
http://www.jobs.ac.uk/job/ABE879/transitional-fellow-in-computer-science-two-posts/

Closing date for both vacancies: 5 July 2010.
--

Professor Uwe Aickelin
School of Computer Science
The University of Nottingham
Jubilee Campus, Wollaton Road
Nottingham, NG8 1BB, UK.

tel: +44 (0)115 95 14215
e-mail: uwe.aicke...@nottingham.ac.uk
web: http://www.aickelin.com


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[UAI] WPMSIIP 2010: 2nd announcement

2010-06-18 Thread Alessandro Antonucci
==
WPMSIIP 2010 (6-10 Sept 2010, Durham, UK) --- 2nd Announcement
==

General information
---

The Department of Mathematical Sciences, Durham University, organizes
a workshop on principles and methods of statistical inference with
interval probability, jointly with the interval probability research
group of Ludwig-Maximilians University of Munich. The workshop runs
from Monday 6 September until Friday 10 September 2010. This workshop
is a follow-up to two earlier WPMSIIPs held in Durham, UK, May 2008,
and Munich, Germany, September 2009.

Programme and Aims
--

Day Subject   Led by
---+-+
Mon 6th research presentationsmatthias.troff...@gmail.com
Tue 7th prior-data conflict   gero.wal...@stat.uni-muenchen.de
Wed 8th sequential decisions  nathan.hunt...@durham.ac.uk
Thu 9th classificationr.j.cross...@durham.ac.uk
Fri 10thopen topics   frank.coo...@durham.ac.uk

The major aim of the WPMSIIP workshop is to stimulate discussion of
ongoing research in imprecise/interval probability theories, providing
a platform to discuss unsolved problems and to address unanswered
questions.

The first day of WPMSIIP overlaps with the SIPTA summer school and
will be a day of research presentations (by summerschool participants)
aimed at a general audience.

For the remainder of the week, we intend to have a day for prior-data
conflict, which naturally requires imprecise probability for a proper
treatment, and raises interesting fundamental questions. The following
day will be devoted to sequential decisions, including but not limited
to philosophical issues which arise when looking at sequential
problems with imprecision, and algorithmic approaches for solving
them. The topic for one further day will be imprecise classification,
where we will also invite practitioners with interesting
classification problems with the idea to set out an agenda for future
research.

The last day of the workshop is reserved for participants to present
other work on open topics, with emphasis on challenging open questions
and with ample time reserved for discussions.

Registration


Everyone, including PhD students, is welcome to participate and/or to
present their views on one or more of the above topics, on one or more
days! If you want to join the workshop, please send an email to Frank
Coolen, or the appropriate session organizer, with a brief explanation
of your intended contribution, preferably before Friday 30 July 2010.

For more information, visit:

http://www.maths.dur.ac.uk/users/matthias.troffaes/wpmsiip2010/

Best wishes,

The organizing committee

Thomas Augustin
Frank Coolen
Richard Crossman
Nathan Huntley
Matthias Troffaes
Gero Walter
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[UAI] NIPS 2010 Call For Demonstrations

2010-06-18 Thread Chris Hiestand
=
NIPS 2010 DEMONSTRATIONS
=

http://nips.cc/Conferences/2010/CallForDemonstrations
Demonstration Proposal Deadline: Monday September 20, 2010

The Neural Information Processing Systems Conference 2010
http://nips.cc/Conferences/2010/ has a Demonstration Track running in
parallel with the evening Poster Sessions, December 6-8, 2010, in
Vancouver, Canada.

Demonstrations are an opportunity to showcase:
• Hardware technology
• Software systems
• Neuromorphic and biologically-inspired systems
• Robotics
or other systems, which are relevant to the technical areas covered by NIPS
(see Call for Papers http://nips.cc/Conferences/2010/CallForPapers) .
Demonstrations must show novel technology and must be live, preferably with
some interactive parts. A demonstration is not just another poster
presentation or a slide show, the action part is important.

