LAZAROS C. POLYMENAKOS

ATHENS INFORMATION TECHFNOLOGY (AIT)

EDUCATIONAL BACKGROUND

• Ph.D. Electrical Engineering & Computer Science Dept. (EECS), Massachusetts Institute of Technology (MIT), 1992-1995. Advisor: D. Bertsekas (PhD thesis)
• Minor Mathematics Dept., Massachusetts Institute of Technology (MIT), 1993-1994.
• Ms Electrical Engineering & Computer Science Dept. (EECS), Massachusetts Institute of Technology (MIT), 1989-1991. Advisor: D. Bertsekas (Ms thesis)
• B.Sc. Electrical & Computer Engineering Dept., National Technical University of Athens (NTUA), 1984-1989. Ranked 2nd (9.69/10 GPA) Advisor: E. Protonotarios
• Salutatorian of Athens College High School ( Grade Average).

POSITIONS HELD

• Sept 2002 – present Professor, Head Autonomic & Grid Computing, Athens Information Technology

• June 2005 – present Adjunct Professor, Carnegie Mellon University

• June 2004 – present MSIN Program Coordinator for AIT.

• Summer 2004 Academic Visitor, IBM T. J. Watson Research Center

• Sept 1999 – Jan 2002 Research Program Manager, Human Language Technologies, IBM T. J. Watson Research Center, Yorktown Heights, NY

• Jan 1999 – Jan 2001 Visiting Scientist, Dept. of Electrical and Computer Engineering, NTUA

• June 1995 – Sept 1999 Research Staff, Human Language Technologies, IBM T. J. Watson Research Center, Yorktown Heights, NY

• Jan. 1996 – Sept 1996 Visiting Lecturer, the Operations Research Dept., Rutgers University

• June1992 – Sept 1992 Researcher, Thinking Machines Corporation, Cambridge, MA

RESEARCH LABORATORIES INITIATED

• Jan 2003 – present SMART-Lab: Laboratory for Autonomic & Grid Computing, AIT
• Sept 1999 – Jan 2002 Speech Recognition & Multimodal Interaction Laboratory, IBM Hellas.
   

TEACHING (Graduate Courses)

• Spring 2006 CMU14-842/AIT02C Distributed Systems: AIT instructor for the online CMU MSIN core course, with Tina Wong (CMU), Greg Ganger (CMU) and S. Efremides(AIT). 13 Students

• Spring 2006 AIT45E Fundamentals of Distributed Systems: full responsibility for the MSITT course. 6 Students

• Fall 2005 CMU14-787/AIT29E Digital Communications: full responsibility for the CMU MSIN course. 6 Students

• Fall 2005 AIT51E Market Perspectives of ICT: full responsibility for MBIT course. 9 Students
  Summer 2005 AIT29E Fundamentals of Distributed Systems: full responsibility for the MSITT course. 8 Students

• Spring 2005 CMU14-842/AIT02C Distributed Systems: AIT instructor for the online CMU MSIN core course with Raj Rajkumar (CMU) and S. Efremides(AIT). 18 students

• Fall 2004 CMU 14-551 /AIT 29E Digital Communications: full responsibility for the CMU MSIN course. 8 Students

• Summer 2004 CMU14-551/AIT06E Digital Communication and Signal Processing System Design: lead AIT instructor for the CMU MSIN course, with A. Pnevmatikakis (AIT). 10 Students

• Spring 2004 CMU14-842/AIT02C Distributed Systems: lead AIT instructor for the online CMU MSIN core course, with Raj Rajkumar (CMU) and S. Efremides(AIT). 30 Students

• Spring 2004 CMU14-764/AIT15E, Advanced Digital Signal Processing with A. Pnevmatikakis. 13 Students

• Fall 2003 CMU14-796/AIT16E Multimedia Communications: lead AIT instructor for the CMU MSIN course, with A. Demiris (INTRACOM). 22 Students

• Summer 2003 CMU18-544 Network Design and Evaluation: CMU Capstone Course, given jointly with Peter Steenkiste (CMU) and Antonis Kalis (30 students mixed CMU-AIT). This course was taught on CMU campus.

• Spring 2003 CMU14-842/AIT02C Distributed Systems: lead AIT instructor for the online CMU MSIN core course, with Raj Rajkumar (CMU) and S. Efremides(AIT). 22 Students

• Spring 2003 CMU14-792/AIT15E Advanced Digital Signal Processing: co- instructor for the CMU MSIN course, with A.Constantinides (IMPERIAL College, UK). 10 Students

• Fall 2002 CMU14-766/AIT03C Packet Switching and Computer Networks: lead AIT instructor for the online CMU MSIN core course, with Ozan Tonguz (CMU). 22 students

• Fall 2002 CMU14-783/AIT20E Programming Languages: co- instructor for the CMU MSIN course, with S. Efremides (INTRACOM). 15 students

• Jan.1999 – Jan. 2001 Organized the Program and Course Flow for the TECHNO-ECONOMICS Master Degree of the National Technical University of Athens (NTUA). Taught 3 courses in the program (Intro to Networks (Fall 99, Fall 00), Networks II (Spring 00). ~120 Students
  Intelligent Interfaces (Fall 99, Fall 00), Graduate Elective Course, Electrical & Computer Engineering Dept., NTUA. ~30 Students

• Spring 1997 Deterministic Optimization Models, Rutgers University, School of Management and Operations Research, Newark, New Jersey. Full responsibility of the graduate course. ~40 Students

CURRENT STUDENTS

Ph.D. Candidates
Kostantinos Stamatis, “Hardware acceleration of Multimedia Applications”, in collaboration with prof. K. Pekestzi from ECE Dept. NTUA. (expected 2007)

Master Degree Graduates / Master Engineering Theses Supervised
 

1. N. Dimakis, “What happened while I was away? A UBICOMP service in the AIT Smart Space”, MSIN 2004-2005, co-supervision with J. Soldatos.

2. E. Retzeperis, “A Comparative Analysis of Face Recognition Algorithms: Hidden Markov Models, Correlation Filters and Laplacianfaces vs. Linear subspace projection and Elastic Bunch Graph Matching”, MSIN Thesis 2005, co-supervsion with A. Pnevmatikakis.

3. Siamak Azodolmolky, “Middleware Framework for Resource Management in Smart Spaces”, MSIN 2004-2005, Independent Study, co-supervision with J. Soldatos

4. Nikos Dimakis, “Ambient Camera Selection in Ubiquitous Computing Services”, MSIN 2004-2005, Independent Study, co-supervision with J. Soldatos

5. A. Stergiou, “Face Recognition by Elastic Graph Bunch Matching”, MSIN Thesis 2004

6. I. Papagrigorakis, “Face Tracking using active contour deformable templates”, MSIN Thesis 2004, co-supervision with A. Pnevmatikakis.

7. L. Adgigogov, “Host load Prediction for Scheduling in the scope of a Grid Infrastructure, MSIN Thesis 2004, co-supervision with J. Soldatos.

8. I. Pandis, “Middleware Architectures for Ubiquitous Computing”, MSIN Thesis 2004, co-supervision with J. Soldatos. Subsequently the student was accepted to the Ph. D. program of the ECE dept. of CMU.

9. M. Vlassopoulos, “Information Providers for Grid Scheduling Services”, MSIN Thesis 2004, co-supervision with J. Sodlatos.

