CALO (Cognitive Agent that Learns and Organizes)

Notes:

A consortium of laboratories worked on this initiative, led by SRI, a project called CALO Project. As part of the CALO project, the system CALO-MA (CALO Meeting Assistant) was designed to assist meeting participants. The CALO project involved an annual test designed to measure the effects of learning on performance. The evaluations were conducted in Years 2, 3, and 4 of the CALO project, and gave some insights into PTIME’s performance and value but yielded insufficient data to evaluate the usefulness of PTIME’s adaptive capabilities. The Personalized Time Manager (PTIME) assistant is a CALO component with the goal of managing an individual’s temporal commitments over an extended period of time, while recognizing and adapting to the differences between individuals. PTIME was part of the CALO project (Cognitive Agent that Learns and Organizes), a large-scale, five-year effort to build an adaptive cognitive assistant situated in the office environment.

CALO provided the TOWEL interface to enter and manage To-Do entries. CALO included an execution and monitoring system that can be invoked through a user interface called TOWEL. TOWEL allows the user to jot to-do lists, but does not take action on those to-dos. TOWEL allows the user to invoke agents to perform a task for them.

The Integrating Learning and Reasoning project was a part of the CALO project that helps computer users better organize their electronic resources. In the CALO project, the OWL ontology generated by the translator was used to integrate several diverse programming languages and reasoning modules. Despite limitations, the CALO project substantially advanced the development of user agents, also taking into account HCI issues that are essential to improve the chances of users adopting personal agents.

One participant in the CALO project was tasked to extracted user activities on a workstation and identify what activity the user is working on so the intelligent assistant could provide activity-specific information or services to the user. The CALO project management team won the DARPA Award for Excellence by a Performer in 2007. Members of the CALO project included Khang Duong and Julie Weber.

Resources:

pal.sri.com .. PAL (Personalized Assistant that Learns) Framework .. {related:}

The CALO meeting assistant system G Tur, A Stolcke, L Voss, S Peters… – Audio, Speech, and …, 2010 – ieeexplore.ieee.org … 1 The CALO Meeting Assistant System … Abstract— The CALO Meeting Assistant (MA) provides for distributed meeting capture, annotation, automatic transcription and seman- tic analysis of multiparty meetings, and is part of the larger CALO personal assistant system. … Cited by 58 Related articles All 35 versions Cite Save

What were you thinking?: filling in missing dataflow through inference in learning from demonstration MT Gervasio, JL Murdock – … of the 14th international conference on …, 2009 – dl.acm.org … Menlo Park, CA 94025, USA Tel: 1-650-859-4860 E-mail: janet.murdock@sri.com ABSTRACT … message. CALO KBs for Testing Pathfinder The CALO project [7] involves an annual test designed to measure the effects of learning on performance. … Cited by 16 Related articles All 4 versions Cite Save

Evaluating User-Adaptive Systems: Lessons from Experiences with a Personalized Meeting Scheduling Assistant. PM Berry, T Donneau-Golencer, K Duong, MT Gervasio… – IAAI, 2009 – aaai.org … Toward a Comprehensive Evaluation of PTIME The evaluations conducted in Years 2, 3, and 4 of the CALO project gave some insights into PTIME’s performance and value but yielded insufficient … CALO: Cognitive Assistant that Learns and Organizes. http://caloproject.sri.com/. … Cited by 11 Related articles All 6 versions Cite Save

Exploiting user feedback for language model adaptation in meeting recognition D Vergyri, A Stolcke, G Tur – Acoustics, Speech and Signal …, 2009 – ieeexplore.ieee.org … Speech Technology and Research Laboratory SRI International, Menlo Park, CA, 94025, USA fdverg,stolcke,gokhang@speech.sri.com … For example the word the is also restored in the word sequence join the CALO project erroneously recognized as joined kayla project. … Cited by 9 Related articles All 19 versions Cite Save

Social media and the jasmine revolution FY Wang – Intelligent Systems, IEEE, 2011 – ieeexplore.ieee.org … user and the world. The CALO project management team won the DARPA Award for Excellence by a Performer in 2007. His re- search … for Computational Linguistics. Contact him at perrault@ai.sri.com. Alessandro Sperduti is a … Cited by 5 Related articles All 5 versions Cite Save

Machine learning that matters K Wagstaff – arXiv preprint arXiv:1206.4656, 2012 – arxiv.org … Global Ecology and Biogeography, 17(2):145–151, 2008. SRI International. CALO: Cognitive assistant that learns and organizes. http://caloproject.sri. com, 2003–2009. Student. The probable error of a mean. Biometrika, 6 (1):1–25, 1908. … Cited by 33 Related articles All 10 versions Cite Save

‘Natural’ search user interfaces MA Hearst – Communications of the ACM, 2011 – dl.acm.org … Siri, which was acquired by Apple in April 2010, originated from a Defense Advanced Research Projects Agency research project called CALO (http://www.ai.sri.com/project/CALO), in which dozens of computer-science researchers developed machine learning, reasoning … Cited by 24 Related articles All 2 versions Cite Save