Submissions:
Submission of demo proposals at the following URL:
https://nips.cc/Conferences/2010/DemoForm.php

You will be asked to fill a questionnaire and describe clearly:
• the technology demonstrated
• the elements of novelty
• the live part
• the interactive part
• the equipment brought by the demonstrator
• the equipment required at the place of the demo

Evaluation Criteria: Submissions will be refereed on the basis of
technical quality, novelty, live action, potential for interaction.

Demonstration chair: Isabelle Guyon d...@clopinet.com
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[UAI] ACM IUI 2011 Second Call for Papers

2010-06-18 Thread Jill.Freyne

We are very pleased to announce the ACM International Conference on
Intelligent User Interfaces (IUI11) Palo Alto, California, USA, February
13-16 2011.

Intelligent User Interfaces (IUI) is the premier conference for
reporting on the study of user interfaces with intelligent devices. This
topic is of increasing importance as the consumer is interfacing with a
wide variety of devices with embedded computation and connectivity and
the computer is fading into the background.   IUI is where the community
of people interested in Human-Computer Interaction (HCI) meets the
Artificial Intelligence (AI) community. We're also very interested in
contributions from related fields, such as psychology, cognitive
science, computer graphics, the arts, etc.

Please follow the development of the conference at

Twitter: iui2011
Facebook: ACM IUI Conference 2011
Linkedin: ACM IUI Conference 2011
Buzz: acmiui2011
http://www.iuiconf.org/  (coming soon)

We are inviting proposals and research papers in several categories:

***Important Dates***

Long  Short Paper submissions Friday, 10 September 2010, 11:59pm US PDT
Long and Short Paper final notification: Friday, 5 November 2010
Long paper rebuttals starts Friday, 15 October 2010
Rebuttal process ends Friday, 22 October 2010
Long and Short Paper final notification: Friday, 5 November 2010
Long  Short Paper camera-ready due Friday, 26 November 2010
Intention to submit workshop proposal Friday, 16 July 2010
Workshop proposals due Friday, 30 July 2010

Conference Co-Chairs:
   Pearl Pu (EPFL, Switzerland)
   Michael Pazzani (Rutgers University, USA)

Program Co-Chairs:
   Elisabeth Andre (Univ. of Augsburg, Germany)
   Doug Riecken (IBM, USA)
   papers2011 at iuiconf.org

Workshop Co-Chairs:
   Joyce Chai (Michigan State University, USA)
   Shlomo Berkovsky (CSIRO, Australia)
   workshops2011 at iuiconf.org

Demonstrations Chair:
   Li Chen (Baptist University, Hong Kong)
   demos2011 at iuiconf.org

Treasurer:
   Tessa Lau (IBM, USA)
   treasurer2011 at iuiconf.org

Publicity Chair:
   Jill Freyne (CSIRO, Australia)
   publicity2011 at iuiconf.org


Why submit to IUI?

Unlike traditional AI, our focus is not so much to make the computer
smart all by itself, but to make the interaction between computers and
people smarter. Unlike traditional HCI, we're more willing to consider
solutions that involve large amounts of knowledge and emerging
technologies such as natural language understanding, brain computer
interfaces or gesture recognition.

The IUI conference gives you a chance to present and to see work in an
intimate, focused, no-nonsense event. It is large enough to be diverse
and lively (we expect around 200 people), but small enough to avoid the
impersonal atmosphere of conferences with thousands of people.
The vast majority of the attendees are actively involved with conceiving
and developing cutting-edge interfaces leading to a high and fast impact
of research results presented at IUI. It brings together people from
academics, industry, and nonprofits.

As an ACM conference, papers appear in the ACM Digital Library and
citation indices. There will also be a journal publication path for
selected papers. It's a single track conference, so you don't have to
miss anything.