10. M. Antonopoulou, “QoS on 802.11 Wireless LAN’s Using Distributed ELF”, MSIN Thesis 2003, co-supervised with P. Steenkiste (CMU).

11. K. Lambrou, “A Brokerage Model for Advanced Services and its OGSA instantiation”, MSIN Thesis 2003, co-supervision with J. Soldatos.

12. A. Sevasti, “QoS Based Routing for Multimedia Services”, MSIN Thesis 2003.

13. N. Pratsinis, “Smart Routers”, MSIN Thesis 2003, co-supervision with S. Bithas (INTRACOM).

14. P. Langas “Information Browser and Multimedia portal with multimodal capabilities”, MSIN Thesis 2003.

15. K. Stamatis, “H/W Acceleration of DSP Algorithms”, MSIN Thesis 2003, co-supervision with D. Kritharides (INTRACOM).

16. N. Botsis, “DDR SDRAM Controller IP Core”, MSIN Thesis 2003, co-supervision with D. Kritharides (INTRACOM).

Current Researchers (Master Degree holders)

1. A. Stergiou – Computer Vision & Audio Processing
2. V. Milonakis – Distributed & Grid Computing Infrastructure
3. N. Dimakis – Distributed & Grid Computing Applications
4. G. Souretis – Face Recognition Algorithms
5. E. Retzeperis – Audio Processing, Information Fusion

GRANTS

• European Funded (FP5, FP6)
  Jan. 2004 – June 2006 CHIL (IST-2002-506909), FP6 Integrated project: Computers in the Human Interaction Loop. Ranked 2nd out of 70. (2004-2006). – €1,250,000 out of a total Project Grant of ~€15,000,000)

• June 2002 – Dec. 2004 HOMETALK (IST-2001-33507): Inceptor and Organizer of the FP5 Project. Home Automation using Speech. – €650,000 out of a total Project Grant of ~€3,600,000)

• Jan. 2002 – Dec. 2003 CREDO (IST-2001-33093), FP5 project: Integrated Network Services. – €350,000 out of a total Project Grant of ~€2,300,000)

• Jan. 2000 – June 2002 CATCH-2004 (IST-1999-11103): Inceptor, Organizer and Project Leader for the FP5 project Converse in AThens-2004, Cologne and Helsinki. Multimodal interaction across devises & services. Characterized of “Strategic Importance” by the European Commission and named a “Flagship Project” for Key Action II. Ranked 1st out of 117 in evaluation. – €1,250,000 out of a total Project Grant ~€3,100,000)

• Winter 2001 Assisted in the successful submission of the proposal MALAK and AVIRAM for IBM Research to NSF: Collaboration with the Spielberg Shoah Foundation. – $2,000,000

• June 2006 – Dec 2007 ΠΡΙΑΜΟΣ: GSRT project for Intelligent Multimedia Processing – €100,000 (proposal accepted for funding, will start June 2006).
• Jan 2004 – Dec 2005 ΠΡΟΣΤΟ: GSRT project for education on fleet management & telematics. – €7,000
• Jan 2004 – Dec 2005 Διόσκουροι: GSRT project for education on Network Technologies – €4,000

• June 2005 – June 2006 IBM Sponsored Research: RESIT II W0138580. SpeechTV: Speech enabled TV set-top boxes with IBM embedded speech software. Research collaboration with IBM T.J. Watson Research Center – $40,000
• Dec 2005 – June 2006 IBM Sponsored Research: Agreement W0550974. IBM off-Line automatic transcription software licensed to incorporate into the AIT Smart Room applications and demonstrations.
• Nov 2005 – June 2007 Daimler-Chrysler Research Collaboration: Donation of Directed Audio device and collaborative work on this research area.

REFEREED JOURNAL PUBLICATIONS (Published/Accepted) – by category

Algorithms & Optimization
 

1. “Parallel Shortest Path Auction Algorithms”, co-author Dimitri Bertsekas, Parallel Computing Journal, vol. 20, pp. 1221-1247, 1994.

2. “Data Parallel Implementations of Dense Linear Programming Algorithms”, co-authors J. Eckstein, et. al., ORSA Journal of Computing.

3. “Implementations of Efficient Algorithms for Globally Optimal Trajectories”, co-authors Dimitri Bertsekas, John Tsitsiklis, IEEE Journal on Automatic Control.

4. “ε-Relaxation Algorithms for Convex Separable Network Flow Problems,” co-authors Dimitri Bertsekas, P. Tseng, SIAM Journal on Optimization.

5. “ε-Relaxation and Auction Algorithms for the Convex Cost Network Flow Problem,” co-authors Dimitri Bertsekas, P. Tseng, Lecture Notes on Economics and Mathematical Systems, Springer-Verlag, November 1996 (printed March 1997).
   
   Speech Recognition / Natural Language Understanding / Multimodal Interaction
    

6. “Conversational Natural Language Understanding Interfacing City Event Information”, co-authors Mast M., Ross T., Schulz H., Harrikari H., et. al., Data and Knowledge Engineering Journal, Vol. 42, No. 3 , September 2002, Pages 343-360, Elsevier Science.

7. “Multimodal Web Applications: Design Guidelines and an Implementation Framework”,, L. Polymenakos and J. Soldatos, accepted for publication in the International Journal of Web Engineering and Technology (IJWET), Vol 2, No. 1, 2005.
   
   Grid Computing

8. “EMPEROR: An OGSA Grid Meta-Scheduler based on Dynamic Resource Predictions: Schemes and Implementation in Globus”, L. Adgigogov, J. Soldatos , Lazaros Polymenakos, accepted for publication in Journal of Grid Computing (Kluwer, editors-in-chief: Ian Foster, Peter Kacsuk), 2005.
   
   Autonomic & Ubiquitous Computing / Distributed Systems

9. “Agent based Middleware Infrastructure for Autonomous Context-Aware Computing Services”, John Soldatos, Ippokratis Pandis, Kostas Stamatis, Lazaros Polymenakos, James Crowley, accepted for publication in the Computer Communications Journal, Vol. Emerging Middleware for Next Generation Networks, 2005. Status: Accepted – to appear
   
   Perceptual Interfaces (Machine Vision, Audio Processing)

10. “A testing methodology for face recognition algorithms”, A. Pnevmatikakis and L. Polymenakos , accepted for publication in Lecture Notes in Computer Science, by S. Renals and S. Bengio (Eds.): LNCS 3869, pp. 218-229, Springer-Verlag Berlin Heidelberg 2006.

11. “Estimation Of Direction Of Arrival Using Information Theory”, Fotios Talantzis, D. B. Ward, L. C. Polymenakos, A. G. Constantinides, accepted for publication in IEEE Electronics Letters, 2005.

12. “Semantic Web Technologies for Ubiquitous Computing Resource Management in Smart Spaces”, John Soldatos, Kostas Stamatis, Siamak Azodolmolky, Ippokratis Pandis, and Lazaros Polymenakos, submitted for publication in the International Journal of Web Engineering and Technology (IJWET).

13. “A Novel Algorithm for the Adaptation of the Pole of Laguerre Filters”, C. Boukis, D. Mandic, A.G. Constantinides and L. C. Polymenakos, submitted for publication to IEEE Signal Processing Letters, Oct 2005.

14. “2D Multi-Person Tracking Using Kalman Filtering and Adaptive Background Learning in a Feedback Loop”, A. Pnevmatikakis and L. Polymenakos,CLEAR 2006, Lecture Notes in Computer Science, Vol. 3869, pp. 218-229, Springer-Verlag, Berlin Heidelberg, 2006.