Want world domination? win at risk!: matching to-do items with how-tos from the web D Vrande?i?, Y Gil, V Ratnakar – … of the 16th international conference on …, 2011 – dl.acm.org … The first dataset comes from the CALO project 2. CALO provided the TOWEL interface to enter and … were a number of major differences in how the two 2http://caloproject.sri.com 3http … corpora were collected: the CALO corpus was collected and accessible only when the user was … Cited by 2 Related articles All 6 versions Cite Save

Representing the Component Library into Ontology Design Patterns A Gangemi, VK Chaudhri – Workshop on Ontology Patterns, 2009 – ceur-ws.org … com), and DARPA’s Project CALO (See http://caloproject. … In the CALO project, the OWL ontology generated by this translator was used to integrate several diverse programming languages and reasoning modules [3]. In the AURA system, the OWL export of CLIB and the content … Cited by 1 Related articles All 4 versions Cite Save More

Research And Academic Positions AI Center – Citeseer 1 Hung H. Bui Email: bui@ai.sri.com URL: http://www.ai.sri.com/~bui RESEARCH INTERESTS … Technical lead in state estimation and activity recognition, DARPA Cognitive Agent that Learns and Organizes (CALO) project. CALO is better known as the project that spun off Siri. … Cite Save More

Automatic analysis of multiparty meetings S Renals – Sadhana, 2011 – Springer … on meeting recognition and interpretation including AMI (Augmented Multiparty Interaction: http://www.amiproject.org), CHIL (Computers in the Human Interaction Loop: http://chil.server. de), and CALO (Cognitive Assistant that Learns and Organizes: http://caloproject.sri.com). … Related articles All 10 versions Cite Save

How to serve soup: interleaving demonstration and assisted editing to support nonprogrammers M Gervasio, W Haines, D Morley, TJ Lee… – Proceedings of the 16th …, 2011 – dl.acm.org … The Adept Task Learning system was originally developed as part of the CALO project [1] to … REFERENCES 1. CALO: Cognitive Assistant that Learns and Organizes, 2008. Retrieved September 7, 2010, from SRI International: http://caloproject.sri.com/ 2. Chen, JH and Weld, DS … Related articles All 4 versions Cite Save

Discovering action idioms bridging the gap between system-level events and human-level actions M Gervasio, TJ Lee – … and Human-Centric Computing (VL/HCC) …, 2013 – ieeexplore.ieee.org … Lee Artificial Intelligence Center SRI International 333 Ravenswood Ave., Menlo Park, California 94043 melinda.gervasio@sri.com, tomlee@ai.sri.com … It grew out of work on integrating PBD technology, originally developed for the CALO desktop environment, into the Command … Related articles Cite Save

Iteration Learning by Demonstration. S Eker, TJ Lee, MT Gervasio – AAAI Spring Symposium: Agents that Learn …, 2009 – aaai.org … Melinda Gervasio Artificial Intelligence Center, SRI International 333 Ravenswood Avenue Menlo Park, CA 94025 {tomlee,gervasio}@ai.sri.com … LAPDOG has been deployed in several applications: CALO (Cognitive Agent that Learns and Organizes) (CALO 2008), a personal … Cited by 9 Related articles All 7 versions Cite Save

Flexible Communication Based on Linguistic and Ontological Cues JPA Barthes – E-Technologies: Transformation in a Connected World, 2011 – Springer … The role of the PA is to 2 www.darpa.mil/ipto/programs/pal/pal.asp 3 www.ai.sri.com/project/CALO 4 Available at www.utc.fr/?barthes … The recent PAL program and CALO project intend to build intelligent per- sonal assistants that can help people in a control room or in a meeting … Cited by 2 Related articles All 4 versions Cite Save

Improving adjustable autonomy strategies for time-critical domains N Schurr, J Marecki, M Tambe – … of The 8th International Conference on …, 2009 – dl.acm.org Page 1. 353 Improving Adjustable Autonomy Strategies for Time-Critical Domains Nathan Schurr Aptima, Inc. nschurr@aptima.com Janusz Marecki IBM TJ Watson Research Center marecki@us.ibm.com Milind Tambe University of Southern California tambe@usc.edu … Cited by 15 Related articles All 11 versions Cite Save

Artificial Intelligence and Data Mining N Lee – Counterterrorism and Cybersecurity, 2013 – Springer … voice recognition and information from the user’s contacts, music library, calendars, and reminders to better understand what the user says [8]. The software application is an offshoot of SRI International’s Cognitive Assistant that Learns and Organizes (CALO) project funded by … Related articles Cite Save

Understanding how users express preferences: a user study IO de Nunes, SDJ Barbosa, CJP de Lucena – 2010 – cs.uwaterloo.ca … The CALO project significantly advanced the research on user agents, however the solution is tightly coupled with the domain being 2http://caloproject.sri.com/ 3 Page 8. explored. This differs from our goal, which is to develop a domain-neutral language. … Cited by 3 Related articles All 2 versions Cite Save More

