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<LI>Sandholm, T. and Lesser, V. 1994. Utility-Based Termination of
Anytime Algorithms. <I>European Conference on Artificial Intelligence
(ECAI-94) Workshop on Decision Theory for DAI Applications,</I>
Amsterdam, The Netherlands, pp. 88-99.

<LI>Sandholm, T. 1994. A New Order Parameter for 3SAT. <I>Twelfth
National Conference on Artificial Intelligence (AAAI-94) Workshop on
Experimental Evaluation of Reasoning and Search Methods,</I> Seattle,
Washington, pp. 57-63.

<LI>Sandholm, T. 1993. An Implementation of the Contract Net Protocol
Based on Marginal Cost Calculations. <I>12th International Workshop on
Distributed Artificial Intelligence (DAI-93),</I> Hidden Valley,
Pennsylvania, pp. 295-308.

</UL>

<H3>Book Chapters</H3>
<UL>

<LI>Sandholm, T. and Crites, R. 1996. On Multiagent Q-Learning in a
Semi-competitive Domain. In LECTURE NOTES IN ARTIFICIAL INTELLIGENCE
1042 of LECTURE NOTES IN COMPUTER SCIENCE,
Springer-Verlag. Pp. 191-205.

<LI>Honkela, T. and Sandholm, T. 1993. Machine Learning. In the
<I>Finnish Encyclopedia of Artificial Intelligence</I>, Eero Hyvonen
(ed.). Pp. 244-255.

<LI>Sandholm, T. 1991. Solving the 1-Dimensional Fractal Inverse
Problem with a Genetic Algorithm. In <I>Genetic Algorithms</I>, Jarmo
T. Alander (ed.). Publications of the Helsinki University of
Technology. Pp. 126-132.

</UL>

<H3>Editor in Book</H3>
<UL>

<LI>Aho, J., Arppe, A., Henrikson, M., Hintsa, J., Hypponen, A., Jouppi, J
., Linnanen, L., Luhtala, M., Laara, M., Matero, S., Pankakoski, J.,
 Pulli, V., Rahikainen, S., Sandholm, T. (eds.). 1991. <I>The
Innovative Enterprise.</I> Prodeko Publications, Espoo, Finland.


</UL>
<H3>Technical Reports</H3>
<UL> 

<LI>Sandholm. T., Brodley, C., Vidovic, A. and Sandholm, M. 1996. <!WA15><a
href="ftp://ftp.cs.umass.edu/pub/lesser/sandholm-aaai96ss.ps">Comparison
of Regression Methods, Symbolic Induction Methods and Neural Networks
in Morbidity Diagnosis and Mortality Prediction in Equine
Gastrointestinal Colic.</a> AAAI Technical Report. To appear.

<LI>Sandholm, T. and Lesser, V. 1995. <!WA16><a
href="ftp://ftp.cs.umass.edu/pub/techrept/techreport/1995/UM-CS-1995-072.ps">Advantages
of a Leveled Commitment Contracting Protocol.</a> Extended
version. University of Massachusetts at Amherst, Computer Science
Technical Report TR 95-72.

<LI>Sandholm, T. and Lesser, V. 1995. <!WA17><a
href="ftp://ftp.cs.umass.edu/pub/techrept/techreport/1995/UM-CS-1995-071.ps">Coalition
Formation among Bounded Rational Agents.</a> Extended
version. University of Massachusetts at Amherst, Computer Science
Technical Report TR 95-71.

<LI>Berkman, N. and Sandholm, T. 1995. <!WA18><a
href="ftp://ftp.cs.umass.edu/pub/techrept/techreport/1995/UM-CS-1995-020.ps">What
should be minimized in a decision tree: A re-examination.</a>
University of Massachusetts at Amherst, Computer Science Technical
Report TR 95-20.

<LI>Sandholm, T. and Lesser, V. 1994. <!WA19><a
href="ftp://ftp.cs.umass.edu/pub/techrept/techreport/1994/UM-CS-1994-054.ps">Utility-Based
Termination of Anytime Algorithms.</a> Extended version. University of
Massachusetts at Amherst, Computer Science Technical Report TR 94-54.

