My work investigates the design and analysis
of computer
agents that can make good decisions when
they
interact with other people, and with other computer agents, in domains
such as negotiation, game playing, and education.
I am a participant in the Colored
Trails
project, a general test bed for investigating human-computer
decision-making. My C.V. can be found here.
Office hours: Tuesday 17.00-18.00.
I am looking for motivated
students who are interested in pursuing
graduate studies in the topic of human-computer negotiation (see this
link for a description in Hebrew).
Current Graduate Students:
- Yaniv Mazliah. Coordination between people and computers in
3-player repeated games.
- Mattan Leibovich. Models of Opinion Formation in Social Networks.
- Oriel Uzan. Intelligent agents for guiding students using
pedagogical software.
- Litan Ilany. Wizdom of crowds in Peer Designed Agents
Past Graduate Students:
- Ofra Amir. Activity
Recognition and Information
Visualization in
Pedagogical Software.
Publications:
Book Chapters:
- Michele Joy Gelfand and Ya'akov Gal. (forthcoming). The brave new
negotiating world: Challenges and opportunities. In B. Goldman & D.
Shapiro (Eds.) The psychology of negotiations in the21st Century
Workplace. SIOP Frontiers Book, Routledge.
Journal Papers:
- Ofra Amir, David Rand and Ya'akov Gal. Economic games on the Internet: the effect
of $1 stakes. PLoS ONE.
- Sohan D’souza, Ya’akov Gal, Philippe Pasquier, Sherief
Abdallah, and Iyad Rahwan. Reasoning
about Goal Revelation in Human
Negotiation. IEEE
Transactions on Intelligent Systems.
- Ya'akov Gal, Swapna Reddy, Stuart Shieber, Andee Rubin and
Barbara Grosz. Plan Recognition in
Exploratory Domains. Artificial
Intelligence Journal (AIJ) 176(1):2270--2290, 2012.
- Arlette van Wissen, Ya'akov Gal, Bart Kamphorst, Virginia Dignum.
Human-Agent Team Formation in
Dynamic Environments. Computers
in Human Behavior 28:23-33, 2012.
- Ya'akov Gal, Sarit Kraus, Michele Gelfand, Hilal Khashan,
Elizabeth Salmon. Negotiating with
People across Cultures using an Adaptive Agent. ACM Transactions
on Intelligent Systems and Technology 3(1), Article
8, 2011.
- Ya'akov Gal, Barbara Grosz,
Sarit Kraus, Avi Pfeffer and Stuart
Shieber. Agent Decision-Making in
Open Mixed Networks, Artificial
Intelligence Journal (AIJ) 174(18):1460-1480,
2010.
- Ya'akov Gal and Avi Pfeffer Networks
of Influence Diagrams: Reasoning About
Agents' Beliefs and Decision-Making Processes Journal
of Artificial
Intelligence Research (JAIR) 33:109-147, 2008.
- Meirav Hadad, Sarit Kraus,
Ya'akov Gal and Raz Lin. Temporal
Reasoning for a
Collaborative Planning Agent in a Dynamic Environment, Annals
of Mathematics and Artificial Intelligence 37(4):
331-379, 2003.
Conference Papers:
- Amos Azaria, Zinovi Rabinovich, Sarit Kraus, Claudia V. Goldman. Ya'akov Gal. Strategic Advice Provision in Repeated Human-Agent Interactions. National
Conference on Artificial
Intelligence (AAAI),
Toronto Canada, July 2012.
- Galit
Haim, Ya'akov Gal, Sarit Kraus and Michele J. Gelfand. A Cultural Sensitive Agent for Human-Computer
Negotiation. Tenth
International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), Valencia Spain,
June 2012.
- [pdf] [presentation] [bib]
- Ofra Amir and Ya'akov Gal. Plan Recognition in Virtual Laboratories. International Joint Conference on
Artificial Intelligence (IJCAI). Barcelona, Spain, July
2011.
- Steven de Jong, Daniel Hennes, Ya'akov Gal, Karl
Tuyls. Meta-Strategies in the Colored
Trails Game. Ninth
International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), Taipei,
Taiwan, May 2011.
- Noam Peled, Ya'akov Gal, Sarit Kraus. A Study of Computational and Human
Strategies in Revelation Games. Ninth
International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), Taipei,
Taiwan, May 2011.
- Raz Lin, Sarit Kraus, Yinon
Oshrat and Ya'akov Gal. Facilitating
the
Evaluation of Automated
Negotiators using Peer Designed Agents. National
Conference on Artificial
Intelligence (AAAI),
Atlanta GA, July 2010.
- Ece Kamar, Ya'akov Gal and
Barbara Grosz. Modeling User
Perception
of Interaction
Opportunities for Effective Teamwork. Symposium
on Social Intelligence and Networking. IEEE Conference on
Social
Computing. August 2009,
Vancouver, British Columbia.
- Philip Hendrix, Ya'akov Gal,
Avi Pfeffer. Using Hierarchical
Bayesian Models to Learn
about Reputation. Symposium
on Social Intelligence and Networking. IEEE Conference on
Social
Computing. August 2009,
Vancouver, British Columbia.