Like an intuitive and courteous butler: a proactive personal agent for task management N Yorke-Smith, S Saadati, KL Myers… – Proceedings of The 8th …, 2009 – dl.acm.org … Artificial Intelligence Center, SRI International, USA {nysmith,saadati,myers,morley}@ai.sri.com ABSTRACT The ability to proactively offer assistance promises to make per- sonal agents more helpful to their users. … Keywords Assistive agents, proactivity, task management, CALO … Cited by 19 Related articles All 9 versions Cite Save

Abstractive summarization of voice communications V Pallotta, R Delmonte, A Bristot – Human Language Technology. …, 2011 – Springer … These types of information are indeed very useful for the subsequent step of analysis whose goal is to provide an 1 http://www.im2.ch/ 2 http://www.icsi.berkeley.edu/Speech/mr/ 3 http://www.amiproject.org/ 4 http://caloproject.sri.com/ Page 3. … Cited by 2 Related articles All 6 versions Cite Save

Cognitive Category Learning RD Paradis, JK Guo, J Olden-Stahl… – Procedia Computer …, 2012 – Elsevier … Cps, 2005; Cps, “Changes’05”, (2005) International Workshop on Constraint Solving Under Change and Uncertainty, last modified on October 1, 2005, https://pal.sri.com/CALOfiles/ cstore/PAL-publications/calo/2005/10%5b1%5d.1.1.127.3581.pdf. … Related articles All 2 versions Cite Save

On the Development of Personalized User Agents: A Model-driven Approach IO de Nunes – dbd.puc-rio.br … 5http://caloproject.sri.com/ 11 Page 17. … Despite this limitations, the CALO project substantially advanced on the development of user agents, also taking into account HCI issues that are essential to improve the chances of users adopting personal agents. … Related articles All 5 versions Cite Save More

Degrees of Orality in Speech-like Corpora: Comparative Annotation of Chat and E-mail Corpora. E Bick – PACLIC, 2010 – newdesign.aclweb.org … enron/). The data was originally made public, and posted to the web, by the (US) Federal Energy Regulatory Commission during its investigation, and later prepared by the CALO Project (http://www.ai.sri.com/project/CALO). Our … Cited by 3 Related articles All 10 versions Cite Save More

Mixed-Initiative Negotiation: Facilitating Useful Interaction Between Agent/Owner Pairs PM Berry, T Donneau-Golencer, M Gervasio… – ai.sri.com … Artificial Intelligence Center, SRI International, Menlo Park, CA 94025 USA {berry,donneau, gervasio,peintner,nysmith}@ai.sri.com Abstract. … Acknowledgments. We thank all the members of the CALO project, especially Khang Duong and Julie Weber. … Related articles All 5 versions Cite Save More

Remembering the Past for Meaningful AI-D. JS Weber, K Toyama – AAAI Spring Symposium: Artificial Intelligence for …, 2010 – aaai.org … Reality. Communications of the ACM. 52(6). Mark, W. and Perrault, R. 2005. CALO: A Cognitive Assistant that Learns and Organizes. ‹www.ai.sri.com/project/CALO, 2005›. Medhi, I.; Sagar, A.; and Toyama, K. 2006. Text-Free User Interfaces for Illiterate and Semi-Literate Users. … Cited by 1 Related articles All 4 versions Cite Save

Going beyond PBD: A play-by-play and mixed-initiative approach H Jung, J Allen, W de Beaumont… – No Code Required: …, 2010 – cs.rochester.edu … Conference on Artificial Intelligence, 1998 5. Hyuckchul Jung et al., Utilizing Natural Language for One- Shot Task Learning, Journal of Logic and Computation, doi: 0.1093/logcom/exm071, Oxford University Press, 2007 6. DARPA CALO project: http://caloproject.sri.com … Cited by 3 Related articles All 18 versions Cite Save More

Discovery of numerous specific topics via term co-occurrence analysis O Madani, J Yu – Proceedings of the 19th ACM international conference …, 2010 – dl.acm.org … Co-Occurrence Analysis Omid Madani SRI International, AI Center Menlo Park, CA 94025 madani@ai.sri.com … FA8750-07-D-0185/0004, in the context of research on an adaptive cognitive system (CALO), under DARPA’s PAL (Perceptive Assistant that Learns) program. … Cited by 4 Related articles All 7 versions Cite Save

Predicting the 85th Academy Awards S Barber, K Le, S O’Donnell – 2012 – Citeseer … 5 References Kamal Nigam, Andrew McCallum, and Tom M. Mitchell. Semi-Supervised Text Classification Us- ing EM. 2006. //pal.sri.com/CALOfiles/cstore/PAL- publications/calo/2005/ semisup-em.pdf MPAA. 2011 Theatrical Market Statistics. 2012. … Cite Save More

