Edwin P. Pednault  Edwin P. Pednault photo       

contact information

Senior Manager, Data Analytics
Thomas J. Watson Research Center, Yorktown Heights, NY USA
  +1dash914dash945dash2272

links



2006

Embedded predictive modeling in a parallel relational database
A Dorneich, R Natarajan, E Pednault, F Tipu
Proceedings of the 2006 ACM Symposium on Applied Computing, pp. 569--574, ACM

Transform regression and the Kolmogorov superposition theorem
E Pednault
Proceedings of the Sixth SIAM International Conference on Data Mining, pp. 35--46, SIAM, 2006


2005

Sequential risk management in e-business by reinforcement learning
N Abe, E Pednault, B Zadrozny, H Wang, W Fan, C Apte
Handbook of Integrated Risk Management for E-Business: Measuring, Modeling and Managing Risk, J. Ross Publishing, 2005


2003

Data-intensive analytics for predictive modeling
CV Apte, SJ Hong, R Natarajan, EPD Pednault, FA Tipu, SM Weiss
IBM Journal of Research and Development 47(1), 17--23, IBM, 2003


2002

Empirical comparison of various reinforcement learning strategies for sequential targeted marketing
N Abe, E Pednault, H Wang, B Zadrozny, W Fan, C Apte
Proceedings of the 2002 IEEE International Conference on Data Mining, pp. 3-10, IEEE

Segmented regression estimators for massive data sets
R Natarajan, E Pednault
Second SIAM International Conference on Data Mining, SIAM, 2002

A probabilistic estimation framework for predictive modeling analytics
CV Apte, R Natarajan, E P D Pednault, FA Tipu
IBM Systems Journal 41(3), 438--448, IBM Corp., 2002

Sequential cost-sensitive decision making with reinforcement learning
E Pednault, N Abe, B Zadrozny. Haixun Wang, Wei Fan, and Chid Apte
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 259--268, 2002

Business applications of data mining
C Apte, B Liu, E P D Pednault, P Smyth
Communications of the ACM 45(8), 53, ACM, 2002


2001

Probabilistic estimation in data mining
EPD Pednault, C Apte
Data mining for scientific and engineering applications, pp. 567--590, Kluwer Academic Pub, 2001

Using Simulated Pseudo Data To Speed Up Statistical Predictive Modeling
R Natarajan, E Pednault
Proceedings of the First SIAM International Conference on Data Mining, SIAM, 2001

Segmentation-based modeling for advanced targeted marketing
C Apte, E Bibelnieks, R Natarajan, E Pednault, F Tipu, D Campbell, B Nelson
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 408--413, 2001


2000

The importance of estimation errors in cost-sensitive learning
E Pednault, B Rosen, C Apte
ICML Workshop on Cost-Sensitive Learning, IBM Research Report RC-21757, 2000

Handling imbalanced data sets in insurance risk modeling
E P D Pednault, B K Rosen, C Apte
AAAI Workshop on Learning from Imbalanced Data Sets, pp. 58--63, AAAI Technical Report WS-00-05, 2000

Representation is everything
E P D Pednault
Communications of the ACM 43(8), 80--83, Association for Computing Machinery, 2000


1999

Insurance risk modeling using data mining technology
C Apte, E Grossman, E Pednault, B Rosen, F Tipu, B White
Proceedings of PADD99: The Practical Application of Knowledge Discovery and Data Mining, 39--47, Citeseer, 1999

Statistical learning theory
EPD Pednault
The MIT Encyclopedia of the Cognitive Sceinces, 798--800, Citeseer, 1999

Data mining based underwriting profitability analysis
C V Apte, E Grossman, E P D Pednault, B K Rosen, F A Tipu, H Wang, B F White
US Patent ..., 1999 - Google Patents, Google Patents
US Patent 5,970,464

Probabilistic estimation-based data mining for discovering insurance risks
C Apte, E Grossman, E P D Pednault, B K Rosen, F A Tipu, B White
IEEE Intelligent Systems 14(6), 49--58, Citeseer, 1999


1998

Data Mining with Extended Symbolic Models
C Apte, E Pednault, S Weiss, E Pednault, S Weiss
1998 proceedings of the Statistical Computing Section: papers presented at the annual meeting of the American Statistical Association, Dallas, Texas, August 9-13, 1998, pp. 1, Citeseer