<LI>Sandholm, T. and Lesser, V. 1994. An Exchange Protocol without
Enforcement. Extended version. University of Massachusetts at Amherst,
Computer Science Technical Report TR 94-44.

<LI>Sandholm, T. 1991. Automatic Cooperation of Dispatch Centers in
Vehicle Routing. Research Report No. J-9, Laboratory for Information
Processing, Technical Research Centre of Finland.

</UL>
<H3>Technical Reports in Preparation</H3>
<UL> 

<LI>Sandholm, T. and Lesser, V. 1996. Issues in Extending the Contract
Net Framework for Self-interested Resource-bounded Reasoning
Agents. Extended version. University of Massachusetts at Amherst,
Computer Science Technical Report. In preparation.

<LI>Sandholm, T. 1996. TRACONET: An Implementation of the Contract Net
Protocol Based on Marginal Cost Calculations. Extended
version. University of Massachusetts at Amherst, Computer Science
Technical Report. In preparation.

</UL> 
<H3>Invited Technical Presentations</H3>
<UL>

<LI>Sandholm, T. 1994. Automatic Cooperation of Area-Distributed
Dispatch Centers in Vehicle Routing. At the Organization for Economic
Cooperation and Development (OECD) Scientific Expert Group TT6 meeting
on Advanced Logistics and Information Technology in Freight Transport,
Washington, D.C., February 1994.

<LI>Sandholm, T. 1992. Computerizing Negotiations among Freight
Carrier Companies. At the Information Technology and Logistics
seminar. Helsinki University of Technology.

</UL>

<H3>Other Publications</H3>
<UL>

<LI>Sandholm, T. 1996. <!WA20><a href="http://www.cs.wustl.edu/~sandholm/dissertation.ps">Negotiation among
Self-Interested Computationally Limited Agents.</a>
Ph.D. Dissertation.  University of Massachusetts at Amherst,
Department of Computer Science. 300 pages.

<LI>Sandholm, T. 1996. A Ph.D. Dissertation Proposal for the Study of
Negotiation among Self-Interested Computationally Limited
Agents. University of Massachusetts at Amherst, Department of Computer
Science. 119 pages.

<LI>Sandholm, T. 1994. A New Order Parameter for 3SAT / Utility-Based
Termination of Anytime Algorithms. (2 separate papers). M.S. Thesis,
University of Massachusetts at Amherst, Computer Science Department.

<LI>Sandholm, T. 1992. Introduction to the Logistics
Workshop. <I>Finnish Artificial Intelligence Conference (STeP-92), New
Directions in Artificial Intelligence,</I> Espoo, Finland. Vol. 3,
pp. 147-148.

<LI>Sandholm, T. 1991. Automatic Cooperation of Dispatch Centers in
Vehicle Routing. M.S. Thesis, Helsinki University of Technology,
Industrial Engineering and Management Science, pp. 69+12.

</UL>

<hr>

<H2>Courses Taught</H2> 
<UL>

<LI><!WA21><a href="http://www.cec.wustl.edu/~cs516">Computer Science 516A:
Multiagent Systems,</a> Fall 1996, Washington University, Department
of Computer Science.

<LI>Computer Science 187: Programming with Data Structures, Fall 1995,
University of Massachusetts at Amherst, Department of Computer
Science.  Gave all lectures to a 40 student section as a Teaching
Associate.  Professor in charge: Paul Utgoff.

</UL>

<hr>

<H2>Academic Awards and Scholarships</H2>
<UL>

<LI>University of Massachusetts at Amherst Graduate School Fellowship
1994-95.

<LI>Dean of the Helsinki University of Technology Award 1992 for quick
earning of the M.S. (3 years and 4 months out of an average of 6
years, B.S. included).

<LI>Finnish Science Academy Award 1992.

<LI>The Innovative Applications of Artificial Intelligence Conference
1995: VTT Information's EPO transportation optimization system (the
designing and building of which I participated in) was chosen one of
the year's 17 most innovative AI applications internationally.

<LI>Finnish Culture Foundation Award 1991.

<LI>Finnish Culture Foundation Rank Xerox Fund Award 1995.

<LI>Information Technology Research Foundation Award 1993.

<LI>Transportation Economic Society Award 1992.

