AC Surendran  R&D Manager @Microsoft Bing  One Microsoft Way, Redmond WA 98052,  Phone: (425) 707-5018, Fax: (425) 936-7329, email: Take my name above, put a dot between the names @MICROSOFT.com

About Me + My Interests

I currently manage a dev team working on interest graphs in Social Search @Microsoft Bing. Changing the world with social + semantics

Previously:

• Co-founder, R&D Lead, Knowledge Web team @Microsoft.                                               
  • Built large scale Knowledge Bases.
  • Shipped Bing Finance - one of the first knowledge driven finance search portals.
  • Designed & built push-model apps for restaurant recommendation (iPhone), short video recommendation
• Applied Research Lead, Microsoft adCenter Labs
  • Lead R&D teams on Behavioral Targeting, Paid Search, Contextual advertisement, Video advertisement
• Researcher, Machine Learning@ Microsoft Research.
  •  Large scale machine learning applied to understanding, organizing, tagging & discovery in email
  • Text mining, growing topic models, text categorization, etc
  • Audio/Speech enhancement/noise suppression using machine learning for teleconferencing.
• Researcher, Bell Labs - large scale speech and speaker recognition, microphone arrays

Recent research community activities:

• PC Member, KDD 2012 - ACM Conference on Knowledge Discovery & Data Mining, Beijing, China, August 2012.
• PC Member, WWW 2012 - World Wide Web Conference, Lyon, France, Apr 2012
• Workshop Chair, WWW 2010, Nineteenth International World Wide Web Conference, Raleigh, NC, Apr 2010.
• Co-chair for ADKDD '09 - The 3rd KDD Workshop on Data Mining and Audience Intelligence for Advertising, June 28th 2009, Paris, France
• PC member, Fifth Workshop on Ad Auctions, July 6 2009, Stanford CA.
• PC member for SIGIR 2009 Workshop on Information Retrieval and Advertising (IRA 2009), Boston, July 23 2009.
   
• Associate Editor for the IEEE Transactions on Speech, Language and Audio Processing (2004-2007)
• Co-chair for the First International Workshop on Data Mining and Audience Intelligence for Advertisement (ADKDD'07) in conjunction with KDD '07.
• PC member for TROA 2008 WWW Workshop on Targeting and Ranking for Online Advertising, Beijing, China, Apr 2008.
• PC member for SIGIR Workshop on Information Retrieval for Advertising (IRA 2008), Singapore, July 2008.
• Treasurer for KDD 2008, Las Vegas, NV
• Co-chair for ADKDD '08 - The 2nd KDD Workshop on Data Mining and Audience Intelligence for Advertising
• Senior PC member IUI 2009 - International Conference on Intelligent User Interfaces, Sanibel Island, FL, Feb 2009.
• PC Member, SDM09 - Ninth SIAM International Conference on Data Mining, Sparks, NV, Apr 2009.
• PC Member, WWW 2009, Eighteenth International World Wide Web Conference, Internet Monetization Track, Madrid, Apr 2009.

Selected Publications:

Advertising & Web:

• "Evolving Today's Web into the Knowledge Web", AC Surendran, Tarek Najm & Phani Vaddadi, Invited talk at the NIPS 2008 Workshop on Beyond Search: Computational Intelligence for the Web, Whistler, Canada, Dec 2008.
• "Report on the Second KDD Workshop on Data Mining for Advertising", D. Shen, Arun C. Surendran & Ying Li, to be published.
• "Learning from Multi-topic Web Documents for Contextual Advertisement", Yi Zhang, AC Surendran, John C. Platt & Mukund Narasimhan, KDD 2008, Las Vegas, Aug 2008. - Best Application Paper Award Runner-up
• "Re-wiring the Ad Ecosystem",  A. C. Surendran & Tarek Najm, Keynote at IRA 2008, SIGIR Workshop on Information Retrieval for Advertising, Singapore, July 2008.
• "Data Mining and Audience Intelligence for Advertising", Ying Li, A. C. Surendran and Dou Shen, SIGKDD Explorations, Vol. 9, Issue 2, pp. 96-99, December 2007.

Semidefinite Programming:

• "Fast Low-rank Semidefinite Programming for Embedding and Clustering", Brian Kulis, A. C. Surendran and John C. Platt, AISTATS 2007, Puerto Rico, March 2007.

