Twenty-First International Conference onCase-Based Reasoning (ICCBR 2013)

Conference Program

Table of Contents

Welcome to ICCBR 2013 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2Organization Committee . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3Program Committee . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4Program at a Glance . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5Industry Day Program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6Doctoral Consortium Program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7EXPPORT Workshop . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8CBR in Social Web Applications Workshop . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9Invited Talk: Igor Jurisica . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10Invited Talk: Ashok K. Goel . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11Main Technical Program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12Venue Map . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14Recommended Restaurants . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16Sponsors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17

Welcome to ICCBR 2013

Welcome to the twenty-first International Conference on Case-Based Reasoning (ICCBR), organized in cooperationwith AAAI. ICCBR is the premier international meeting on research and applications in Case-Based Reasoning (CBR).The conference series steadily expands the frontiers of CBR as a scientific field. Each conference reflects in keynoteaddresses on the progress of the field and its connections with related areas, discusses topical problems in a setof workshops, presents industrial solutions, and holds a doctoral consortium to encourage the progress of youngresearchers.

The CBR community welcomes new members and encourages you to join it. ICCBR is the annual meeting of theCBR community and the leading conference on this topic. Started in 1993 as the European Conference on CBR and1995 as ICCBR the two conferences alternated biennially until their merger in 2010.

In addition to the main technical track, the ICCBR 2013 conference will feature the following events.

The 5th CBR Doctoral Consortium (DC), which has the following objectives: (1) To provide a supportivesetting for feedback on students’ current research and guidance on future research directions, (2) To offer each studentcomments and fresh perspectives on their work from faculty and students outside their own institution, and (3) Topromote the development of a supportive community of scholars and a spirit of collaborative research.

The Industry Day at ICCBR 2013, sponsored by General Electric, and hosted at their Saratoga Springs campus,provides an opportunity for both industry and academic application developers to showcase their work in 20-30 minutehigh-quality presentations, without the need to write a paper. This event takes place on one day and is an excellentway for industry members to interact with students and academic researchers.

The ICCBR 2013 workshops, which provide an informal setting in which participants have the opportunity tomeet and discuss topics with a selected CBR focus in an environment that encourages the exchange of ideas.

We hope you enjoy ICCBR 2013!

Social Media

We would like to invite ICCBR participants to make use of social media while attending ICCBR, and to keep in touchwith the community even after the conference. Please share your scientific or social comments and pictures via:

– Twitter: use the hashtag #ICCBR– Facebook: https://www.facebook.com/ICCBR

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Organization Committee

Program Chairs:

Sarah-Jane Delany, Dublin Institute of Technology, Ireland.Santiago Ontanon, Drexel University, USA.

Local Chair:

William E. Cheetham, CDPHP, USA.

Local Organization Team:

Aisha Yousuf, General Electric, USA.Bouchra Bouqata, General Electric, USA.Justin McHugh, General Electric, USA.

Sponsorship Chair:

David Aha, Naval Research Laboratory, USA.

Industry Day Chairs:

William E. Cheetham, CDPHP, USA.Frode Sørmo, Verdande Technology, Norway.

Workshops Chairs:

Michael Floyd, Carleton University, Canada.Jonathan Rubin, Palo Alto Researh Center, USA.

Doctoral Consortium Chairs:

Thomas Roth-Berghofer, University of West London, UK.Rosina Weber, Drexel University, USA.

Computer Cooking Contest Chair:

Michel Manago, Kiolis, France.