<LI>Leo and Regina Wainstein Foundation Award 1993.

<LI>Jenny and Antti Wihuri Foundation Award 1993.

<LI>Honkanen Foundation Medal and Scholarship 1994.

<LI>Ella and George Ehrnrooth Foundation Award 1994.

<LI>Thanks to Scandinavia Foundation scholarship 1991.

<LI>National Teachers of Mathematical Studies Association <I>Pro
Scientia</I> Medal 1987.

<LI> National Conference on Artificial Intelligence (AAAI-96) Student
Author Scholarship.

<LI>Second International Conference on Multiagent Systems (ICMAS-96)
Student Author Scholarship (not accepted).

<LI>First International Conference on Multiagent Systems (ICMAS-95)
Student Author Scholarship.

<LI>International Joint Conference on Artificial Intelligence
(IJCAI-95) Student Author Scholarship.

<LI>AAAI 1996 Spring Symposium: Artificial Intelligence in Medicine,
Student Author Scholarship.

<LI>Engineering Foundation Student Paper Award for the International
Conference on Artificial Intelligence Applications in Transportation
Engineering 1992.

<LI>Technical Research Centre of Finland Exchange Researcher
Scholarship 1992.

</UL>
<hr>

<H2>Professional Service</H2>
<UL>
<LI>Program Committee Member, National Conference on Artificial
Intelligence (AAAI-97).

<LI>Program Committee Member, National Conference on Artificial
Intelligence (AAAI-96).

<LI>Program Committee Member, First International Conference on
Autonomous Agents (Agents-97).

<LI>Program Committee Member, International Workshop on Cooperative
Information Agents: DAI Meets Database Systems (CIA-97).

<LI>Program Committee Member, Scandinavian Conference on Artificial
Intelligence (SCAI-97).

<LI>Referee: Artificial Intelligence (Journal), 1995.

<LI>Referee: Journal of Artificial Intelligence Research (JAIR), 1996.

<LI>Referee: IEEE Expert (Journal), 1994.

<LI>Referee: Computational Intelligence (Journal), 1996.

<LI>Referee: Artificial Intelligence (Journal) Special Issue on
Principles of Multiagent Systems, 1996.

<LI>Referee: IEEE Transactions on Data and Knowledge Engineering
(Journal), 1996.

<LI>Referee: Journal of Experimental and Theoretical Artificial
Intelligence (JETAI), 1996.

<LI>Referee: International Joint Conference on Artificial
Intelligence (IJCAI-97). 

<LI>Referee: International Joint Conference on Artificial
Intelligence (IJCAI-95). 

<LI>Referee: First International Conference on Multiagent Systems (ICMAS-95).

<LI>Referee: International Conference on Machine Learning (ICML-96).

<LI>Referee: International Joint Conference on Artificial
Intelligence (IJCAI-95) Workshop on Adaptation and Learning in Multiagent Systems.

<LI>Referee: European Conference on Artificial Intelligence Workshop
on Learning in DAI Systems, 1996.

<LI>Referee: AAAI Spring Symposium Series: Adaptation, Coevolution
and Learning in Multiagent Systems, 1996.

<LI>Chairman: National Conference on Artificial Intelligence
(AAAI-96), Session on Constraint Satisfaction: Stochastic Search.

<LI>Chairman and Referee: AI and Logistics Workshop at the Biannual
Finnish Artificial Intelligence Conference 1992.

<LI>Member: American Association for Artificial Intelligence,
Association for Computing Machinery, European Society for Artificial
Neural Networks, Finnish Artificial Intelligence Research Society.

<LI>Participated in the production of the <I>Computer English</I>
education video (1985) used in Finland to teach computer literacy in
English at the Bachelor of Science level.

</UL>

<hr>
<H2>Languages</H2>
<UL>

<LI>English

<LI>Finnish

<LI>Swedish

<LI>German

</UL>
<hr>
<!WA22><A HREF="http://dis.cs.umass.edu/~sandholm/hobbies.html"><!WA23><IMG SRC="http://www.cs.wustl.edu/~sandholm/shark1.small.gif">  Hobbies</A>
<hr>
<address> [e-mail]</address>
<ADDRESS>Last update 9/8/96</ADDRESS>