15. “3D Audiovisual Person Tracking Using Kalman Filtering and Information Theory”, N. Katsarakis, G. Souretis, F. Talantzis, A. Pnevmatikakis and L. Polymenakos, CLEAR evaluation 2006, Lecture Notes in Computer Science, Springer-Verlag, Berlin Heidelberg, 2006.

16. “A Decision Fusion System across Time and Classifiers for Audio-visual Person Identification”, A. Stergiou, A. Pnevmatikakis and L. Polymenakos, CLEAR 2006 evaluation, Lecture Notes in Computer Science, Springer-Verlag, Berlin Heidelberg, 2006.

17. “Kalman Tracking with Target Feedback on Adaptive Background Learning”, A. Pnevmatikakis and L. Polymenakos, published in S. Renals and S. Bengio (Eds.), Lecture Notes in Computer Science, Springer-Verlag, Berlin Heidelberg, 2006.

18. “An Acoustic Source Localization Framework Based On Mutual Information,” F. Talantzis, A. G. Constantinides, L. C. Polymenakos, IEEE Transactions on Speech and Audio Processing, 2006.

19. “Real-Time Audio Source Localization Using Information Theory”, V. Milonakis, F. Talantzis, L. Polymenakos, published in S. Renals and S. Bengio (Eds.), Lecture Notes in Computer Science, Springer-Verlag, Berlin Heidelberg, 2006.

20. “The AIT Outdoors Tracking System for Pedestrians and Vehicles”, A. Pnevmatikakis and L. Polymenakos, in S. Renals, S. Bengio and J. Fiscus (Eds.) Lecture Notes in Computer Science, Springer-Verlag, Berlin Heidelberg, 2006.

21. “Impact of Face Registration Errors on Recognition”, E. Rentzeperis, A. Stergiou, A. Pnevmatikakis and L. Polymenakos, in I. Maglogiannis, K. Karpouzis and M. Bramer (eds.), Artificial Intelligence Applications and Innovations, Springer, Berlin Heidelberg, pp. 187-194, June 2006.

22. “Robust Multimodal Audio-Visual Processing for Advanced Context Awareness in Smart Spaces”, A. Pnevmatikakis, F. Talantzis, J. Soldatos and L. Polymenakos, in I. Maglogiannis, K. Karpouzis and M. Bramer (eds.), Artificial Intelligence Applications and Innovations (AIAI06), Springer, Berlin Heidelberg, pp. 290-301, June 2006.
     

PUBLICATIONS (Scientific Journals): Submitted – Review Pending

Perceptual Interfaces

1. “A weighted voting scheme for blind post-decision fusion”, A. Pnevmatikakis and L. Polymenakos, International Journal of Pattern Recognition and Artificial Intelligence, May 2006.
2. “Toward Bias minimization in acoustic feedback cancellation systems”, C.Boukis, D.P. Mandic and A.G. Constantinides, Journal of the Acoustical Society of America. “Gradient descent algorithms with exponential cost functions”, C. Boukis, D.P.Mandic and L.C.Polymenakos, IEEE Trans on Signal Processing.
3. “The robustness effect of Acoustic Source Localization on Blind Source Separation systems” , F. Talantzis, A. G. Constantinides, L. C. Polymenakos, EURASIP Journal on Audio, Speech, and Music Processing.
   
   Autonomic & Ubiquitous Computing / Distributed Systems
4. “A Breadboard Architecture for Pervasive Context-Aware Services in Smart Spaces: Middleware Components and Prototype Applications”, J. Soldatos, N. Dimakis, K. Stamatis, L. Polymenakos, submitted for publication to Personal and Ubiquitous Computing Journal, Springer, Jan 2006.
5. “Perceptual Components and Advanced Context Awareness for Ubiquitous Computing”, A. Pnevmatikakis, L. Polymenakos, J. Soldatos, and F. Talantzis, submitted to IEEE Pervasive Computing Magazine, Jan 2006.
6.  “Processing Far-Field Video Sequences for Face Tracking and Recognition”, A. Pnevmatikakis and L. Polymenakos,International Journal of Image and Video Processing, 2006.
7. “The 2006 Athens Information Technology Speech Activity Detection and Speaker Diarizaton Systems”, E. Rentzeperis, A. Stergiou, C. Boukis, A. Pnevmatikakis and L. Polymenakos, in R. Stiefelhagen and J. Garofolo (eds.): RT’06, Lecture Notes in Computer Science, Springer-Verlag, Berlin Heidelberg.
   
   Algorithms & Optimization
8. “A Modified Armijo Rule for the Online Selection of the Learning Rate of the LMS Algorithm”, C. Boukis, L. C. Polymenakos, D. P. Mandic, submitted to IEEE Transactions on Signal Processing

REFEREED CONFERENCE PUBLICATIONS (by category)

Algorithms & Optimization
 

1. “Parallel Shortest Path Auction Algorithms”, co-author Dimitri Bertsekas, ORSA TIMS 1994, Boston.

2. “ε-Relaxation Algorithms for the Convex Cost Network Flow Problem,” co-authors D. Bertsekas, P. Tseng, ORSA TIMS 1995, New Orleans

3. “ε-Relaxation and Auction Algorithms for the Convex Cost Network Flow Problem,” co-authors D.Bertsekas, P. Tseng, Conference on Network Optimization, University of Florida, Gainesville, February 12-14, 1996.. Printed in the book: Lecture Notes on Economics 450, pp. 103-126, Springer 1997.

4. “Auction/Sequential Shoterst Path Algorithms for the Convex Cost Network Flow Problem,” co-authors D. Bertsekas, P. Tseng, ORSA TIMS 1996, Atlanta.
   
   Speech Reco. / Natural Language Understanding / Multimodal Interaction

5. “Transcription of Radio Broadcast News with the IBM Large Vocabulary Speech Recognition System”, co-authors P. S. Gopalakrishnan, R. Gopinath et al, Speech Recognition Workshop, February 1996, Arden House, New York: (Defence Advanced Research Projects Agency - DARPA).

6. “Acoustic Models Used in the IBM System for the ARPA Hub 4 Task”, Speech Recognition Workshop, February 1996, Arden House, New York: co-authors P. S. Gopalakrishnan, R. Gopinath et al. (Defence Advanced Research Projects Agency- DARPA).

7. “Suppressing Background Music from Music-Corrupted Data of the ARPA HUB4 Task”, co-authors P. S. Gopalakrishnan, et al, Speech Recognition Workshop, February 1996, Arden House, New York: (Defense Advanced Research Projects Agency - DARPA).

8. “Transcription of Broadcast News Shows with the IBM Large Vocabulary Speech Recognιtion System”, co-authors P. S. Gopalakrishnan, R. Gopinath et al., Speech Recognition Workshop, February 1997, Westfields Conference Center, Washington D. C., Virginia: (Defence Advanced Research Projects Agency).

9. “Transcription of Broadcast News System Robustness Issues and Adaptation Techniques”, co-authors P. S. Gopalakrishnan, R. Gopinath et al, ICASSP’97 Munhen Germany. Printed in the Proceedings of the ICASSP’97 conference, Munhen 1997.

10. “Transcription of Broadcast News – Some Recent Improvements to IBM’s LVSCR System”, co-authors P. Olsen, D. Kanvesky, R.A. Gopinath, et.al, Speech Recognition Workshop, February 1998, : Printed in the Proceedings of the DARPA Speech Recognition Workshop, February 1998. Presented also and printed in the Proceedings of ICASSP’98.