Supporting the Development of Personal Assistance Software I Nunes, SDJ Barbosa, CJP de Lucena – AUTOSOFT 2010 – webscience.org.br … Despite this limitations, the CALO project substantially advanced on the development of user agents, also taking into account human-computer interaction (HCI) issues that are essential to improve the chances of users adopting personal agents. … 4http://caloproject.sri.com/ … Related articles All 3 versions Cite Save More

Increasing users’ trust on personal assistance software using a domain-neutral high-level user model I Nunes, SDJ Barbosa, CJP De Lucena – Leveraging Applications of …, 2010 – Springer … Despite this limitation, the CALO project substantially advanced on the development of user agents, also taking into account human-computer interaction (HCI) issues that are essential for … At the same time, several of our everyday-tasks are being 2 http://caloproject.sri.com/ … Cited by 2 Related articles All 5 versions Cite Save

SmartSynth: synthesizing smartphone automation scripts from natural language V Le, S Gulwani, Z Su – Proceeding of the 11th annual international …, 2013 – dl.acm.org Page 1. SmartSynth: Synthesizing Smartphone Automation Scripts from Natural Language Vu Le Univ. of California at Davis vmle@ucdavis.edu Sumit Gulwani Microsoft Research, Redmond sumitg@microsoft.com Zhendong Su Univ. of California at Davis su@cs.ucdavis.edu … Cited by 6 Related articles All 10 versions Cite Save

New Trends in Automatic Question Answering C Gailer, S Kohl, S Oberauer – iicm.tugraz.at … 5.1. Commercial Software 5.1.1. Apple Siri Apple’s famous assistant Siri (Speech Interpretation and Recognition Interface) originates from the CALO project (Cognitive Assistant that Learns and Organizes), a project funded by DARPA and realized by SRI International. … Related articles All 2 versions Cite Save More

Are semantic desktops better?: summative evaluation comparing a semantic against a conventional desktop T Franz, S Ansgar, S Staab – … of the fifth international conference on …, 2009 – dl.acm.org … 1. INTRODUCTION Significant efforts have been invested in research on the se- mantic desktop in recent years (eg Nepomuk project (12 million EUR funding), Calo (200 million US$)) and a lot of achievements have been made through such research, in- cluding the availability … Cited by 9 Related articles All 10 versions Cite Save

Co-adaptation: Adaptive co-training for semi-supervised learning G Tur – Acoustics, Speech and Signal Processing, 2009. …, 2009 – ieeexplore.ieee.org … SRI International, Speech Technology and Research Lab Menlo Park, CA, 94025 gokhan@speech.sri.com … Acknowledgments: This material is based upon work supported by the Defense Advanced Research Projects Agency (DARPA) CALO program under Contract No. … Cited by 19 Related articles All 19 versions Cite Save

Learning About Meetings B Kim, C Rudin – arXiv preprint arXiv:1306.1927, 2013 – arxiv.org Page 1. Learning About Meetings Been Kim and Cynthia Rudin Massachusetts Institute of Technology beenkim@csail.mit.edu,rudin@mit.edu Abstract. Most people participate in meetings almost every day, multi- ple times a day. … Related articles All 4 versions Cite Save

Research for Future Training Modeling and Simulation Strategies FE Hartman – 2011 – DTIC Document … 17 16 See The CALO-based Siri, a https://pal.sri.com/Plone/framework/framework/ Components. 17 See http://ignoranceisfutile.wordpress.com/2008/10/15/darpa-backked- siri-nearing-launch-of-personal-artificial- intelligence/. Page 17. 11 … Related articles Cite Save

Organizational search in email systems G Xing, SB Pitla – Proceedings of the 50th Annual Southeast Regional …, 2012 – dl.acm.org … [4] Luke McDowell, Oren Etzioni, Alon Y. Halevy: Semantic email: theory and applications. J. Web Sem. 2(2): 153-183 (2004) [5] CALO – Cognitive Assistant that Learns and Organizes. http://www.ai.sri.com/project/CALO. Page 5. [6] E. Agichtein and L. Gravano. … Related articles Cite Save

Automatic Document Classification in Small Environments JD McElroy – 2012 – digitalcommons.calpoly.edu … Organizes (CALO) [3], a project lead by SRI International, focused on develop- ment of a smart desktop. The CALO project goal was to automate interrelated decision making tasks that have resisted automation and allow them to react ap- … Related articles All 2 versions Cite Save

Mable: A framework for learning from natural instruction R Mailler, D Bryce, J Shen, C O’Reilly – Proceedings of The 8th …, 2009 – dl.acm.org … Daniel Bryce Utah State University Logan, Utah 84322 daniel.bryce@usu.edu Jiaying Shen, Ciaran O’Reilly SRI International Menlo Park, California 94025 {shen,oreilly}@ai.sri.com Categories and Subject Descriptors I.2.6 [Artificial Intelligence]: Learning … Cited by 8 Related articles All 7 versions Cite Save

miKrow: semantic intra-enterprise micro-knowledge management system V Penela, G Álvaro, C Ruiz, C Córdoba… – The Semanic Web: …, 2011 – Springer … CALO3 based on the use of cognitive systems and NEPOMUK4 trying to add the social and semantic aspects 3 CALO is part of the PAL Program: https://pal.sri.com/ 4 NEPOMUK Project: http://nepomuk.semanticdesktop.org/ Page 4. … Cited by 8 Related articles All 5 versions Cite Save