Boosting:

• "A Generative-Discriminative Framework Using Ensemble Methods for Text Dependent Speaker Verification", A. Subramanya, Z. Zhang, Arun C. Surendran and others, ICASSSP 2007, Hawaii, April 2007.

Text Mining, Information Organization and Retrieval:

• "Incremental Aspect Models for Mining Document Streams", Arun C. Surendran and Suvrit Sra, ECML/PKDD 2006, Berlin, Germany, Sep 2006.
• SWISH: Semantic Analysis of Window Titles and Switching History", N. Oliver, G. Smith, C. Thakkar and Arun C. Surendran, Proceedings of Int. Conf. on Intelligent User Interfaces (IUI'06). Sydney. Australia. Jan 2006.
• Automatic Discovery of Personal Topics To Organize Email" Arun C. Surendran, John C. Platt and Erin Renshaw, Conference on Email and Anti-Spam, 21-22 July at Stanford University, 2005.

Acoustic Echo Suppression:

• "Double-talk Detection using Real-time Recurrent Learning", with M. Iqbal, and others, to be presented to the International Workshop on Acoustic Echo and Noise Control IWAENC '06, Paris, France, September 2006
• "Regression-Based Residual Acoustic Echo Suppression", A. S. Chhetri, Arun C. Surendran, J. W. Stokes and John C. Platt, International Workshop on Acoustic Echo and Noise Control IWAENC '05, Eindhoven, Netherlands, September 2005.

Speech Detection:

• "Logistic Discriminative Speech Detectors Using Posterior SNR", Arun C. Surendran, S. Sukittanon and J. C. Platt,  ICASSP-2004, Montreal, Canada, May 2004.
• "Convolutional Networks for Speech Detection", S. Sukittanon, Arun C. Surendran, J. C. Platt and Chris J. C. Burges, Interspeech 2004, Korea, October 2004.

Bayesian Learning for speech recognition:

• “Transformation Based Bayesian Prediction for Adaptation of HMMs”, A. C. Surendran and C.-H. Lee,  Speech Communication (34), pp. 159-174, April 2001.
• “Structural Bayesian Predictive Adaptation of HMMs”, O. Siohan and A. C. Surendran, Workshop on Adaptation, Sophia-Antipolis, France, August 2001
•  “Hierarchical Bayes Approach to Adapting Delta- and Delta-Delta Cepstra”, A. C. Surendran, ICASSP ’00, pp. 973-976, Istanbul, Turkey, June 2000.

Speaker Verification:

• “Speaker Authentication for Business and National Security”, Invited talk at the IEEE Conference on Technologies for Homeland Security, Boston, MA, April 2002.
• “Sequential Decisions for Faster and More Flexible Verification”, A. C. Surendran, EUROSPEECH ’01, pp. 763-766, Aalborg, Denmark, September 2001.
• “A Priori Threshold Selection Mechanism for Fixed Vocabulary Speaker Verification Systems”, A. C. Surendran and C.-H. Lee, ICSLP ’00, Beijing, China, September 2000.
• “Background Model Design for Flexible and Portable Speaker Verification Systems”, O. Siohan, C.-H. Lee, A. C. Surendran and Q. Li, ICASSP '99, pp. 825-828, Phoenix, AZ, 1999.

• “Non-linear Compensation for Stochastic Matching, A. C. Surendran, C.-H. Lee and M. Rahim, IEEE Transactions on Speech and Audio Processing, Vol. 6, No. 7, pp. 643-655, Nov. 1996.
• “Towards Knowledge Based Features for Large Vocabulary Automatic Speech Recognition”, B. Launay, O. Siohan, A. C. Surendran and C.-H. Lee, ICASSP ’02, pp. 807-810, Orlando, May 2002.

Microphone arrays:

• “Inverse Problems in Microphone Arrays”, A. C. Surendran, in the Handbook of Digital Signal Processing, V. Madisetti, Editor, CRC Press/IEEE Publication, 1997.
• “Spatially Selective Sound Capture for Speech and Audio Processing”, J. L. Flanagan, AC. Surendran and E. E. Jan, Speech Communication, Vol. 13, pp. 207-222, 1993.

Other useless information:

• My Erdös number is 4, through John Platt
• Reference to some of my projects: TechFest 2006 demo
• Reference to Video Contextual Ads which we showed in DemoFest 2008 in SpeechTechMag, and on YouTube.
• I have filed over 25 patents

Last updated: March 7th 2012.