Human-Guided Simple Search

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MITSUBISHI ELECTRIC RESEARCH LABORATORIES http://www.merl.com Human-Guided Simple Search David Anderson, Emily Anderson, Neal Lesh, Joe Marks, Brian Mirtich, David Ratajczak, Kathy Ryall TR2000-16 April 2000 Abstract Scheduling, routing, and layout tasks are examples of hard operations-research problems that have broad application in industry. Typical algorithms for these problems combine some form of gradient descent to find local minima with some strategy for escaping nonoptimal local minima. Our idea is to divide these two subtasks cleanly between human and computer: in our paradigm of human-guided simple search the computer is responsible only for finding local minima using a simple hill-climbing search; using visualization and interaction techniques, the human user identifies promising regions of the search space for the computer to explore, and intervenes to help it escape nonoptimal local minima. We have applied our approach to the problem of capacitated vehicle routing with time windows, a commercially important problem with a rich research history. Despite its simplicity, our prototype system is competitive with the majority of previously reported systems on benchmark academic problems, and has the advantage of keeping a human tightly in the loop to handle the complexities of real-world applications. AAAI 2000 This work may not be copied or reproduced in whole or in part for any commercial purpose. Permission to copy in whole or in part without payment of fee is granted for nonprofit educational and research purposes provided that all such whole or partial copies include the following: a notice that such copying is by permission of Mitsubishi Electric Research Laboratories, Inc.; an acknowledgment of the authors and individual contributions to the work; and all applicable portions of the copyright notice. Copying, reproduction, or republishing for any other purpose shall require a license with payment of fee to Mitsubishi Electric Research Laboratories, Inc. All rights reserved. Copyright c Mitsubishi Electric Research Laboratories, Inc., 2000 201 Broadway, Cambridge, Massachusetts 02139

Transcript of Human-Guided Simple Search

MITSUBISHI ELECTRIC RESEARCH LABORATORIEShttp://www.merl.com

Human-Guided Simple Search

David Anderson, Emily Anderson, Neal Lesh, Joe Marks, Brian Mirtich, David Ratajczak,Kathy Ryall

TR2000-16 April 2000

Abstract

Scheduling, routing, and layout tasks are examples of hard operations-research problems thathave broad application in industry. Typical algorithms for these problems combine some form ofgradient descent to find local minima with some strategy for escaping nonoptimal local minima.Our idea is to divide these two subtasks cleanly between human and computer: in our paradigmof human-guided simple search the computer is responsible only for finding local minima usinga simple hill-climbing search; using visualization and interaction techniques, the human useridentifies promising regions of the search space for the computer to explore, and intervenesto help it escape nonoptimal local minima. We have applied our approach to the problem ofcapacitated vehicle routing with time windows, a commercially important problem with a richresearch history. Despite its simplicity, our prototype system is competitive with the majority ofpreviously reported systems on benchmark academic problems, and has the advantage of keepinga human tightly in the loop to handle the complexities of real-world applications.

AAAI 2000

This work may not be copied or reproduced in whole or in part for any commercial purpose. Permission to copy in whole or in partwithout payment of fee is granted for nonprofit educational and research purposes provided that all such whole or partial copies includethe following: a notice that such copying is by permission of Mitsubishi Electric Research Laboratories, Inc.; an acknowledgment ofthe authors and individual contributions to the work; and all applicable portions of the copyright notice. Copying, reproduction, orrepublishing for any other purpose shall require a license with payment of fee to Mitsubishi Electric Research Laboratories, Inc. Allrights reserved.

Copyright c©Mitsubishi Electric Research Laboratories, Inc., 2000201 Broadway, Cambridge, Massachusetts 02139

MERLCoverPageSide2

MERL – A MITSUBISHI ELECTRICRESEARCHLABORATORYhttp://www.merl.com

Human-Guided Simple Search

David Anderson,Emily Anderson,NealLesh,JoeMarks,BrianMirtich, David Ratajczak,KathyRyall

TR-2000-16 April 2000

Abstract

Scheduling,routing,andlayout tasksareexamplesof hardoperations-researchprob-lemsthat have broadapplicationin industry. Typical algorithmsfor theseproblemscombinesomeform of gradientdescentto find local minima with somestrategy forescapingnonoptimallocalminima.Our ideais to dividethesetwo subtaskscleanlybe-tweenhumanandcomputer:in ourparadigmof human-guided simple search thecom-puteris responsibleonly for finding local minimausinga simplehill-climbing search;usingvisualizationandinteractiontechniques,thehumanuseridentifiespromisingre-gionsof thesearchspacefor thecomputerto explore,andintervenesto help it escapenonoptimallocal minima. We have appliedour approachto the problemof capaci-tatedvehicle routing with time windows, a commerciallyimportantproblemwith arich researchhistory. Despiteits simplicity, our prototypesystemis competitive withthemajorityof previouslyreportedsystemsonbenchmarkacademicproblems,andhasthe advantageof keepinga humantightly in the loop to handlethe complexities ofreal-world applications.

In Proceedings of AAAI 2000, July 30-August3, 2000. Austin, Texas, USA.

This work may not be copiedor reproducedin whole or in part for any commercialpurpose.Permissionto copy inwhole or in part without paymentof fee is grantedfor nonprofiteducationaland researchpurposesprovided that allsuchwhole or partial copiesincludethe following: a noticethat suchcopying is by permissionof Mitsubishi ElectricInformationTechnologyCenterAmerica;an acknowledgmentof the authorsandindividual contributionsto the work;andall applicableportionsof the copyright notice. Copying, reproduction,or republishingfor any otherpurposeshallrequirea licensewith paymentof feeto MitsubishiElectricInformationTechnologyCenterAmerica.All rightsreserved.

Copyright c�

MitsubishiElectricInformationTechnologyCenterAmerica,2000201Broadway, Cambridge,Massachusetts02139

SubmittedJanuary2000,revisedandreleasedApril 2000.

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