11. “IBM’s LVCSR System For Transcription Of Broadcast News Used In The 1997 Hub4 English Evaluation”, co-authors P.S. Gopalakrishnan, R.A. Gopinath, et.al., Proceedings of SLT’98 conference.

12. “Aspects of design and implementation of a multi-channel and multi-modal information system”, International Conference Software Maintenance 2001 (ICSM2001), November 2001, Florence Italy.

13. “A Conversational Natural Language Understanding Information System for Multiple Languages”, 6th International Workshop on Applications of Natural Language for Information Systems, June 28-29, 2001, Madrid, Spain: proceedings in Lecture Notes Volumen in Informatics, published by the German Informatics Society.

14. “An Authoring Framework for Dialogue Forms Development in Conversational Applications”, L. Polymenakos, J. Soldatos, Recent Advances in Natural Language Processing 10-12 September 2003, Borovets, Bulgaria.
    
    Distributed Systems & Middleware Components

15. “An Approach to Lightweight Deployment of Web Services”, 14th International Conference on Software Engineering and Knowledge Engineering (SEKE’02), July, 15-19, 2002, Ischia (Italy): in the Proceedings of the conference.

16. “Accessing and Transforming Dynamic Content based on XML: Alternative Techniques and a Practical Implementation”, 3rd Conference on Information Integration and Web-based Applications & Services, September 10-12, 2001, Linz, Austria: Published in the Proceedings of the Conference.

17. “An Authoring Framework for Dialog Forms Development in Conversational Applications”, John Soldatos in the Proc. of the International Conference on Recent Advanced in Natural Language Processing (RANLP’03), pp.389-395, Borovets, Bulgaria, September, 10-12, 2003.

18. “Selecting & Enabling Applications for Composite Radio Environments”, Third workshop on Applications and Services in Wireless Networks, (ASWN 2003), Prof. N. Mitrou, et al.

19. “An Ontology-based Framework for Dynamic Resource Management in Ubiquitous Computing Environments”, Ippokratis Pandis, John Soldatos, Alexander Paar, Jürgen Reuter, Michael Carras, Lazaros Polymenakos, accepted to the 2nd International Conference on Embedded Software and Systems, Northwestern Polytechnical University of Xian, P.R.China, December 16-18, 2005.

20. “A Formally Specified Ontology Management API as a Registry for Ubiquitous Computing Systems”, Alexander Paar, Jürgen Reuter, John Soldatos, Kostas Stamatis, Lazaros Polymenakos, accepted for publications in the 3rd IFIP conference in Artificial Intelligence Applications and Innovations, AIAI 2006, June 2006.

21. “Middleware for In-door AmbientIntelligence: The PolyOmaton System”, S. Azodolmolky, N. Dimakis, V. Mylonakis, G. Souretis, J. Soldatos, A. Pnevmatikakis, L. Polymenakos, , in the Proc. of the 2nd NGNM workshop, Networking 2005, Waterloo, Canada, May, 6th 2005.

22. “Enhancing Learning Experiences through Context-Aware Collaborative Services: Software Architecture and Prototype System”, N. Dimakis, L. Polymenakos, J. Soldatos, Proceedings of The 4th International Workshop on Wireless, Mobile and Ubiquitous Technologies in Education, June 2006.

23. “Perceptive Middleware and Intelligent Agents for Service Autonomy in Smart Spaces”, Nikolaos Dimakis, John Soldatos, Lazaros Polymenakos, Uwe Pfirrmann, Manfred Schenk, Axel Bürkle, IAT conference in Hong-Kong, 2006. Submitted.

24. “An Agent-Based Architecture for Context-Aware Services Supporting Human Interaction”, A. Bürkle, W. Müller, U. Pfirrmann, M. Schenk, N. Dimakis, J. Soldatos, L. Polymenakos, IAT conference in Hong-Kong, 2006. Submitted.
    
    Grid Computing

25. “Programmable Grids Framework enabling QoS in an OGSA context”, J. Soldatos, L. Polymenakos, George Kormentzas, in the Proc. of the 1st International Workshop on Active and Programmable Grids Architectures and Components, held in the scope of ICCS’04, Krakow, Poland, June 7-9, 2004.

26. “Grid Donors Resources Utilization Analysis towards Optimal Job Scheduling”, L. Polymenakos, J. Soldatos, E. Vayias, in the Proc. of the DPSN’04, workshop, held in the scope of IFIP Networking 2004, Athens, May 14th 2004.
    
    Perceptual Interfaces (Machine Vision, Audio Processing)

27. “Perceptual Interfaces and Distributed Agents supporting Ubiquitous Computing Services”, J. Soldatos, L. Polymenakos, A. Pnevmatikakis, F. Talantzis, K. Stamatis and M. Carras, Eurescom 2005, Summit.

28. “Comparison of Eigenface-Based Feature Vectors under Different Impairments”, A. Pnevmatikakis, L. Polymenakos, Int. Conf. Pattern Recognition 2004, vol. 1, pp. 296-300, Aug. 2004.

29. “Computers in the Human Loop (CHIL)”, L. Polymenakos, Int. Conf. on Multi-platform e-Publishing (MELISSA), Nov. 2004.

30. “An Automatic Face Recognition System”, A. Pnevmatikakis, L. Polymenakos, Int. Conf. on Multi-platform e-Publishing (MELISSA), Nov. 2004.

31. “A testing methodology for face recognition algorithms”, A. Pnevmatikakis and L. Polymenakos, 2nd Joint Workshop on Multi-Modal Interaction and Related Machine Learning Algorithms, Edinburgh, UK, July 2005.

32. “An Automatic Face Detection and Recognition System for Video Streams”, A. Pnevmatikakis and L. Polymenakos, 2nd Joint Workshop on Multi-Modal Interaction and Related Machine Learning Algorithms, Edinburgh, UK, July 2005.

33. “Audio/Visual Person Identification”, A. Stergiou, A. Pnevmatikakis and L. Polymenakos, 2nd Joint Workshop on Multi-Modal Interaction and Related Machine Learning Algorithms, Edinburgh, UK, July 2005.

34. “EBGM Vs Subspace Projection for Face Recognition”, A. Stergiou, A. Pnevmatikakis and L. Polymenakos, International Conference on Computer Vision Theory and Applications, Setúbal, Portugal, Feb. 2006.

35. “Impact of Face Registration Errors on Recognition”, E. Rentzeperis, A. Stergiou, A. Pnevmatikakis and L. Polymenakos, Artificial Intelligence Applications and Innovations, Peania, Greece, June 2006.

36. “Robust Multimodal Audio-Visual Processing for Advanced Context Awareness in Smart Spaces”, A. Pnevmatikakis, F. Talantzis, J. Soldatos and L. Polymenakos, Artificial Intelligence Applications and Innovations (AIAI06), Peania, Greece, June 2006.

37. “An Adaptive Speech Activity Detector Based on Signal Energy and LDA”, E. Rentzeperis, A. Stergiou, C. Boukis, G. Souretis, A. Pnevmatikakis and L. Polymenakos, 3rd Joint Workshop on Multi-Modal Interaction and Related Machine Learning Algorithms, accepted.

38. “Face Detection and Recognition in Far Field Video Streams”, N. Katsarakis, A. Stergiou, A. Pnevmatikakis and L. Polymenakos, Int. Conf. Pattern Recognition 2006, submitted.