IUI topics include, but are not limited to:

Intelligent Interaction with Devices
Intelligent interactions with handheld devices
Sensor- and actuator systems for user interfaces
Location- and context aware information systems
Tangible interaction with smart artifacts
Ubiquitous displays environments
Smart environments

Novel, intelligent interaction systems
Modeling and prediction of user behavior
Affective, social and aesthetic interfaces
Natural user interfaces
User-adaptivity in interactive systems
Personalization and recommender systems
Planning and plan recognition

IUI Design
Knowledge-based approaches to IUI design and generation
Proactive and agent-based paradigms for user interaction
Example-based and demonstration-based interfaces
Smart use of sensing technologies for IUI Design

User studies
User studies concerning intelligent interfaces
Evaluation methods and evaluations of implemented IUI
Smart technologies for remote usability testing and experience
 sampling

Processing of human-generated input
Recognition and interpretation of user input (face, body,
 speech, physiology, text)
Analysis of psychological user states, such as attention and
 affect
Analysis of conversational cues, such as grounding and turn
 taking
Intelligent sensing platforms
Synchronization and fusion of Multimodal Input

Generation presentation of system output
Smart visualization tools
Intelligent authoring systems

[UAI] Deadline Extended: Joint Workshop on Recommender Systems for Technology Enhanced Learning

2010-06-18 Thread Nikos Manouselis

++apologies for cross-posting++

*
THIRD CALL FOR PAPERS

Workshop on Recommender Systems for Technology Enhanced Learning (RecSysTEL)
Barcelona, Spain, 29-30 September 2010

Organised jointly by
- 4th ACM Conference on Recommender Systems (RecSys 2010)
- 5th European Conference on Technology Enhanced Learning (EC-TEL 2010)

http://adenu.ia.uned.es/workshops/recsystel2010/
*

KEYNOTE SPEAKERS:
* Joseph Konstan, GroupLens Research, University of Minnesota (USA)
* Kris Jack, Mendeley.com (UK)


AIM  TOPICS

Technology enhanced learning (TEL) aims to design, develop and test
socio-technical innovations that will support and enhance
learning practices of both individuals and organisations.
It is an application domain that generally addresses all types of
technology research  development aiming to support of teaching and
learning activities. Information retrieval is a pivotal activity
in TEL, and the deployment of recommender systems has attracted
increased interest during the past years.

Recommendation methods, techniques and systems open an interesting
new approach to facilitate and support learning and teaching.
There are plenty a resource available on the Web, both in terms of
digital learning content and people resources (e.g. other learners,
experts, tutors) that can be used to facilitate teaching and
learning tasks. The challenge is to develop, deploy and evaluate
systems that provide learners and teachers with meaningful guidance
in order to help identify suitable learning resources from a
potentially overwhelming variety of choices.

The aim of the Workshop is to bring together researchers and
practitioners that are working on topics related to the design,
development and testing of recommender systems in educational
settings as well as present the current status of research in this
area and create cross-disciplinary liaisons between the RecSys and
EC-TEL communities. Overall, it aims to outline the rich potential
of TEL as an application area for recommender systems, as well as
expose participants to the challenges of developing such systems
in a TEL context.

Topics include but are not limited to:
* User tasks to be supported by recommender systems in TEL
* Focus of recommendation in TEL
* Requirements for the deployment of TEL recommender systems
* Publicly available data sets for TEL recommender systems
* Recommendation algorithms and systems for TEL
* Transfer of successful algorithms and systems from other application areas
* Evaluation criteria and methods for TEL recommender systems


IMPORTANT DATES

1 July 2010: Submissions ***EXTENDED***
16 July 2010: Notifications
1 August 2010: Camera-ready of accepted papers
29-30 September 2010: RecSysTEL Workshop in Barcelona


DATATEL CHALLENGE

Published datasets in recommender systems, such as the MovieLens
and EachMovie ones, are very often used in experimental testing of
new recommendation algorithms.

Very few datasets are publicly made available online for TEL applications.
Thus, it is not possible yet for TEL recommender systems' researchers
to apply and benchmark their algorithms on existing, public datasets.