17 Policy Implications of Technologies for Cognitive Enhancement D Sarewitz, TH Karas – Neurotechnology: Premises, Potential, …, 2012 – books.google.com Page 295. 17 Policy Implications of Technologies for Cognitive Enhancement Daniel Sarewitz and Thomas H. Karas CONTENTS Introduction….. 268 The Technologies … Cited by 9 Related articles All 4 versions Cite Save

Ambient intelligence: Technologies, applications, and opportunities DJ Cook, JC Augusto, VR Jakkula – Pervasive and Mobile Computing, 2009 – Elsevier Ambient intelligence is an emerging discipline that brings intelligence to our everyday environments and makes those environments sensitive to us. Ambient intel. Cited by 333 Related articles All 11 versions Cite Save

Three-Phase Tournament-Based Method For Better Email Classification. S Sayed, S AbdelRahman… – International Journal of …, 2012 – search.ebscohost.com … In one-against-all approach, each class is assigned by one classifier such that the number of binary classifiers equals to the number of classes (C). Each classifier is trained on all the training data set where training examples of one 2 http://www.ai.sri.com/project/CALO. Page 4. … Related articles All 5 versions Cite Save

Improving human–agent communication using linguistic and ontological cues JPA Barthès – International Journal of Electronic Business, 2013 – Inderscience … war room. A consortium of laboratories has been working on this initiative, led by SRI, a project called CALO Project (2006). More modestly in Australia, Nguyen (2007) developed a vocal interface with a set of agents. Finally … Cited by 1 Related articles All 4 versions Cite Save

Detecting and forecasting economic regimes in multi-agent automated exchanges W Ketter, J Collins, M Gini, A Gupta, P Schrater – Decision Support Systems, 2009 – Elsevier We show how an autonomous agent can use observable market conditions to characterize the microeconomic situation of the market and predict market trends. The ag. Cited by 44 Related articles All 24 versions Cite Save

Machines of loving grace I Watson, I Watson – The Universal Machine: From the Dawn of Computing …, 2012 – Springer … The project, called CALO5 for “Cognitive Assistant that Learns and Organizes”, was managed by SRI and employed almost 300 researchers from top university and commercial research institutions. … 5 https://pal.sri.com/Plone/framework CHAPTER 13 300 Page 17. … Cited by 1 Related articles All 2 versions Cite Save

Community epidemic detection using time-correlated anomalies AJ Oliner, AV Kulkarni, A Aiken – Recent Advances in Intrusion Detection, 2010 – Springer Page 1. Community Epidemic Detection Using Time-Correlated Anomalies Adam J. Oliner, Ashutosh V. Kulkarni, and Alex Aiken Stanford University ? {oliner,ashutosh. kulkarni,aiken}@cs.stanford.edu Abstract. An epidemic … Cited by 11 Related articles All 11 versions Cite Save

Making Sense Of Data Vision B Williamson – nicta.com.au Page 1. MAKING SENSE OF DATA VISION Author Professor Bob Williamson Subject Making Sense of Data Vision Document Version # 1.0 Date Finalised 1 August 2008 Page 2. Making Sense of Data August 2008 1 Overview … Related articles All 3 versions Cite Save More

The design of a proactive personal agent for task management N Yorke-Smith, S Saadati, KL Myers… – International Journal on …, 2012 – World Scientific … In addition to permissions, annotations may also indicate dThe interested reader may obtain the code of selected modules from the CALO project, which are collectively referred to as the ‘CALO Framework’, at pal.sri.com. 1250004-8 Page 9. … Cited by 4 Related articles Cite Save

CO-WORKER: Toward Real-Time and Context-Aware Systems for Human Collaborative Knowledge Building S Squartini, A Esposito – Cognitive Computation, 2012 – Springer … Meeting Assistance Approaches. As part of the CALO project, the system CALO-MA (CALO Meeting Assistant) [ 4 ] is designed to assist participants to a meeting. … Fig. 3 CALO-MA framework (courtesy of SRI International: https://?pal.?sri.?com). The output of the second … Related articles All 5 versions Cite Save

Trust of, in, and among adaptive systems DS Lange – … of Computer Software. Modeling, Development, and …, 2011 – Springer … Myers, K.: Building an Intelligent Personal Assistant. In: 21st National Conference on Arti- ficial Intelligence, AAAI, Boston (2006) (an invited talk) 18. Cohen, P., Pool, M.: The CALO, Experiment Data Analysis. (2005), http://calo.sri.com (accessed January 15, 2007) Related articles All 5 versions Cite Save