39. “Enhancing the Performance of a GMM-based Speaker Identification System in a Multi-Microphone Setup”, A. Stergiou, A. Pnevmatikakis and L. Polymenakos, InrterSpeech 2006, Pitsburgh, USA, Sept. 2006.

40. “An Automatic Face Detection and Recognition System for Video Streams”, F. Talantzis, A. Pnevmatikakis and L. Polymenakos, IEEE International Workshop on Multimedia Signal Processing ( MMSP 2006), Victoria, Canada, Oct. 2006.

41. “Using A Differential Microphone Array To Estimate The Direction Of Arrival Of Two Acoustic Sources”, F. Talantzis, A. G. Constantinides, L. C. Polymenakos, Proceedings of INTERSPEECH, September 2006.

42. “Real time audio-visual tracking”, F. Talantzis, A. Pnevmatikakis, L. C. Polymenakos, Proceedings of IEEE MMSP, October 2006.

43. “Robust Estimation of Background for Fixed Cameras”, A. Pnevmatikakis, L. Polymenakos, IEEE CS Press, 15th International Conference on Computing, November 21-24, 2006, Mexico City, Mexico. Submitted.

OTHER PUBLICATIONS & TECHNICAL REPORTS

1. “A Neural Networks Application to Speech,'' Massachusetts Institute of Technology, Cambridge, Massachusetts, 1993. Supervised by Prof. D. Bertsekas

2. “K-Best Routes Auction Algorithms: Serial and Parallel,” Massachusetts Institute of Technology, Cambridge, Massachusetts, 1993. Supervised by D. Bertsekas.

3. “Automatic conversion of numbers to text”, Dr. Lazaros Polymenakos and Xenofon Papadopoulos. Research funded by research grant from the Human Language Technologies Group of ΙΒΜ Τ. J. Watson Research Center, NY, 1998.

4. “Phone Selection for the Greek Language Optimized for Automatic Speech Recognition,” by Lazaros Polymenakos and Katerina Georgopoulou. Research funded by research grant from the Human Language Technologies Group of ΙΒΜ Τ. J. Watson Research Center, NY, 1998

5. “Commercial and Enterprise GRIDs: Drivers and Implications”, John Soldatos, L. Polymenakos, AIT report December 2003.

6. “GRID Technologies: Prospects and Applications for e-Business”, report for the eBusiness Forum Working Group Z6.
    

PATENTS

1. “Method and Apparatus for Suppressing Background Music or Noise from the Speech Input of a Speech Recognizer.” ΙΒΜ Νο. ΥΟ895-0508,0510, US Patent Number: 5,848,163, Dec.8, 1998. It became and international patent in 1999. European Patent Number It has received 8 references in other issued US patents.

2. “Transcription of Speech Data with Segments from Acoustically Dissimilar Environments.” ΙΒΜ Νο. ΥΟ996017. US Patent Number 6,067,517, May 23, 2000. I became international in 2003. European Patent Number EP788090. It has received references from the 3 issued US patents, 2 European Patents, and 1 World Office patent.

3. “Estimating Speaker Location Using Mutual Information,” F. Talantzis, A. G. Constantinides, L. C. Polymenakos, Pending AIT’s approval.
   
   Pre-patent Search

4. “Mapping 3-D Audio-Visual Room Characteristics to Speech Recognition Models”. Being submitted to AIT patent office as basis for a Pre-patent Search.

5. “Method & Apparatus for Blind Source Localization Using Information Theoretic Techniques”, Submitted to AIT patent office February 2005, after completing Pre-Patent Search.

AWARDS & DISTINCTIONS

1. VACE II (Video Analysis and Content Extraction) Evaluation of Systems by NIST (USA): Submitted system Ranked 2nd in people and vehicle detection and tracking in surveillance videos. Invited in special event organized by D. Moellman of DIA and Dr. M. Macedonia of Chief Technology Officer for the US Army PEO STRI program.
2. IBM Thanks! award: Best Student Intern Advisor, Summer 2004. Awarded by summer student intern Marta Baberro, University of Michigan.
3. Academic Visitor, IBM T. J. Watson Research Center. Summer 2004. Evaluator of new technology (Reusable Dialog Components). Supervision of summer student interns (4 students). Author of Architectural Blueprint for Re-usable Dialog Components.
4. INTEL Ambassador Award: An award for the successful run of lectures on behalf of INTEL in 2003.
5. Bodosakis Foundation scholarship 1989.
6. Award and Prize from ΙΒΜ for the patent “Transcription of Speech Data with Segments from Acoustically Dissimilar Environments.”
7. Vinton Hayes award, 1989, Massachusetts Institute of Technology, Cambridge, Massachusetts.
8. Graduated NTUA, EECS, Ranked 2nd (9.69/10) in five year average.
9. TEE award for being the first in class at NTUA (University) for years 1984, 1985.
10. Mathematical Society Award and Participation to the Mathematical Olympiad, Prague 1984. Ranked within the top 100 out of 350 participants.
11. Salutatorian of Athens College High school (GPA ). Commemorative Plaque on Benaki Building. Also received Mathematics Award, Physical Sciences Award, Public Speaking Award, Alex. Perry Award.
     

WORK FEATURED IN EXHIBITIONS, NATIONAL TV, INDUSTRIAL JOURNALS

• IST-2006, Helsinki: Sponsored by the European Commission, to demonstrate the capabilities of the SMART lab applications. Two booths: one based on a proposal we submitted, and one for the CHIL project. IST Prize for finalist in Best Exhibition Booth competition for CHIL.

• COMDEX 2005: Sponsored by ET3 (Greek National TV Channel 3) to present our advanced Pervasive and Intelligent Computing Prototypes at COMDEX 2005.

• Featured on ET3 (Greek National TV Ch.3), e-Life program, May 2005: The program featured my team (The AGC Group) and our research including our demos and SMART Laboratory.

• IST Conference, Düsseldorf, December 2001: The European Commission invited the project CATCH-2004 (that I conceived, proposed and leaded) to present its results in an exhibition Booth. The demonstration was attended by European Commission Head for Enterprise and Information Society Erkki Liikanen and other dignitaries.

• Featured on Greek National TV in 2001 for Speech Recognition prototype in English and Greek using the IBM ViaVoice Speech Recognition Technology. Prototype of Greek Speech Recognizer was built under my supervision while at IBM Research.

• COMDEX 2001: - Demonstration of an advanced prototype of the system for European Funded program CATCH-2004 using IBM ViaVoice Technology in English.
  - Demonstration of an automatic speech transcription system in Greek that was built under my supervision using IBM ViaVoice speech recognition technology.

• COMDEX 2000: Demonstration of a first prototype of the system for European Funded program CATCH-2004 using IBM ViaVoice Technology in English

• Several publications in industrial journals: KNOWHOW, PC Magazine, Security Manager, INTRACOM NEWS.
   

CONFERENCE, WORKSHOP, STEERING COMMITTEES

• Organizer of the IFIP Artificial Intelligence: Applications & Innovation 2007, conference (AIAI-2007).

• Organizer of IFIP Artificial Intelligence summer school, 2007.

• Organizing Committee member of ICSLP2006

• Co-organizer, of the IFIP Artificial Intelligence: Applications & Innovation 2006, conference (AIAI-2006)

• Coordinator of the E-Business Forum Group Z6, “Grid Computing for e-business”, 2004-2005.