To this end, the dataTEL Theme Team of the European STELLAR
Network of Excellence (http://www.teleurope.eu/pg/groups/9405/datatel/)
is sponsoring the dataTEL Challenge: a call for TEL datasets that invites
research groups to submit existing datasets from TEL applications
that can be used as input for TEL recommender systems (e.g. ratings, tags, 
bookmarks).


The winner of the dataTEL Challenge will receive a best TEL dataset award.

More about the dataTEL Challenge:
http://adenu.ia.uned.es/workshops/recsystel2010/datatel.htm


SUBMISSIONS

The Workshop accepts a variety of submission types:
* Full papers: 12 pages
* Short papers: 6 pages
* System/service demos: 2 pages
* TEL Data Sets: 2 pages and data set file(s)

Papers should be original and not previously submitted to other venues.

Submission is available through the EasyChair submission system:
http://www.easychair.org/conferences/?conf=recsystel2010

If you haven't an EasyChair account yet, you'll be asked to create it before 
you can access the RecSysTEL'10 page.


Workshop paper formatting should fully comply with the Springer LNCS format.
For detailed instructions: 
http://www.springer.com/computer/lncs?SGWID=0-164-6-793341-0


For TEL Data Set submissions, please refer to the dataTEL Challenge 
instructions:

http://adenu.ia.uned.es/workshops/recsystel2010/datatel.htm


PUBLICATION

Workshop proceedings will be published in a seperate volume.
In addition, authors of best full papers will be invited to submit a revised 
version
of their manuscripts for a Special Issue in a prestigious international 
journal

such as the IEEE Transactions on Learning Technologies.


STEERING COMMITTEE

* Jesus G. Boticario, aDeNu - Spanish National University for Distance 

[UAI] CFP: IEEE Workshop on Spoken Language Technology (SLT 2010)

2010-06-18 Thread Asli Celikyilmaz

IEEE Workshop on Spoken Language Technology (SLT 2010)
December 12-15, 2010
Berkeley, CA
www.slt2010.org

Call for Papers

The Third IEEE Spoken Language Technology (SLT) Workshop will be held
between December 12-15, 2010 in Berkeley, CA. SLT 2010 is co-sponsored
by ACL and ISCA. The goal of this workshop is to allow the language
processing community to share and present recent advances in various
areas of spoken language technology.

*** New at SLT 2010 ***

- Free pre-workshop tutorials.

- Best paper awards (SLT best paper awards and ATT sponsored best
  student paper award) and oral presentation session for awarded
  papers.

- The Spoken Dialog Challenge 2010 (http://www.dialrc.org/sdc) will be
  organized as a special session during SLT 2010.

*** Keynote Speakers ***
 Michael Jordan, U. California, Berkeley
 Chris Manning, Stanford U.
 James W. Pennebaker, U. Texas, Austin

*** Tutorial Speakers ***
 Philip Koehn, U. Edinburgh
 Mike Riley and Cyril Allauzen, Google

*** Important Dates ***
 Paper Submission: July 16, 2010
 Notification: September 1, 2010
 Workshop: December 12-15, 2010

*** For sponsorship opportunities, please visit ***
http://www.slt2010.org/Sponsorship.asp

Workshop Topics:
- Spoken language understanding
- Spoken document summarization
- Machine translation for speech
- Spoken language based systems
- Spoken language generation
- Question answering from speech
- Human/computer interaction
- Educational/healthcare applications
- Speech data mining
- Information extraction
- Spoken document retrieval
- Multimodal processing
- Spoken dialog systems
- Spoken language systems
- Spoken language databases
- Assistive technologies
- Natural Language Processing

Organizing Chairs:
 Dilek Hakkani-Tur, ICSI
 Mari Ostendorf, U. Washington

Technical Chairs:
 Isabel Trancoso, INESC-ID, Portugal
 Tim Paek, Microsoft Research

Area Chairs:
 Julia Hirschberg, Columbia U.
 Hermann Ney, RWTH Aachen
 Andreas Stolcke, SRI/ICSI
 Ye-Yi Wang, Microsoft Research

Finance Chair:
 Gokhan Tur, SRI International

Advisory Board:
 Mazin Gilbert, ATT Labs
 Srinivas Bangalore, ATT Labs
 Giuseppe Riccardi, U. Trento

Demo Chairs:
 Alex Potamianos, Tech. U. of Crete
 Mikko Kurimo, Helsinki U. of Tech.