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Program Committee

David W. Aha (Naval Research Laboratory, USA)Klaus-Dieter Althoff (DFKI / University of Hildesheim, Germany)Kevin Ashley (University of Pittsburgh, USA)Ralph Bergmann (University of Trier, Germany)Isabelle Bichindaritz (State University of New York at Oswego, USA)Derek Bridge (University College Cork, Ireland)William Cheetham (CDPHP, USA)Amelie Cordier (LIRIS, France)Susan Craw (The Robert Gordon University, United Kingdom)Sarah Jane Delany (Dublin Institute of Technology, Ireland)Belen Diaz-Agudo (Universidad Complutense de Madrid, Spain)Michael Floyd (Carleton University, Canada)Ashok Goel (Georgia Institute of Technology, USA)Mehmet H. Goker (Salesforce, USA)Pedro Gonzalez Calero (Complutense University of Madrid, Spain)Luc Lamontagne (Laval University, Canada)David Leake (Indiana University, USA)Jean Lieber (LORIA - INRIA Lorraine, France)Ramon Lopez De Mantaras (IIIA - CSIC, Spain)Cindy Marling (Ohio University, USA)Lorraine McGinty (University College Dublin, Ireland)David McSherry (University of Ulster, United Kingdom)Manish Mehta (Accenture Technology Labs, USA)Stefania Montani (University Piemonte Orientale “A. Avogadro”, Italy)Hector Munoz-Avila (Lehigh University, USA)Santiago Ontanon (Drexel University, USA)Miltos Petridis (CEM, Brighton University, United Kingdom)Enric Plaza (IIIA - CSIC, Spain)Luigi Portinale (Universita’ Piemonte Orientale “A. Avogadro”, Italy)Ashwin Ram (PARC, USA)Juan Recio-Garcia (Complutense University of Madrid, Spain)Thomas Roth-Berghofer (University of West London, United Kingdom)Jonathan Rubin (University of Auckland, New Zealand)Antonio Sanchez-Ruiz (Complutense University of Madrid, Spain)Barry Smyth (University College Dublin, Ireland)Armin Stahl (Insiders Technologies GmbH, Germany)Ian Watson (University of Auckland, New Zealand)Rosina Weber (Drexel University, USA)David Wilson (University of North Carolina at Charlotte, USA)Nirmalie Wiratunga (The Robert Gordon University, United Kingdom)

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Program at a Glance

Industry Dayat GE

Lunch LunchLunch

andPC Meeting

8:00 - 9:00

Gala DinnerReception at Horseracing Museum

Bus to Museum

Bus to Saratoga HiltonPaper Session 3

Retrieval

CommunityMeeting

Coffee Breakand

Posters

Paper Session 6Games

Paper Session 5Paper Session 2Maintenance

Paper Session 4MAS

Paper Session 1Adaptation

Coffee BreakWalking Tour of Saratoga Springs

Coffee BreakTour of GE

Invited TalkAshok K. Goel

Invited TalkIgor Jurisica

Bus to GE Open & Welcome Special Report

Workshops at Saratoga Hilton

Registration at the Saratoga Hilton

July 11th(Thursday)

July 10th(Wednesday)

July 9th(Tuesday)

July 8th(Monday)

July 7th(Sunday)

9:00 - 10:00

13:00 - 14:00

20:00 - 21:00

19:00 - 20:00

18:00 - 19:00

17:00 - 18:00

16:00 - 17:00

15:00 - 16:00

14:00 - 15:00

12:00 - 13:00

11:00 - 12:00

10:00 - 11:00

Bus to Saratoga Hilton21:00 - 22:00

Coffee Break

DC

Lunch

Doctoral Consortium

at GE

Notes:

– Industry Day will be held at the GE Global Research campus.– Doctoral Consortium will be held at the GE Global Research campus.– Workshops, Computer Cooking Contest and Main ICCBR technical sessions will be held at the Saratoga Hilton

hotel:• EXPPORT Workshop will be held in the “Broadway 1” room.• CBR in Social Web Applications Workshop will be held in the “Broadway 3” room.• The main technical track will be held in the “Saratoga 3” room.