• Organizing committee member of Pervasive Health conference 2006 of the ICST (International Communication Sciences and Technology Association). It will be held in Salzburg Austria in March 22-24, 2006.

• Technical Program Organizer of the 3rd IFIP-TC6 Conference titled ‘Artificial Intelligence Applications and Innovation’, to be held in Athens, AIT, June 5-7, 2006

• Reviewer of papers submitted for publication to scientific journals. Indicatively I mention the journals “Computational Optimization and its Applications”, “Annals of Operations Research”

• Reviewer of the IEEE Transactions on Speech and Audio Processing Journal.

• Coordinator of the eBusiness Forum Working Group Z6, on “GRID Technologies: Prospects and Applications for e-Business”.

UNIVERSITY COMMITTEES

• Graduate student admissions for AIT MSIN program, 2005.

• Graduate student admissions for AIT MSIN & MSITT program, 2004.

• Graduate student admissions for AIT MSIN program, 2003.

• Graduate student admissions for MIT MSIN program, 2002.

REFEREE / EVALUATOR

• Expert evaluator of proposals to the ΓΓΕΤ Grid Computing Research Program, July 2006.

• Expert evaluator of proposals to the ΓΓΕΤ International Collaboration Research Programs (Spain, Germany, France), Fall 2004.

• Expert evaluator invited by the European Commission (11/11/2001) and (3/2002) for the review and scoring of research proposals in the area of “Simulation & Visualization”, (5th Framework for Research and Development).

• Expert evaluator invited by the European Commission (15/5/2001 & 10/2001) for the review and scoring of research proposals in the area of “Human Language Technologies" (5th Framework for Research and Development).

• Invited by the European Commission (13/10/99) to serve on a panel for the composition of a research call in the area of “Human Language Technologies” (5th Framework For Research and Development).

• Evaluation Committee Member (1996 & 1997) for the ARPA-HUB4 research program on the automatic transcription of broadcast news.
   

INVITED TALKS

• Princess Sumaya University, “Audio Visual research & Degree programs at AIT”, invited by Princess Sumaya of Jordan.

• Harvard Professional Seminar on Leadership: “ICT Infrastructures”, November 11, 2004. Accompanying material for lecture (Grid Computing Technical Report by L. Polymenakos and J. Soldatos.).

• “Ambient Intelligence Research at AIT”, at 3 Turkish universities: METU Ankara, Bilkent Ankara, and Sabanci University Istanbul.

• “Ambient Intelligence”, Indian Institute of Technology, New Delhi, India, April 2004.

• “Using Evaluation within HLT programs: results and trends”, LREC2000, Athens, Greece, May 29 2000. Panel Member.

• “A New Algorithmic Framework for Convex Cost Network Flow Problems”, Electrical Engineering Department, University of California, Los Angeles, CA, June 10 1996.

• “A New Algorithmic Framework for Convex Cost Network Flow Problems'', Electrical Engineering Department, University of Southern California, Los Angeles, CA, May 5, 1996.

• “Auction Algorithms for Convex Cost Network Flow Problems”, Operations Research Department, Princeton University, Princeton, NJ, 30 November 1995.
   

CITATIONS

Representative citations (2002-2006) (~30 citations)
Citations of Jaroslav Gergic, Jan Kleidienst, Yannis Despotopoulos, John Soldatos, George Patikis, Apostolos Anagnostou and Lazaros Polymenakos, "An Approach to Lightweight Deployment of Web Services", in the Proc. of the 14th International Conference on Software Engineering and Knowledge Engineering (SEKE '02), Ischia, Italy, July, 15-19, 2002:
[1] L. Davis, R.Gamble "Understanding Services for Integration Management" in Lecture Notes in Computer Science, Publisher: Springer-Verlag Heidelberg, ISSN: 0302-9743, Volume 2959 / 2004, pp.84-93.
[2] Thomas, A. and Venter, L.M. 'Propagating Trust In The Web Services Framework', in the Proc. ISSA2004, 'Enabling Tomorrow Conference', Eds: HS Venter, JHP Eloff, L Labuschagne and MM Eloff, ISBN: 1-86854-522-9, July 2004, Information Security South Africa (ISSA).
[3] Paulo Guilherme Vita, 'Challenges in the Adoption and Diffusion of Web Services in Financial Institutions', Paper CISL# 2004-07, June 2004, Composite Information Systems Laboratory (CISL), Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA 021421.
[4] Abbas HeydarNoori, Farhad Mavaddat and Farhad Arbab, 'Towards an Automated Deployment Planner for Composition of Web Services as Software Components', in the Proc. of the 2nd International Workshop on Formal Aspects of Component Software, FACS'05, UNU-IIST, Macao October 24-25, 2005 pp. 279-293.
[5] Ingo Scholtes and Peter Sturm, 'WEB FEDERATES - TOWARDS A MIDDLEWARE FOR HIGHLY SCALABLE PEER-TO-PEER SERVICES', in the Proc. of the International COnference on Web Information Systems and Technologies (WEBIST), April 11-13, 2006, Setubal, Portugal.

Citations of the L. C. Polymenakos and D. P Bertsekas, “Parallel Shortest-Path Auction Algorithms”, Parallel Computing
[1] O'Cearbhaill EA, O'Mahony M “Parallel implementation of a transportation network model” JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING 65 (1): 1-14 JAN 2005
[2] Lanthier M, Nussbaum D, Sack JR Parallel implementation of geometric shortest path algorithms PARALLEL COMPUTING 29 (10): 1445-1479 OCT 2003

Citations of the L.C. Polymenakos, D.P. Bertsekas, J.N. Tsitsiklis, “Implementation of efficient algorithms for globally optimal trajectories” , IEEE TRANSACTIONS ON AUTOMATIC CONTROL
[1] Junge O, Osinga H “A set oriented approach to global optimal control” ESAIM-CONTROL OPTIMISATION AND CALCULUS OF VARIATIONS 10 (2): 259-270 2004
Some older citations:
[2] Trajectory Generation of High Rise/High Speed Elevators - Octavian Beldiman (1998)
[3] Optimal Control Using Bisimulations: - Implementation Mireille Broucke (2001)
[4] “Numerical algorithms for continuous optimal trajectories”, Ma, X., Castañón, D.A.
2004, Proceedings of the IEEE Conference on Decision and Control 5, pp. 5427-5432
[5] “Discrete Approximations to Continuous Shortest-Path: Application to Minimum-Risk Path Planning for Groups of UAVs”, Kim, J., Hespanha, J.P., 2003 Proceedings of the IEEE Conference on Decision and Control 2, pp. 1734-1740.