Publicity Chair:
 Bhuvana Ramabhadran, IBM
 Benoit Favre, U. Le Mans

Panel Chairs:
 Sadaoki Furui, Tokyo Inst. Of Tech.
 Eric Fosler-Lussier, Ohio State U.

Publication Chair:
 Yang Liu, U. Texas, Dallas

Local Organizers:
 Dimitra Vergryi, SRI International
 Murat Akbacak, SRI International
 Sibel Yaman, ICSI
 Arindam Mandal, SRI International

Europe Liaisons:
 Frederic Bechet, U. Avignon
 Philipp Koehn, U. Edinburgh

Asia Liaisons:
 Helen Meng, C. U. Hong Kong
 Gary Geunbae Lee, POSTECH

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[UAI] Registration now open for 3rd GATE training course

2010-06-18 Thread Diana Maynard

The third GATE training course will take place in Montreal, Canada, from
August 30th to September 3rd 2010. This event will follow the format of
the earlier May 2010 course, but with the addition of a new training
track covering linked data and ontologies.

GATE is an open-source text mining framework and a set of free 
multi-lingual text mining components, including named entity 
recognition, information extraction, parsing, ontologies, semantic 
annotation, sentiment analysis, and business intelligence.


GATE has been used successfully both in research and by companies 
working on the next generation knowledge management solutions. It helps 
with extracting knowledge from unstructured content and web data, 
monitoring your competitors, and staying on top of blogs and twitter.


Further details on the material to be covered: 
https://gate.ac.uk/family/training.html


Registration, travel and accommodation: 
https://gate.ac.uk/conferences/montreal-2010/index.html


If you are a researcher using GATE or a company looking to train their 
staff in semantic annotation, you may also be interested in our optional 
certification exam.


We also offer companies a sponsorship package; please contact me for 
details.


We look forward to welcoming you in Montreal!

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[UAI] PAKM Verteiler CfP: OKM2010 Workshop, in conjunction with EKAW2010

2010-06-18 Thread PAKM Verteiler
(Mailing list information, including unsubscription instructions, is located at 
the end of this message.)
__ 

Dear Ladies and Gentlemen, 

please find attached the Call for Papers for the Open Knowledge Models  - 
Workshop (http://www.openmodels.at/web/EKAW2010-OpenKnowledgeModels), which 
will take place in conjunction with the EKAW2010 Conference in Lisbon, Portugal 
from 11th October-15th October 2010. 

Please excuse multiple postings. 

We look forward to receving you contributions. 

Sincerely yours, 
The Workshop Organizaers


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[UAI] 2nd CFP: Privacy and Security issues in Data Mining and Machine Learning

2010-06-18 Thread Christos Dimitrakakis

Apologies for multiple postings:

SECOND CALL FOR PAPERS: PSDML 2010

* Privacy and Security in Data Mining and Machine Learning *

 - With ECML/PKDD 2010 @ Barcelona, Spain, September 24, 2010.
 - Submission deadline: 28 June 2010
 - Info: http://tinyurl.com/psdml-2010

 Introduction 

The aim of this workshop is to bring together scientists and
practitioners who conduct cutting edge research on privacy and
security issues in data mining and machine learning to discuss the
most recent advances in these research areas, identify open problem
domains and research directions, and propose possible solutions.

We invite interdisciplinary research on cryptography, data mining, game
theory, machine learning, privacy, security and statistics. Moreover,
we welcome both mature contributions and interesting preliminary
results and descriptions of open problems on emerging research domains
and applications of privacy and security in data mining and machine
learning.

* Core themes and topics of interest *

The workshop invites original submissions in any of the following core
subjects. For each subject we provide an indicative list of topics of 
interest.