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Industry Day Program (Monday, July 8th)

8:00 - 9:00

10:30 - 11:15

9:00 - 10:00

Access control to GE

Registration at the Saratoga Hilton (lobby), full breakfast served in "gallery"

Lunch

Tour of GE Global Research

Board Bus from Saratoga Hilton to GE Global Research (meet in lobby of Saratoga Hilton)

11:15 - 12:10

10:00 - 10:30

Session 1:• "From Lazy Learning (Instance-based Reasoning) to Lazy Meta-Learning: The evolution of

data-driven models" Piero Bonissone, General Electric• "Why Today is Different than Yesterday: Success Factors for CBR in Industry", Ralph

Traphoner, Empolis• "Scientific Entrepreneurship: A Personal Case-Based Account'', Barry Smyth, University

College Dublin• "Improving Fault Isolation Manual Authoring with CBR", Mark Langley, CaseBank

Technologies Inc.• "Augmented Social Cognition for Consumer Health & Wellness" Ashwin Ram, PARC

2:45 - 3:00

12:15 - 2:45

Welcome

3:00 - 5:00

Session 2:• "Smart Reading Protocol - a hanging protocol learning and inference system for PACS",

Tianyi Wang, General Electric• "CBR enhancement using sequence mining: a case study", Bouchra Bouqata, General

Electric• "From blowouts to cardiac arrest: Taking CBR from an application to a platform", Frode

Sörmo, Verdande Technology• "Structure Mapping for Medical Question Answering" Bill Murdock, IBM

Break

12:10

9:30 Board Bus to the Saratoga Hilton

6:30

6:00 - 6:30

Board Bus to the Saratoga Hilton

7:00 - 9:00 ICCBR 2013 Reception

Board Bus to the National Horseracing Museum (walking is possible)

5:15 - 6:00

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Doctoral Consortium Program (Monday, July 8th)

9:00 - 10:00

Registration at the Saratoga Hilton (lobby), full breakfast served in "gallery"8:00 - 9:00

Board Bus from Saratoga Hilton to GE Global Research (meet in lobby of Saratoga Hilton)

16:30 - 16:45 Feedback on the ICCBR 2013 DC (Rosina Weber)

15:15 - 16:30

Session 4:• "Workflow Extraction from Textual Process Descriptions" Pol Schumacher (Mentor:

Stefania Montani)• "A Case-Based Reasoning Approach to Text Generation" Josep Valls-Vargas (Mentor: Luc

Lamontagne)• "Towards an Artificial Teammate for Supporting and Conducting Arguments with Analogies

and Cases in Biologically Inspired Design" Bryan Wiltgen (Mentor: Cindy Marling)

Coffee Break14:45 - 15:15

12:00 - 13:15

Session 3:• "Using Ensembles of Adaptations for Case-Based Reasoning" Vahid Jalali (Mentor Béatrice

Fuchs)• Recommending Research Profiles for Multidisciplinary Academic Collaboration" Sidath

Gunawardena (Mentor: Hector Muñoz-Avila)• Career Reflections #2: Barry Smyth

Session 1:• Welcome, Goals and Agenda (Thomas Roth-Berghofer) • Brief Meeting/Greeting among Students and Mentors

Lunch

13:15 - 13:30 Break

11:00 - 12:00

13:30 - 14:45

Session 2:• "Preference-Based Case Based Reasoning" Amira Abdel-Aziz (Mentor: Enric Plaza)• "Case-Based Learning of Ontology-Based Goal-Driven Autonomy Knowledge" Dustin

Dannenhauer (On-site Mentor: David Aha, Off-site Mentor: Michael T. Cox)• Career Reflections #1: Mirjam Minor

10:15 - 10:30

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EXPPORT Workshop (Tuesday, July 9th). Room: Broadway 1

Concluding Remarks12:10 - 12:20

9:10 - 10:30

8:00 - 9:00

10:30 - 11:00

9:00 - 9:10

Session 1• "Process Mining and Case-Based Retrieval for Assessing the Quality of Medical Processes"

Montani et al.• "A Pipes-and-Filters Framework for the Extraction of Workflow Cases from Text"