Citations of the Bertsekas DP, LC Polymenakos, Tseng P “An epsilon-relaxation method for separable convex cost network flow problems”, SIAM JOURNAL ON OPTIMIZATION 7 (3): 853-870 AUG 1997
[1] Cheng E, Kruk S, Lipman “Flow formulations for the student scheduling problem”
LECTURE NOTES IN COMPUTER SCIENCE 2740: 299-309 2003.
[2] Guerriero F, Tseng P, “Implementation and test of auction methods for solving generalized network flow problems with separable convex cost” JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS 115 (1): 113-144 OCT 2002.
[3] “Structured prediction, dual extragradient and Bregman projections”, Taskar, B., Lacoste-Julien, S., Jordan, M.I., Journal of Machine Learning Research 7, pp. 1627-1653, 2006.
[4] “Minimum-cost multicast over coded packet networks”, Lun, D.S., Ratnakar, N., Médard, M., Koetter, R., Karger, D.R., Ho, T., Ahmed, E., Zhao, F., IEEE Transactions on Information Theory 52 (6), pp. 2608-2623, 2006.
[5] “Achieving minimum-cost multicast: A decentralized approach based on network coding”, Lun, D.S., Ratnakar, N., Koetter, R., Médard, M., Ahmed, E., Lee, H., Proceedings - IEEE INFOCOM 3, pp. 1608-161, 2005.
[6] “An ε-out-of-kilter method for monotropic programming”, Tseng, P., 2001 Mathematics of Operations Research 26 (2), pp. 221-233
[7] Parallel algorithms for solving the convex minimum cost flow problem, Beraldi, P., Guerriero, F., Musmanno, R., 2001 Computational Optimization and Applications 18 (2), pp. 175-190
 

1. Citations of the Technical Report J. Eckstein, L. C. Polymenakos, R. Qi, V. I. Ragulin, and S. A. Zenios. Data-parallel implementations of dense linear programming algorithms. Technical Report TMC-230, Thinking Machines Corporations, Cambridge, MA, 1992.
   [1] An Efficient Steepest-Edge Simplex Algorithm for SIMD Computers - Thomadakis, Liu
   [2] Performance and Scalability of the Parallel Simplex Method.. - Karypis, Kumar (1994)
   [3] A Parallel Interior Point Method for Stochastic Linear Programs - de Silva, Abramson (1994)
   [4] A Parallel Formulation of Interior Point Algorithms - Karypis, Gupta, Kumar (1994)
   [5] A Parallel Interior Point Method and its Application to.. - de Silva, Abramson (1995)
   [6] A Parallel Interior Point Method for Stochastic Linear Programs - de Silva, Abramson (1994)
   
   Citations of L. Polymenakos, et. al "IBM's LVCSR system for transcription of broadcast news”, ’97
   [1] Sylvain Meignier, Jean-Francois Bonastre, Ivan Magri- Chagnolleau, in ‘Speaker Utterances Tying Among Speaker Segmented Audio Documents Using Hierarchical Classification: Towards Speaker Indexing Of Audio Databases’ (2002)
   [2] Ivan Magrin-Chagnolleau, Nathalie Parlangeau-Vallès in ‘Audio Indexing: What Has Been Accomplished And The Road Ahead’ (2002)
   [3] Chris J. Wellekens in Outils de navigation dans les fichiers audio (2002)
   
   Citations of L. Adgigogov, J.Soldatos, L.Polymenakos, 'EMPEROR: An OGSA Grid Meta-scheduler based on Dynamic Resource Predictions', Journal of Grid Computing, Vol. 3, No. 1-2. (June 2005), pp. 19-37:
   [1] Wladimir S. Meyer, Milton R. Ramirez, Jano M. Souza, 'Spatial Query Broker in a Grid Environment', in the Proc. of GeoInfo 2006 (VIII Brazilian Symposium on GeoInformatics), November 19-22, 2006.
   [2] Youcef Derbal, 'Entropic Grid Scheduling', Journal of Grid Computing, Publisher Springer Netherlands ISSN 1570-7873 (Print) 1572-9814 (Online), Issue Volume 4, Number 4 / December, 2006, Pages 373-394.
   
   Citations of L. Polymenakos and J. Soldatos, "Multimodal Web Applications: Design Guidelines and an Implementation Framework", International Journal of Web Engineering and Technology (IJWET, ISSN 1476-1289) (Inderscience Enterprises Limited, Publisher) 2005 - Vol. 2, No.1, pp. 97 - 116.
   [1] Monica Wachowicz, 'On a conceptual framework for multimodal interaction on the Web: a usability perspective', in the Proc. of the 1st International Workshop on Mobile Geospatial Augmented Reality, Banff Center, Banff, Alberta, Canada, May 29-30 2006
   
   Citations of Demesticha, V., Gergic, J., Kleindienst, J., Mast, M., Polymenakos, L., Schulz, H., Seredi, L. “Aspects of design and implementation of a multi-channel and multi-modal information system”, 2001 Conference on Software Maintenance, pp. 312-319
   [1] “Designing an architecture for multichannel adaptive information systems”, Adorni, M., Arcelli, F., Raibulet, C., Sarini, M., Tisato, F., 2004 Proceedings of the International Conference on Software Engineering Research and Practice, SERP'04 2, pp. 652-658
   
   
   Older Citations (~50 citations)
    
2. Using Audio Time Scale Modification for Video Browsing - Amir, Ponceleon.. (2000) cites L. Polymenakos et al., "Transcription of Broadcast News - Some Recent Improvements To IBM's LVCSR System", IEEE Int. Conference on Acoustics, Speech, and Signal Processing, ICASSP-98, Seattle, WA.
3. Strategies for Automatic Segmentation of Audio Data - Kemp, Schmidt, Westphal.. (2000) cites L. Polymenakos, P. Olsen, D. Kanvesky, R. Gopinath, P. Gopalakrishnan, S. Chen, Transcription of broadcast news - some recent improvements to IBM's LVCSR system, Proc. ICASSP 1998, pp. 901 ff, Seattle, Washington, May 1998
4. Constrained Maximum Likelihood Modeling With Gaussian Distributions - Gopinath (1998) cites L. Polymenakos, P. Olsen, D. Kanvesky, R. Gopinath, P. Gopalakrishnan, S. Chen, Transcription of broadcast news - some recent improvements to IBM's LVCSR system, Proc. ICASSP 1998, pp. 901 ff, Seattle, Washington, May 1998
5. Tseng P in ‘An epsilon-out-of-kilter method for monotropic programming’, MATHEMATICS OF OPERATIONS RESEARCH 26 (2): 221-233 MAY 2001 cites “epsilon-relaxation and auction methods for separable convex cost network flow problems”, BERTSEKAS DP, POLYMENAKOS LC, TSENG P, NETWORK OPTIMIZATION, LECTURE NOTES IN ECONOMICS AND MATHEMATICAL SYSTEMS 450: 103-126 1997
6. Tseng P, Bertsekas DP, ‘An epsilon-relaxation method for separable convex cost generalized network flow problems’, MATHEMATICAL PROGRAMMING 88 (1): 85-104 JUN 2000 cites “epsilon-relaxation and auction methods for separable convex cost network flow problems”, BERTSEKAS DP, POLYMENAKOS LC, TSENG P, NETWORK OPTIMIZATION, LECTURE NOTES IN ECONOMICS AND MATHEMATICAL SYSTEMS 450: 103-126 1997
7. Tseng P, in ‘An epsilon-out-of-kilter method for monotropic programming’, MATHEMATICS OF OPERATIONS RESEARCH 26 (2): 221-233 MAY 2001 cites “An epsilon-relaxation method for separable convex cost network flow problems”, BERTSEKAS DP, POLYMENAKOS LC, TSENG P, SIAM JOURNAL ON OPTIMIZATION 7 (3): 853-870 AUG 1997
8. Beraldi P, Guerriero F, Musmanno R ‘Parallel algorithms for solving the convex minimum cost flow problem’, COMPUTATIONAL OPTIMIZATION AND APPLICATIONS 18 (2): 175-190 FEB 2001 cites “An epsilon-relaxation method for separable convex cost network flow problems”, BERTSEKAS DP, POLYMENAKOS LC, TSENG P, SIAM JOURNAL ON OPTIMIZATION 7 (3): 853-870 AUG 1997
9. Tseng P, Bertsekas DP, ‘An epsilon-relaxation method for separable convex cost generalized network flow problems’, MATHEMATICAL PROGRAMMING 88 (1): 85-104 JUN 2000 cites “An epsilon-relaxation method for separable convex cost network flow problems”, BERTSEKAS DP, POLYMENAKOS LC, TSENG P, SIAM JOURNAL ON OPTIMIZATION 7 (3): 853-870 AUG 1997
10. Jane Hagstrom (Professor, Department of Information and Decision Sciences Associate Professor, Urban Transportation Center) refers to the algorithm described in my thesis in her paper: “A note on function inversion for the algorithm of Bertsekas, Polymenakos, and Tseng for network flow problems with convex, separable costs”, 1998. This citation is notable because it establishes the algorithm as named after the authors, and it provides a link for the algorithmic framework proposed by my thesis to non-linear, non-invertible mathematical problems.
11. Maximum Likelihood Modeling With Gaussian Distributions For... - Gopinath (1998) cites L. Polymenakos et al., \Transcription of Broadcast News - Some Recent Improvements to IBM's LVCSR System", submitted to ICASSP-98.
    