  A. Data privacy and security issues.

1. Privacy-preserving data publishing and anonymity.
2. Privacy-aware data fusion, integration and record linkage.
3. Privacy evaluation techniques and metrics.
4. Auditing and query execution over private data.
5. Privacy-aware access control.

  B. Theoretical aspects of machine learning for security applications.

1. Adversarial classification, learning and hypothesis testing.
2. Learning in unknown and/or partially observable stochastic 
games.

3. Special learning problems in security applications (i.e.
learning with distribution shifts, semi supervised learning, learning
in large datasets).
4. Distributed inference and decision making for security.
5. Game-theoretic topics related to security applications.

  C. Privacy-preserving data mining, machine learning and applications.

1. Emerging research domains in privacy-preserving mining and
learning  (e.g., stream mining, social network analysis, graph
analysis).
2. Application-specific privacy preserving data mining and
machine learning.
3. Knowledge hiding approaches for privacy preserving
learning and mining.
4. Secure multiparty computation and cryptographic approaches.
5. Statistical approaches for privacy preserving data mining.

  D. Security applications of machine learning.

1. Cryptographic applications of machine learning.
2. Intrusion detection and response.
3. Biometric authentication, fraud detection.
4. Statistical analysis and classification of malware.
5. Spam filtering and captchas.

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[UAI] Remembering Marco Ramoni

2010-06-18 Thread Paul Snow
Marco Ramoni died at the age of 47 on Tuesday, June 8th in Boston. He
had been somewhat ill for weeks, but succumbed quickly to heart
failure. He is survived by his widow, Rachel.

Marco's biography is colorful, and long despite those relatively few
years he was with us. After a difficult childhood in Italy, his
academic career took him from his doctoral work at the University of
Pavia to McGill University, to the Open University in Milton Keynes,
and finally to Harvard Medical School. Marco was a philosopher, an
engineer, a software developer, an entrepreneur, a teacher, and in his
spare time, a fiction writer and saxophonist.

Marco was at his best when working in collaboration, at once both
catalyst and source for intellectually productive and socially
satisfying group effort. In his last years, his most visible work
applied Bayes nets to genomics and predictive medicine, in projects he
undertook together with a distinguished roster of co-workers.

Never narrow, Marco also recently attracted media attention for his
part in collaborative work to translate biomedical monitoring displays
into music - perhaps violins for heartbeats, and clarinets for
breaths, and so forth. This is an idea whose initial whimsy is soon
overtaken by an appreciation of its tough-minded engineering
practicality; a signature Marco project.

Marco would have no patience with a note that discussed only work. He
lived large, and in that, too, Marco was best in collaboration. He was
an absurdly generous host, and always a welcome guest.

Whenever death comes at so conspicuously a young age, thoughts of what
might have been are inevitable. We can be consoled by how much Marco
there actually was, even if there ought to have been decades more.

Marco himself gets the last riff, together with his fellow musicians...

http://www.youtube.com/watch?v=mUNa9wzLC2k
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[UAI] 1st CFP: ISWC'10 workshop on Ontology Matching (OM-2010)

2010-06-18 Thread Pavel Shvaiko
Apologies for cross-postings

--
 CALL FOR PAPERS
--


   The Fifth International Workshop on 
ONTOLOGY MATCHING
(OM-2010)
   http://om2010.ontologymatching.org/
November 7 or 8, 2010, ISWC'10 Workshop Program, Shanghai, China 


BRIEF DESCRIPTION AND OBJECTIVES
Ontology matching is a key interoperability enabler for the Semantic Web, 
as well as a useful tactic in some classical data integration tasks. 
It takes the ontologies as input and determines as output an alignment, 
that is, a set of correspondences between the semantically 
related entities of those ontologies. These correspondences can be used 
for various tasks, such as ontology merging and data translation. 
Thus, matching ontologies enables the knowledge and data expressed 
in the matched ontologies to interoperate.