Schumacher, Minor, and Schulte-Zurhausen • "A Case Based Reasoning Approach to Business Workflow Modelling Based on Formal

Temporal Theory" Kapetanakis, Petridis, and Knight• "Collecting Fine-Grained Use Traces in Any Application Without Modifying It" Ginon,

Champlin, and Jean-Daubias

Registration at the Saratoga Hilton (lobby), light breakfast served in "Broadway 2"

Open and Welcome

11:00 - 12:10

Session 2• "Building a Trace-Based System for Real-Time Strategy Game Traces" Wender, Cordier,

and Watson.• "Toward Addressing Noise and Redundancies for Cases Captured from Traces and

Provenance" Leake, and Kendall-Morwick• "Protein Structure Retrieval Using Preference-Based CBR" Abdel-Aziz, Strickert, Fober,

and Hullermeier• "Medical Literature Mining for Case-Based Reasoning" Bichindaritz

Coffee Break ("Broadway 2")

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Case-based Reasoning in Social Web Applications Workshop (Tuesday, July 9th).Room: Broadway 3

Session 2• "Mining Experiential Product Cases" Ruihai Dong, Markus Schaal, Michael P.

O’Mahony, and Barry Smyth.• "Model-based Classification of Unstructured Data Sources" Kerstin Bach and Klaus-Dieter

Althoff• Invited Talk: "Collaboration over the web and experience sharing: what challenges?" Amelie

Cordier

9:10 - 10:30

Coffee Break ("Broadway 2")

9:00 - 9:10

8:00 - 9:00

Open and Welcome

Session 1• Invited Talk: "The Arguments of the Crowd" Enric Plaza• "Question Routing in Collaborative Question Answering Systems" Nishaanth

Shanmughasundaram and Sutanu Chakraborti • "Feedback on group recommendations" Lara Quijano-Sánchez, and Derek Bridge

Registration at the Saratoga Hilton (lobby), light breakfast served in "Broadway 2"

10:30 - 11:00

11:00 - 12:20

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Invited Talk: Scaling up Case-Based Reasoning for “Big Data” Applications

Igor Jurisica

Many industrial and scientific domains require analysis of and reasoning with heterogeneous ”big data”. In addition,most application areas are often characterized by many unknowns, incomplete theories, and rapid evolution. In decisionmaking, reasoning is often based on experience, rather than on general knowledge - making case-based reasoning anideal approach for knowledge management.

For example, protein crystallization is a major bottleneck in high-throughput structure determination, partially dueto many parameters affecting the crystallization outcome, and the unknown correlations between the parameter andthe propensity for a given protein to crystallize. Optimization planning in this domain requires integrated system thatcombines data mining, image analysis and case-based reasoning. Scaling up to realistic size of the problem required touse World Community Grid to process 120 million crystallization images and calculate 14,908 morphological featuresfor each image (precipitation index). The main task is to use this vector to classify each image into one of the ten classes,and based on similarity of the precipitation index to identify protein similarity and plan crystallization optimizationstrategy.

Similar performance challenges had to be solved in a software engineering domain. As above, grid computinghas been used to improve performance of applications and systems, but scheduling is critical for performance. Theproblem is NP-complete and many scheduling heuristics have been proposed; however, no single heuristic performswell under all scenarios. Our approach optimizes performance by dynamically selecting the best heuristics. We achievethis by building a simulation model to compare performance of multiple scheduling heuristics using variable tasks,machines, and cost models, and estimating run times using case-based reasoning. System performance was evaluatedon scheduling functional regression tests for IBM DB2 Universal Database products, which ensures that a new versionof a product functions as designed. For each version of DB2 UDB, more than 50,000 jobs are tested in a grid thatcomprises about 300 machines with different configurations. The performance of scheduling in such a large system isnon trivial. Experimental results showed that selecting heuristics dynamically improves performance by 3%–30%.