    4 Citations S. Chen, J.F. Gales, P. Gopalakrishnan, R. Gopinath, H. Printz, D. Kanevsky, P. Olsen, L. Polymenakos, "IBM's LVCSR system for transcription of broadcast news used in the 1997 DARPA HUB4 Evaluation”.
    4 Citations L. Polymenakos et al., "Transcription of Broadcast News - Some Recent Improvements To IBM's LVCSR System", IEEE Int. Conference on Acoustics, Speech, and Signal Processing, ICASSP-98, Seattle, WA.
    4 Citations R. Bakis, S. Schen, P. Gopalakrishnan, R. Gopinath, S. Maes, and L. Polymenakos, "Transcription of broadcast news system: Robustness issues and adaptation techniques," in Proc. ICASSP '97, Munich, Germany, 1997, pp. 711--714.
    2 Citations L. Polymenakos, D. Bertseks, and J. Tsitsiklis. Implementation of efficient algorithms for globally optimal trajectories. IEEE Trans. AC, vol.43, no.2, pp. 278-83, Feb. 1998.
    2 Citations J. Eckstein, L. C. Polymenakos, R. Qi, V. I. Ragulin, and S. A. Zenios. Data-parallel implementations of dense linear programming algorithms. Technical Report TMC-230, Thinking Machines Corporations, Cambridge, MA, 1992.
    1 Citation Y. Despotopoulos, G. Patikis, J. Soldatos, L. Polymenakos, J. Kleindienst, and J. Geric. Accessing and transforming dynamic content based on XML: alternative techniques and a practical implementation. In W. Winiwarter, S. Bressan, and I.K. Ibrahim, editor, Third International Conference on Information Integration and Web-based Applications and Services (IIWAS)
    1 Citation L.C. Polymenakos, D.P. Bertsekas and J.N. Tsitsiklis, Implementation of effcient algorithms for globally optimal trajectories, IEEE Transactions on Automatic Control 43(2) (1998) 278-283.
    1 Citation R. Gopinath, and L. Polymenakos. Transcription of braodcast news shows with the ibm large vocabulary speech recognition system. In Proc. of DARPASpeech Recognition Workshop, 1997.
    1 Citation Polymenakos, L., "Analysis of Parallel Asynchronous Schemes for the Auction Shortest Path Algorithm," MS Thesis, EECS Dept., M.I.T., Cambridge, MA., Jan. 1991.
    1 Citation J. Eckstein, I. I. Boduroglu, L. C. Polymenakos and D. Goldfarb, 1995. Data-Parallel Implementations of Dense Simplex Methods on the Connection Machine CM--2. ORSA Journal on Computing 7:4, 402—416 (http://www.ieor.columbia.edu/~ilkay/DenseLP.ps)
    3 Citations R. Bakis, S. Chen, P. Gopalakrishnan, R. Gopinath, S. Maes and L. Polymenakos, "Transcription of Broadcast News Shows with the IBM Large Vocabulary Speech Recognition System," Proceedings of the Speech Recognition Workshop, Chantilly, VA, February 1997.
    1 Citation R. Bakis, S. Chen, P. Gopalakrishnan, S. Maes R. Gopinath, and L. Polymenakos. Transcription of braodcast news shows with the ibm large vocabulary speech recognition system. In Proc. of DARPA Speech Recognition Workshop, 1997.
    1 Citation R. Bakis, S. Chen, P. Gopalakrishnan, S. Maes R. Gopinath, and L. Polymenakos. Transcription of braodcast news shows with the ibm large vocabulary speech recognition system. In Proc. of DARPA Speech Recognition Workshop, 1997.
    1 Citation P. S. Gopalakrishnan, R. Gopinath, S. Maes, M. Padmanabhan, L. Polymenakos, H. Printz, M. Franz, \Transcription of Radio Broadcast News with the IBM Large Vocabulary Speech Recognition System," Proc. of ARPA SLT Workshop, Feb 1996.
    1 Citation Polymenakos, L. C. "ε-Relaxation and Auction Algorithms for the Convex Cost Network Flow Problem," Electrical Engineering and Computer Science Department Ph.D. Thesis, M.I.T., Cambridge, MA, 1995.
    4 Citations Polymenakos, L. C. "Parallel Shortest Path Auction Algorithms," Parallel Computing, Vol. 20, 1994, pp. 1221-1247.
    1 Citation Polymenakos, L. C., Personal Communication with Bertsekas, D. P. on computational experimentations for the linear cost network flow problem.
    1 Citation D. P. Bertsekas, L. C. Polymenakos, and P. Tseng. An ε-relaxation method for separable convex cost network flow problems. SIAM Journal on Optimization, 7:853--870, 1997.
    1 Citation Polymenakos, L. C. "ε-Relaxation and Auction Algorithms for the Convex Cost Network Flow Problem," Electrical Engineering and Computer Science Department Ph.D. Thesis, M.I.T., Cambridge, MA, 1995.
    1 Citation Bertsekas, D. P., Polymenakos, L. C., and Tseng, P., "An ε-Relaxation Method for Separable Convex Cost Network Flow Problems," accepted for publication, SIAM Journal on Optimization.
    1 Citation L. C. Polymenakos, D. P. Bertsekas, and J. N. Tsitsiklis, Extensions and Implementations of Efficient Algorithms for Globally Optimal Trajectories, unpublished report, Laboratory for Information and Decision Systems, M.I.T., Cambridge, Ma, U.S.A., 1994.
    1 Citation L. Polymenakos, M. Padmanabhan, D. Nahamoo, P.S. Gopalakrishnan, \Suppressing background music from music corrupted data of the ARPA Hub 4 task," Proc. of ARPA SLT Workshop, Feb 1996.
    1 Citation P.S. Gopalakrishnan and R. Gopinath and S. Maes and M. Padmanabahn and L. Polymenakos, "Acoustic models used in the IBM system for the ARPA HUB4 task," Proceedings of the Speech Recognition Workshop, ARPA, February 1996.
    1 Citation P. S. Gopalakrishnan, R. Gopinath, S. Maes, M. Padmanabhan, L. Polymenakos, “Acoustic Models Used in the IBM System for the ARPA Hub 4 Task,” Proc. of ARPA SLT Workshop, Feb 1996.