The workshop has two goals: 
1. To bring together leaders from academia, industry and user institutions 
to assess how academic advances are addressing real-world requirements. 
The workshop will strive to improve academic awareness of industrial 
and final user needs, and therefore direct research towards those needs. 
Simultaneously, the workshop will serve to inform industry and user 
representatives about existing research efforts that may meet their 
requirements. The workshop will also investigate how the ontology 
matching technology is going to evolve. 

2. To conduct an extensive and rigorous evaluation of ontology matching 
approaches through the OAEI (Ontology Alignment Evaluation Initiative) 
2010 campaign: http://oaei.ontologymatching.org/2010/. 
The particular focus of this year's OAEI campaign is on real-world 
specific matching tasks involving, e.g., biomedical ontologies and 
linked data. Therefore, the ontology matching evaluation initiative 
itself will provide a solid ground for discussion of how well 
the current approaches are meeting business needs. 


TOPICS of interest include but are not limited to: 
Business and use cases for matching (e.g., open linked data); 
Requirements to matching from specific domains; 
Application of matching techniques in real-world scenarios; 
Formal foundations and frameworks for ontology matching; 
Ontology matching patterns; 
Instance matching; 
Large-scale ontology matching evaluation; 
Performance of matching techniques; 
Matcher selection and self-configuration; 
Uncertainty in ontology matching; 
User involvement (including both technical and organizational aspects); 
Explanations in matching; 
Social and collaborative matching; 
Alignment management; 
Reasoning with alignments; 
Matching for traditional applications (e.g., information integration); 
Matching for dynamic applications (e.g., search, web-services). 


SUBMISSIONS
Contributions to the workshop can be made in terms of technical papers and 
posters/statements of interest addressing different issues of ontology matching 
as well as participating in the OAEI 2010 campaign. Technical papers should 
be not longer than 12 pages using the LNCS Style:
http://www.springeronline.com/sgw/cda/frontpage/0,11855,5-164-2-72376-0,00.html
Posters/statements of interest should not exceed 2 pages and 
should be handled according to the guidelines for technical papers. 
All contributions should be prepared in PDF format and should be submitted 
through the workshop submission site at: 

http://www.easychair.org/conferences/?conf=om20100 

Contributors to the OAEI 2010 campaign have to follow the campaign conditions 
and schedule at http://oaei.ontologymatching.org/2010/. 


*TENTATIVE* IMPORTANT DATES FOR TECHNICAL PAPERS AND POSTERS: 
September 1, 2010: Deadline for the submission of papers. 
September 27, 2010: Deadline for the notification of acceptance/rejection. 
October 12, 2010: Workshop camera ready copy submission. 
November 7 or 8, 2010: OM-2010, Shanghai International Convention Center, 
Shanghai, China


ORGANIZING COMMITTEE
1. Pavel Shvaiko (Main contact)
TasLab, Informatica Trentina SpA, Italy

2. Jérôme Euzenat 
INRIA  LIG, France

3. Fausto Giunchiglia 
University of Trento, Italy

4. Heiner Stuckenschmidt 
University of Mannheim, Germany 

5. Ming Mao 
SAP Labs, USA 

6. Isabel Cruz 
The University of Illinois at Chicago, USA 


PROGRAM COMMITTEE
Paolo Besana, Universite de Rennes 1, France 
Olivier Bodenreider, National Library of Medicine, USA 
Marco Combetto, Informatica Trentina, Italy 
Jérôme David, INRIA  LIG, France 
AnHai Doan, Kosmix, USA 
Alfio Ferrara, Universita degli Studi di Milano, Italy 
Tom Heath, Talis, UK 
Wei Hu, Nanjing University, China 
Ryutaro Ichise, National Institute of Informatics, Japan 
Antoine Isaac, Vrije Universiteit Amsterdam, Netherlands 

[UAI] ICDM 2010 workshop on Biological Data Mining and its Applications in Healthcare

2010-06-18 Thread Li Xiaoli
Dear Colleagues,

We are writing to invite you to submit your papers to the ICDM 2010 
(http://datamining.it.uts.edu.au/icdm10/) workshop on Biological Data Mining 
and its Applications in Healthcare 
(http://www1.i2r.a-star.edu.sg/~xlli/BioDM.html), which will be held in Sydney 
Australia on December 14 2010. ICDM, the IEEE International Conference on Data 
Mining, is one of the premier conferences in the field of Data Mining.