These quite different examples share many essential features, such as a rich representation language that combinessemantic abstractions of classification, integrity constraints with temporal and spatial representation, incrementalquery relaxation and anytime retrieval algorithm, improved performance with data base management systems anddata mining, and improved accuracy with an ensemble of classifiers.

Bio:

Igor Jurisica, Tier I Canada Research Chair in Integrative Cancer Informatics, is a Senior Scientist at the OntarioCancer Institute, Professor in the Departments of Computer Science and Medical Biophysics at University of Torontoand Visiting Scientist at IBM’s Centre for Advanced Studies. He is also an Adjunct Professor at School of Computing,Queen’s University and Graduate Program in Computer Science, York University.

His research focuses on integrative computational biology and the representation, analysis and visualization of high-dimensional data from high-throughput biology experiments cancer informatics context. Interests include comparativeanalysis for mining different integrated data sets (e.g., protein-protein interactions, diverse cancer profiling data, andhigh-throughput screens for protein crystallization). http://www.cs.toronto.edu/ juris/

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Invited Talk: Biologically Inspired Design: Viewing Nature as a Library of DesignCases

Ashok K. Goel

I propose biologically inspired design as a new challenge for research on case-based reasoning. Biologically inspireddesign is a growing movement in modern design that espouses the use of nature as a library of design cases in supportof designing technological systems and processes. The design paradigm is pulled in part by the growing need forenvironmentally sustainable development and pushed partly by the desire for creativity and innovation in design. Thedesign of windmill turbine blades mimicking the design of tubercles on the pectoral flippers of humpback whales isone recent example of biologically inspired design.

In this talk, I will sketch how case-based reasoning is all over biologically inspired design. I will outline recent researchon computational methods and tools for biologically inspired design that directly relates to some of main themes ofresearch on case-based reasoning such as case libraries and case representation, case indexing and retrieval, case-basedproblem solving and learning, textual and multimodal case-based reasoning, and distributed and collaborative case-based reasoning. Biologically inspired design not only offers a new challenge for research on case-based reasoning, butalso an opportunity for contributing to the development of computational sustainability.

Bio:

Ashok K. Goel is a Professor of Computer and Cognitive Science in the School of Interactive Computing at GeorgiaInstitute of Technology in Atlanta, USA. He is Director of the School’s Design and Intelligence Laboratory, and aCo-Director of the Institute’s Center for Biologically Inspired Design. He serves on the Boards of Biomimicry 3.8Institute and BioInspired! digital magazine. Born and brought up in India, Ashok immigrated to the U.S. for graduatestudies and obtained a Ph.D. in Computer and Information Science from The Ohio State University. For more thana quarter century, he has been conducting research into artificial intelligence, cognitive science and human-centeredcomputing, with a focus on computational design and creativity. His research posits analogical thinking, systemsthinking, visual thinking, and meta-thinking as fundamental processes of design and creativity. He developed someof the first computational theories of analogical design: KRITIK in 1989 and IDEAL in 1994. He developed theStructure-Behavior-Function method and language for modeling physical systems in the early 1990s, and the Task-Method-Knowledge method and language for modeling intelligent agents in the mid 1990s.

Ashok’s current research explores analogical reasoning in biologically inspired design, visual reasoning on intelli-gence tests, and meta-reasoning in game-playing agents. In related research, he uses theories of systems thinking forsupporting learning about ecological systems in middle school science and biological systems in college-level educationin biologically inspired design. Ashok started studying biologically inspired design several years back in part becauseof its potential for impact on environmental sustainability. His recent TEDx talk summarizes some of his researchon biologically inspired design. An interactive tool called DANE for supporting some aspects of biologically inspireddesign developed by his laboratory is available at http://dilab.cc.gatech.edu/dane/

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Main Technical Program (Wednesday, July 10th). Room: Saratoga 3