Putting Complexity to Work-achieving effective Human-machine Teaming P Beautement – abaci.net … In Intelligent Technologies for Information Analysis. N. Zhong and J. Liu (Eds.). Springer 2004. 14. DARPA’s Cognitive Assistant Learns Organizes (CALO).: http://caloproject.sri.com/darpa/ 15. Coalition Agents Experiment Web site: http://www.aiai.ed.ac.uk/project/coax. 16. … Related articles Cite Save More

Designing Personal Assistant Software for Task Management using Semantic Web Technologies and Knowledge Databases P Botla – 2013 – Citeseer … 9 2.4 CALO ….. 9 2.4.1 Use cases Supported by CALO ….. 10 2.5 SIRI from Apple … Cite Save More

A Real-Time Detecting Algorithm for Tracking Community Structure of Dynamic Networks J Shang, L Liu, F Xie, Z Chen… – The 6th SNA-KDD …, 2012 – security.riit.tsinghua.edu.cn Page 1. A Real-Time Detecting Algorithm for Tracking Community Structure of Dynamic Networks Jiaxing Shang*†, Lianchen Liu*†, Feng Xie†, Zhen Chen†, Jiajia Miao‡, Xuelin Fang§, Cheng Wu*† † Department of Automation … Cited by 2 Related articles All 3 versions Cite Save More

Multi-view semi-supervised learning for dialog act segmentation of speech U Guz, S Cuendet, D Hakkani-Tur… – Audio, Speech, and …, 2010 – ieeexplore.ieee.org … been at ICSI on leave from the Ecole Polytechnique Fédérale de Lausanne (EPFL), Switzerland. Gokhan Tur is with the SRI International, Speech Technology and Research (STAR) Laboratory, Menlo Park, CA 94025 (email:gokhan@speech.sri.com). Page 2. 2 … Cited by 10 Related articles All 17 versions Cite Save

Dimensions of web registers: an exploratory multi-dimensional comparison A Titak, A Roberson – Corpora, 2013 – euppublishing.com … In addition, all the texts were ‘cleaned’ to remove unnecessary metadata, reposts and html codes (and links), and were manually checked for accuracy of part-of-speech (POS) tagging and tag counting. 4 See: http://www.ai.sri.com/project/CALO Page 4. 238 … Related articles Cite Save

Design assistant agents for supporting requirement specification definition in a distributed design team K Sugawara, Y Manabe, C Moulin… – … Cooperative Work in …, 2011 – ieeexplore.ieee.org … the DARPA PAL program [5] developed through the CALO project [6] have shown the possibility of developing intelligent software assistants for improving cooperative work (See also [7]). In this … (FGCS) 27, (1):78-87 (2011) [5] DARPA PAL https://pal.sri.com/Plone/framework [6 … Related articles Cite Save

Exchanging information among cognitive agents in collaborative environments J Barthes – Systems, Man, and Cybernetics (SMC), 2011 IEEE …, 2011 – ieeexplore.ieee.org … other agents. Next section illustrates the problems with a simple example, namely, trying to obtain an address from an address specialist. 1www.darpa.mil/ipto/programs/ pal/pal.asp 2www.ai.sri.com/project/CALO Fig. 3. MAS … Cited by 1 Related articles Cite Save

Applying machine learning for prediction, recommendation, and integration X Bao – 2009 – ir.library.oregonstate.edu … system. 1.3 Integrating Learning and Reasoning The third part of the dissertation discusses the Integrating Learning and Rea- soning project, which is a part of the CALO project [CALO, 2009] that helps computer users better organize their electronic resources. … Related articles All 4 versions Cite Save

Smart Phones MA Gregory, D Glance – Security and the Networked Society, 2013 – Springer … The original aim of CALO was to create a personal assistant that could be used by the military (CALO was based on the Latin word “calonis” which means “soldier’s servant”). … 21 SRI International’s Artificial Intelligence Center, http://www.ai.sri.com/ , Accessed on 17 October 2011 … Cite Save

Have a say over what you see: evaluating interactive compression techniques S Tucker, S Whittaker – Proceedings of the 14th international conference …, 2009 – dl.acm.org Page 1. Have A Say Over What You See: Evaluating Interactive Compression Techniques Simon Tucker Steve Whittaker University of Sheffield United Kingdom {s.tucker,s.whittaker}@sheffield.ac.uk ABSTRACT We all encounter … Cited by 7 Related articles All 6 versions Cite Save

Inference of relevance for proactive information retrieval A Ajanki – 2013 – aaltodoc.aalto.fi Page 1. A n tti A ja n k i In fe re n c e o f re le v a n c e fo rp ro a c tiv e in fo rm a tio n re trie v a l A a lto U n ive rs ity DepartmentofInformation andComputerScience Inferenceof relevancefor proactiveinformation retrieval AnttiAjanki DOCTORAL DISSERTATIONS Page 2. … Related articles Cite Save

Ein verteiltes Agentensystem zur Koordination sozialer Interaktion F Burka – users.informatik.haw-hamburg.de Page 1. Masterarbeit Florian Burka Ein verteiltes Agentensystem zur Koordination sozialer Interaktion Fakultät Technik und Informatik Faculty of Engineering and Computer Science Department Informatik Department of Computer Science Page 2. Florian Burka … Related articles All 2 versions Cite Save More