By co-locating with ICDM 2010, we hope the workshop will bring better awareness 
of interesting and challenging biological and medical problems that inspire new 
data mining solutions, and attract the participation of researchers in the 
areas of data mining and machine learning who are interested in the real-world 
applications of data mining in computational biology and healthcare.

1. Introduction

Scientists in biology and healthcare are facing a growing flood of biological 
and clinical data that they need to digest in their research. However, their 
ability to generate large amounts of biological and clinical data may soon 
surpass their capacity to analyze and make sense of the data generated in a 
timely fashion.  As scientists begin to translate their genomic research from 
bench to bedside, meaningful observations and discoveries will have to be drawn 
from diverse data such as DNA microarrays, protein sequences, protein-protein 
interactions, biological pathways, bio-images, electronic medical records, and 
biomedical literature.

Data mining is well positioned to help the biologists and clinicians draw 
meaningful observations and discoveries from the vast array of biomedical data 
that are now available for analysis. However, there are challenges to be 
addressed. For example, the algorithms need to be able to handle a high level 
of noise and incompleteness in the data (e.g. protein interactions have high 
false positive and false negative rates), process computationally intensive 
tasks effectively (e.g. large scale interaction graph mining), address privacy 
issues (e.g. patients medical records), and integrate multiple heterogeneous 
data sources.

The mission of this workshop is to disseminate the latest research challenges, 
results, and practice of novel data mining approaches in biology and 
healthcare. We seek submissions of cross-disciplinary research works using data 
mining and machine learning techniques (data cleansing, data integration, data 
selection, data transformation, knowledge representation, association mining, 
clustering, classification, semi-supervised learning, regression, graph mining, 
text mining, outlier detections, and visualization) to address the challenging 
issues in biological and clinical data analysis. In addition to bioinformatics 
applications for computational biology problems, we also seek submissions that 
describe applications of data mining techniques in healthcare (e.g. disease 
diagnosis  prognostics, drug targets identification, biological markers 
detection, bio-image analysis, disease pathway analysis, and medical data 
mining). We especially welcome submissions that highlight new dat
 a mining problems and algorithms that are inspired by the emerging trend of 
translational research in post-genome computational biology and healthcare.

2. The topics of interest

The topics of interest include (but are not limited to) the following:

Biological and clinical data cleansing, integration and management
Computational evolutionary biology and comparative genomics
Genomic, transcriptomic and proteomic data mining
Biological network mining, pathway discovery and simulation
Disease gene prediction and bio-marker detection
Computational drug discovery
Semantic web and ontologies for biomedical applications
Bio- and medical text mining
Bio- and medical image mining
Machine learning and statistics in healthcare
Privacy-preserving medical data mining


3. Important Dates

July 23, 2010:  Due date for paper submission
September 20, 2010: Notification of paper acceptance
October 11, 2010:   Camera-ready versions of accepted papers
December 14, 2010:  Workshop

4. Submissions

Paper submissions are limited to a maximum of 10 pages in the IEEE 2-column 
format, which is the same as the camera-ready format (see the IEEE Computer 
Society Press Proceedings Author Guidelines). All papers will be reviewed by 
the Program Committee based on technical quality, relevance to data mining, 
originality, significance, and clarity. A double blind reviewing process will 
be adopted. Authors should therefore avoid using identifying information in the 
text of the paper.

You are strongly encouraged to print and double check your PDF file before its 
submission, especially if your paper contains Asian/European language symbols 
(such as Chinese/Korean characters or English letters with European fonts). All 
papers should be submitted through the ICDM Workshop Submission Site