11:00 - 12:15

8:00 - 9:00

12:15 - 13:45

10:30 - 11:00

9:00 - 9:30

Session 1: Adaptation• "Learning-based adaptation for personalized mobility assistance" Cristina Urdiales, Manuel

Fernández-Carmona, Jose Manuel Peula and Francisco Sandoval• "Preference-based CBR: A Search-based Problem Solving Framework" Amira Abdel-Aziz,

Weiwei Cheng, Marc Strickert and Eyke Huellermeier • "Extending Case Adaptation with Ensembles of Rules" Vahid Jalali and David Leake

Coffee Break ("Saratoga 2")

Registration at the Saratoga Hilton (lobby), light breakfast served in "Saratoga 2"

Invited Talk: Igor Jurisica"Scaling up Case-Based Reasoning for "Big Data" Applications"

Open and Welcome

15:00 - 16:30

Coffee Break and Posters ("Saratoga 2"):• "User Perceptions of Relevance and its Effect On Retrieval in a Smart Textile Archive" Ben

Horsburgh, Susan Craw, Dorothy Williams, Simon Burnett, Katie Morrison and Suzanne Martin.

• "Leveraging Historical Experience to Evaluate and Adapt Courses of Action" Alice Mulvehill, Fusun Yaman and Brett Benyo

• "Mining and retrieving medical processes to assess the quality of care" Stefania Montani, Giorgio Leonardi, Silvana Quaglini, Anna Cavallini and Giuseppe Micieli

• "On Deriving Adaptation Rule Confidence from the Rule Generation Process" Vahid Jalali and David Leake

• "Should Term-Relatedness be Used in Text Representation?" Sadiq Sani, Nirmalie Wiratunga, Stewart Massie and Robert Lothian

• "Learning User Preferences in a Conversational System" Ian Beaver and Joe Dumoulin• "Similarity Measures to Compare Episodes in Modeled Traces" Raafat Zarka, Amélie

Cordier, Elöd Egyed-Zsigmond, Luc Lamontagne and Alain Mille• "The COLIBRI open platform for the reproducibility of CBR applications" Juan Recio-

Garcia, Belen Diaz-Agudo and Pedro Antonio Gonzalez-Calero• "Mining Features and Sentiment from Review Experiences" Ruihai Dong, Markus Schaal,

Michael O'Mahony, Kevin Mccarthy and Barry Smyth

13:45 - 15:00

Session 2: Maintenance and Knowledge Management• "Case-based reasoning on e-community knowledge" Emmanuelle Gaillard, Jean Lieber,

Yannick Naudet and Emmanuel Nauer• "On the Plan-library Maintenance Problem in a Case-based Planner" Alfonso Emilio

Gerevini, Anna Roubickova, Alessandro Saetti and Ivan Serina• "A Multi-Objective Evolutionary Algorithm Fitness Function for Case-Base Maintenance"

Eduardo Lupiani, Susan Craw, Stewart Massie, Jose M. Juarez and Jose Palma

Lunch

9:30 - 10:30

16:30 - 18:10

Session 3: Retrieval and Similarity• "iCaseViz : Learning Case Similarities through Interaction with a Case Base Visualizer"

Debarun Kar, Anand Kumar, Sutanu Chakraborti and Balaraman Ravindran• "Refinement-based Similarity Measure over DL Conjunctive Queries" Antonio Sanchez-

Ruiz, Santiago Ontañón, Pedro González Calero and Enric Plaza• "Learning Feature Weights from Positive Cases" Sidath Gunawardena, Rosina Weber and

Julia Stoyanovich• "Biological Solutions for Engineering Problems: A Study in Cross-Domain Textual Case-

Based Reasoning" Swaroop Vattam and Ashok Goel

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Main Technical Program (Thursday, July 11th). Room: Saratoga 3

Community Meeting15:50 - 17:00

Session 6: Games• "Case-based Goal Selection Inspired by IBM's Watson" Dustin Dannenhauer and Héctor