Planning to Discover and Counteract Attacks. T Kichkaylo, T Ryutov, MD Orosz… – Informatica ( …, 2010 – search.ebscohost.com … Decision-Theoretic Planning. AI Magazine, 20(2). [4] M. Buro & T. Furtak (2003), RTS Games as Test- Bed for Real-Time Research, Invited Paper at the Workshop on Game AI, JCIS [5] CALO (2003). Cognitive agent that learns and organizes, http://calo.sri.com. … Cited by 3 Related articles All 7 versions Cite Save

Community Epidemic Detection with Syzygy AJ Oliner, A Kulkarni, A Aiken – 13th International Symposium on …, 2010 – researchgate.net Page 1. Community Epidemic Detection with Syzygy Adam J. Oliner, Ashutosh Kulkarni, Alex Aiken Stanford University oliner@cs.stanford.edu, ashuvk@stanford. edu, aiken@cs.stanford.edu Abstract An epidemic is malicious … Cited by 1 Related articles All 2 versions Cite Save More

Mixed-Initiative Clustering Y Huang – 2010 – lti.cs.cmu.edu … [8]. My participation to the CALO project was to extract user activities on a workstation … Call Melissa Beers when arriving (0.47), CALO annual mtg at SRI (0.45), . . … Primary Senders: tom.mitchell@ cmu.edu (75), sophie.wang@cs.cmu.edu (20), adam.cheyer@sri.com (16), perrault … Cited by 1 Related articles All 9 versions Cite Save More

Enhancing Support for Knowledge Works: A relatively unexplored vista of computing research A Laha – arXiv preprint arXiv:1112.5370, 2011 – arxiv.org … Social Semantic Desktop 1, X- Media (Large Scale Knowledge Sharing and Reuse across Media)2, DARPA-sponsored CALO (Cognitive Assistant … 1http://nepomuk.semanticdesktop.org/ 2http://www.x-media-project.org/ 3http://caloproject.sri.com/ 4http://www.hhs.gov/news/press … Related articles All 3 versions Cite Save

Meeting decision detection: multimodal information fusion for multi-party dialogue understanding PY Hsueh – 2009 – era.lib.ed.ac.uk … 12 1.7 Steps involved in the Meeting Decision Dection system. . . . . 14 2.1 Possible actions in the IBIS model. (Adapted from Kunz and Ritte (1970).) . 29 2.2 CALO ontology. Events are depicted using ovals, entities using rectangles, relations using arrows. . . . . … Cited by 2 Related articles All 2 versions Cite Save

Personal Smart Assistant For Digital Media & Advertisement A Hussain – 2013 – ir.lib.uwo.ca … Siri intelligent assistant is based on the CALO personal assistant project, Cognitive Assistant that Learns and Organizes (CALO) [4]. The CALO project contains several … tasks. Another system that is proposed as part of the CALO project is the Project Execution … Related articles Cite Save

Capturing Common Knowledge about Tasks: Intelligent Assistance for To-Do Lists Y Gil, V Ratnakar, T Chklovski, P Groth… – ACM Transactions on …, 2012 – dl.acm.org … Our implemented system, BEAMER, had only an initial set of the to-do list management capabilities but it was fully integrated with an end-to-end execution and monitoring 1http://pal.sri.com/, http://ai.sri.com/calo ACM Transactions on Interactive Intelligent Systems, Vol. 2, No. … Cited by 1 Related articles All 2 versions Cite Save

Real-time tactical and strategic sales management for intelligent agents guided by economic regimes W Ketter, J Collins, M Gini, A Gupta… – Information Systems …, 2012 – pubsonline.informs.org Page 1. Information Systems Research Vol. 23, No. 4, December 2012, pp. 1263–1283 ISSN 1047-7047 (print) ISSN 1526-5536 (online) http://dx.doi.org/10.1287/isre.1110.0415 © 2012 INFORMS Real-Time Tactical and Strategic Sales Management for Intelligent Agents … Cited by 12 Related articles All 12 versions Cite Save

Framework for performance evaluation of face, text, and vehicle detection and tracking in video: Data, metrics, and protocol R Kasturi, D Goldgof, P Soundararajan… – Pattern Analysis and …, 2009 – ieeexplore.ieee.org … CHIL) [15], Augmented Multiparty Interaction (AMI) [16], Video Event Recognition Algorithm Assessment Evaluation (VERAAE), Evaluation du Traitement et de l’Interpretation de Se- quences Video (ETISEO) [17], Cognitive Agent that Learns and Organizes (CALO) [18], NIST … Cited by 213 Related articles All 12 versions Cite Save

Optimization Modulo Theories R Oliver Vendrell – 2012 – upcommons.upc.edu Page 1. Master in Artificial Intelligence (UPC-URV-UB) Master of Science Thesis Optimization Modulo Theories Roc Oliver Vendrell Advisors: Albert Oliveras and Enric Rodr´?guez-Carbonell Barcelona, January 2011 Page 2. Page 3. Abstract … Related articles All 2 versions Cite Save