- Ece Kamar, Ya'akov Gal and
Barbara Grosz. Incorporating Helpful
Behavior into
Collaborative Planning. Seventh
International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS),
Budapest, Hungary,
May
2009.
- Philip Hendrix, Ya'akov Gal
and Avi Pfeffer. Learning Whom
to Trust:
Using Graphical
Models for Learning about Information Providers. Seventh International
Conference on
Autonomous Agents and Multi-Agent Systems,
(AAMAS)
Budapest,
Hungary, May 2009 (Short Paper).
- Ya'akov Gal, Sohan D'souza,
Philippe Pasquier, Iyad Rahwan and
Sherief Abdallah. The Effects of Goal
Revelation on Computer-Mediated Negotiation. Proceedings
of the Annual Meeting of the
Cognitive Science Society (CogSci),
Amsterdam, the Netherlands, July 2009.
- Swapna Reddy, Ya'akov Gal
and Stuart Shieber. Recognition of
Users' Activities using Constraint Satisfaction. Proceedings of the
Seventeenth
international conference on User Modeling, Adaptation and
Personalization. Trento,
Italy, June 2009.
- Ya'akov Gal, Elif Yamangil,
Andee Rubin, Stuart Shieber and
Barbara J. Grosz.
Towards
Collaborative Intelligent Tutors: Automated Recognition of Users'
Strategies Proceedings
of the Ninth International Conference on Intelligent Tutoring Systems
(ITS),
Montreal, Quebec, June 2008.
- Ya'akov Gal, Barbara J.
Grosz, Avi Pfeffer and Stuart Shieber
The Influence of Task Contexts on the Decision-making of Humans and
Computers Proceedings
of the Sixth International Interdisciplinary Conference on Modeling and
Using Context (CONTEXT),
Roskilde University, Denmark, August 2007.
- Ya'akov Gal and Avi Pfeffer Modeling
Reciprocity in Human Bilateral Negotiation National
Conference on Artificial
Intelligence (AAAI),Vancouver,
British Columbia, July 2007.
- Avi Pfeffer and Ya'akov Gal On
Reasoning Processes in Games National
Conference on Artificial
Intelligence (AAAI),Vancouver,
British Columbia, July 2007.
- Ya'akov Gal and Avi Pfeffer Predicting
People's Bidding Behavior in Negotiation Fifth
International Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS), Hakodate,
Japan, May 2006.
- Shavit Talman, Ya'akov Gal,
Meirav Hadad and Sarit Kraus Adapting
to Agents'
Personalities in
Negotiation Fourth
International Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS), Utrecht,
the Netherlands, July 2005.
- Ya'akov Gal, Avi Pfeffer,
Francesca Marzo, Barbara J. Grosz Learning
Social
Preferences in Games National
Conference on Artificial
Intelligence (AAAI),
San Jose, California, July 2004.
- Francesca Marzo, Ya'akov
Gal, Barbara Grosz and Avi
Pfeffer
Social Preferences
in Relational Contexts IV
Conference in Collective Intentionality.
Siena. Italy, October
2004
- Ya'akov Gal, Avi Pfeffer Reasoning about
Rationality and Beliefs
Third International Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS),
New York, July 2004.
- Ya'akov Gal and Avi Pfeffer A
Language for Modeling Agents'
Decision Making Processes in Games
Second International
Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS),
Melbourne Australia, July 2003. (Best Student Paper
award nominee)
Workshops:
- Galit Haim, Ya'akov Gal, Sarit Kraus and Yael Blumberg, Learning Human Negotiation Behavior Across
Cultures. Second
International Working Conference on Human Factors and Computational
Models in Negotiation. (HuCom @ GDN 2010)
- Ya'akov Gal, Rajesh
Kasturirangen, Avi Pfeffer and
Whitman Richards. How
Tacit Knowledge Guides Action.
Workshop
on Naturally-Inspired Artificial
Intelligence, AAAI 2008 Fall
Symposium Series, Arlington,
VA, November 2008.
- Ya'akov Gal, Barbara Grosz,
Sarit Kraus, Avi Pfeffer and Stuart
Shieber Colored
Trails: a Formalism
for
Investigating Decision-making in Strategic Environments IJCAI 2005 Workshop on
Reasoning,
Representation, and Learning in Computer Games
- Marco Carbone, Ya'akov Gal,
Stuart Shieber and Barbara Grosz Unifying
Annotated
Discourse Hierarchies to
create a Gold Standard Special
Interest Group on Discourse and Dialogue (SIGdial), Cambridge, MA,
May 2004
- Ya'akov Gal and Avi Pfeffer A
Language for Opponent Modeling
in Repeated Games AAMAS03
Game theoretic workshop
- Ya'akov Gal An
HMM Approach to Vowel Restoration in Hebrew
and Arabic ACL
02 Semitic Language Workshop
Doctorate
Thesis
- Ya'akov Gal Reasoning about
Rationality and Beliefs,
Harvard University, June 2006.