Muñoz-Avila• "Case-Based Learning of Applicability Conditions for Stochastic Explanations" Giulio

Finestrali and Héctor Muñoz-Avila

15:00 - 15:50

11:00 - 12:15

8:00 - 9:00

12:15 - 13:45

10:30 - 11:00

9:00 - 9:30

Session 4: Multiagent Systems• "Case-Based Goal-Driven Coordination of Multiple Learning Agents" Ulit Jaidee, Hector

Munoz-Avila and David W. Aha• "Multi-Agent, Multi-Case-Based Reasoning" Susan Epstein, Xi Yun and Lei Xie• "An Agent Based Framework for Multiple, Heterogeneous Case Based Reasoning" Elena

Irena Teodorescu and Miltos Petridis

Coffee Break ("Saratoga 3")

Registration at the Saratoga Hilton (lobby), light breakfast served in "Saratoga 3"

Invited Talk: Ashok K. Goel"Biologically Inspired Design: Viewing Nature as a Library of Design Cases"

"Special Report on Reproducibility" David Aha, Odd Erik Gundersen

14:35 - 15:00 Coffee Break ("Saratoga 3")

13:45 - 14:35

Session 5: Recommender Systems• "Opinionated Product Recommendation" Ruihai Dong, Markus Schaal, Michael

O'Mahony, Kevin Mccarthy and Barry Smyth• "Recommending Audio Mastering Workflows" Christian Sauer, Thomas Roth-Berghofer,

Nino Auricchio and Sam Proctor

Lunch and PC Meeting (meet in lobby)

9:30 - 10:30

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Venue Map

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Recommended Restaurants

– Phila Fusion (Thai, Japanese Korean food)Address: 54 Phila St Saratoga Springs, NY 12866 Phone: (518) 226-0400

– Karavali’s (Indian food/ lunch buffet )Address: 47 Caroline St Saratoga Springs, NY 12866Phone: (518) 580-1144

– Mrs. London’s (cafe, sandwiches, French bakery)Address: 464 Broadway, Saratoga Springs, NY 12866, Phone: (518) 581-1652

– Forno Bistro (Italian food)Address: 541 Broadway, Saratoga Springs, NY 12866 Phone: (518) 581-2401

– Circus Cafe (American food, sandwiches, Burgers, plates etc,..)Address: 392 Broadway, Saratoga Springs, NY 12866 Phone: (518) 583-1106

– Stadium Cafe (American food, sandwiches, Burgers, plates etc,..)Address: 389 Broadway, Saratoga Springs, NY 12866 Phone: (518)226-4437

– Uncommon Grounds (coffee/tea/ bagels. sandwiches, wraps, soups)Address: 402 Broadway Saratoga Springs, NY 12866 Phone: (518)581-0656

– Lillian’s (American food, Steak, Seafood, Pasta)Address: 408 Broadway Saratoga Springs, NY 12866 Phone: (518) 587-7766

– Limoncello Ristorante (Italian restaurant)Address: 1 Ballston Avenue, Saratoga Springs, NY 12866 Phone: (518) 580-8700

– Wheatfields restaurant (Homemade pasta, beef, seafood & daily specials)Address: 440 Broadway Saratoga Springs, NY 12866 Phone:(518)587-0534

– Esperanto (middle eastern fusion fast food)Address: 6 1/2 Caroline Street Saratoga Springs, NY 12866 Phone: (518) 587-4236

– Ravenous (savory and sweet crepes)Address: 21 Phila St Saratoga Springs, NY 12866 Phone: (518) 581-0560

– Cantina (Mexican food)Address: 430 Broadway , Saratoga Springs, NY 12866 Phone: (518) 587-5577

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Sponsors

General Electric Association forthe Advancement ofArtificial Intelligence

Knexus Research EmpolisCorporation Information Management

Artificial Intelligence Drexel UniversityJournal

VerdandeTechnology

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