The Impact of Automated Cognitive Assistants on Situational Awareness in the Brigade Combat Team CE Fischer – 2010 – kuscholarworks.ku.edu Page 1. THE IMPACT OF AUTOMATED COGNITIVE ASSISTANTS ON SITUATIONAL AWARENESS IN THE BRIGADE COMBAT TEAM By: Carl E. Fischer BA, University of Maine, 1981 MMAS, Command and General Staff College, 1997 MPA, University Of Oklahoma, 1998 … Related articles All 4 versions Cite Save

Advanced Visual Interfaces For Personal Information Management TJ Crawford, RS Laramee, ML Wilson – 2010 – cs.swan.ac.uk Page 1. Advanced Visual Interfaces For Personal Information Management Timothy J. Crawford, Robert S. Laramee, Max L. Wilson Department of Computer Science Swansea University {cstc,rslaramee,mlwilson}@swansea.ac.uk December 19, 2010 Abstract … Related articles All 2 versions Cite Save More

Pro-active meeting assistants: attention please! R Rienks, A Nijholt, P Barthelmess – Ai & Society, 2009 – Springer … 2004; Waibel et al. 2004; IM2 Website; CALO Website; Nectar Website). … Other assistants might analyze the interaction and produce documents and artifacts that reflect the content of the discussions. An example of such a system is CALO’s Charter (Kaiser et al. … Cited by 28 Related articles All 52 versions Cite Save

Organizational Search in Email Systems SB Pitla – 2012 – digitalcommons.wku.edu Page 1. Western Kentucky University TopSCHOLAR® Masters Theses & Specialist Projects Graduate School 5-1-2012 Organizational Search in Email Systems Sruthi Bhushan Pitla Western Kentucky University, sruthibhushan.pitla698@topper.wku.edu … Related articles Cite Save

Hierarchical Bayesian Language Models for Multiparty Conversational Speech Recognition S Huang – homepages.inf.ed.ac.uk … clude ICSI Meeting Recorder project [Morgan, 2001], CMU Meeting Record Creation and Access project [Waibel et al., 2001], and CALO(Cognitive Assistant that Learns and Organizes)2 [Tur et al., 2010] from USA, and M4 (MultiModal Meeting Man- … Related articles Cite Save More

Interlinking Personal Semantic Data LC Dragan – 2012 – aran.library.nuigalway.ie Page 1. Interlinking Personal Semantic Data on the Semantic Desktop and the Web of Data Laura C?at?alina Dr?agan Submitted in fulfilment of the requirements for the degree of Doctor of Philosophy SUPERVISOR: Dr. Siegfried Handschuh INTERNAL EXAMINER: Prof. … Related articles All 3 versions Cite Save

Final research report on next generation policies P Samarati, F Gey – 2011 – primelife.ercim.eu … instance of the Weighted Max-SAT problem has been realized. The set of clauses obtained by the prototype are then given as input to the Yices SAT solver (http://yices.csl.sri.com). Ex- periments have been run on a PC with … Related articles Cite Save More

Generative and discriminative methods using morphological information for sentence segmentation of Turkish U Guz, B Favre, D Hakkani-Tur… – Audio, Speech, and …, 2009 – ieeexplore.ieee.org … This material is based upon work supported by the Defense Advanced Research Projects Agency (DARPA) CALO (NBCHD- 030010) program, the DARPA GALE (HR0011-06-C-0023 … G. Tur is with SRI International, Menlo Park, CA 94025 USA (e-mail:gokhan@speech.sri.com). … Cited by 7 Related articles All 17 versions Cite Save

Ubiquitous Personal Information Management J Heider – 2011 – mediatum.ub.tum.de Page 1. TECHNISCHE UNIVERSITÄT MÜNCHEN Lehrstuhl für Sicherheit in der Informatik Ubiquitous Personal Information Management Jens Heider Vollständiger Abdruck der von der Fakultät für Informatik der Technischen … Related articles All 4 versions Cite Save More

An infrastructure for the development of Semantic Desktop applications B Schandl – 2009 – othes.univie.ac.at Page 1. DISSERTATION Titel der Dissertation An Infrastructure for the Development of Semantic Desktop Applications Verfasser Bernhard Schandl Angestrebter akademischer Grad Doktor der technischen Wissenschaften (Dr. techn.) Wien, im August 2009 Studienkennzahl lt. … Cited by 3 Related articles All 2 versions Cite Save

[BOOK] Acquisition and understanding of process knowledge using problem solving methods JM Gómez-Pérez – 2010 – books.google.com Page 1. ACQUISITION AND UNDERSTANDING OF PROCESS KNOWLEDGE USING PROBLEM SOLVING METHODS Page 2. Studies on the Semantic Web Semantic Web has grown into a mature field of research. Its methods … Cited by 2 Related articles All 9 versions Cite Save