1997

Decomposition of heterogeneous classification problems
C Apte, S Hong, J Hosking, J Lepre, E Pednault, B Rosen
Advances in Intelligent Data Analysis Reasoning about Data, 17--28, Springer, 1997

A statistical perspective on data mining
J R M Hosking, E P D Pednault, M Sudan
Future Generations in Computer Systems 13(2), 117--134, 1997


1994

ADL and the state-transition model of action
E P D Pednault
Journal of Logic and Computation 4(5), 467, Oxford Univ Press, 1994


Predicting transportpath degradation/failure based on recent performance history
W Chiang, C Cortes, L Jackel, Y LeCun, W Lee, E Pednault, V Vapnik
Proceedings of the IEEE Symposium on Intelligent Systems in Communications and Power (SISCAP '94), 1994


1993

Nucleic acid structure analysis: a users guide to a collection of new analysis programs.
MS Babcock, EP Pednault, WK Olson
Journal of biomolecular structure \& dynamics 11(3), 597, 1993


1992

Reading handwritten digits: A ZIP code recognition system
O Matan, HS Baird, J Bromley, CJC Burges, JS Denker, LD Jackel, Y Le Cun, EPD Pednault, WD Satterfield, CE Stenard, others
Computer 25(7), 59--63, 1992


1991

A neural network approach to handprint character recognition
LD Jackel, CE Stenard, HS Baird, B Boser, J Bromley, CJC Burges, JS Denker, HP Graf, D Henderson, RE Howard, others
Compcon Spring'91 Digest of Papers, pp. 472--475, IEEE Computer Society, 1991

Minimum length encoding and inductive inference
E Pednault
Knowledge Discovery in Databases, G. Piatetsky-Shapiro and W. Frawley (eds.), pp. 71--92, AAAI Press, 1991

Minimal-length encoding and inductive inference
E P D Pednault
Knowledge Discovery in Databases, MIT Press, Cambridge Mass, 1991



1990


The use of the minimum description length principle to segment dna into structural and functional domains
M S Babcock, W K Olson, EPD Pednault
Working Notes of the AAAI Spring Symposium on Theory and Applications of Minimal-Length Encoding, AAAI Press, 1990


1989


ADL: Exploring the middle ground between STRIPS and the situation calculus
E P D Pednault
Proceedings of the first international conference on Principles of knowledge representation and reasoning, pp. 332, 1989


1988

Planning and plan recognition
HA Kautz, EPD Pednault
AT&T Technical Journal 67(1), 25--40, AT&T, 1988

Inferring probabilistic theories from data
E P D Pednault
Proceedings of the Seventh National Conference on Artificial Intelligence, pp. 624--628, AAAI Press, 1988

Extending conventional planning techniques to handle actions with context-dependent effects
E P D Pednault
Proceedings of the Seventh National Conference on Artificial Intelligence, pp. 55--59, 1988

Synthesizing plans that contain actions with context-dependent effects
E P D Pednault
Computational Intelligence 4(3), 356--372, John Wiley & Sons, 1988


1987

Toward a mathematical theory of plan synthesis
EPD Pednault
1987 - portal.acm.org, Stanford University Stanford, CA, USA

Formulating multiagent, dynamic-world problems in the classical planning framework
E P D Pednault
Reasoning about actions and plans: Proceedings of the 1986 workshop, pp. 47--82, 1987


1985

Preliminary report on a theory of plan synthesis
E P Pednault
1985 - ns2.ai.sri.com, SRI INTERNATIONAL MENLO PARK CA ARTIFICIAL INTELLIGENCE CENTER


1981

On the Independence Assumption Underlying Subjective Bayesian Inference
EDP Pednault, SW Zucker, LV Muresan
Artificial Intelligence16, 213--222, 1981

On the independence assumption underlying subjective Bayesian updating
EPD Pednault, SW Zucker, LV Muresan
Artificial Intelligence 16(2), 213--222, Elsevier, 1981


Year Unknown

Descriptional Complexity: Dagstuhl Seminar 03.05.-07.05. 93 (9318).

1993 - Schloss Dagstuhl, Universität des ..., 0

A Hidden Markov Model for Resolving Segmentation and Interpretation Ambiguities in Unconstrained Handwriting Recognition

1992 - Bell Labs Technical Memorandum ..., 0