Learning Problem-Solving Heuristics Through Practice. - Tom M. Mitchell; Paul E. Utgoff; Bernard Nudel; Ranan B. Banerji (IJCAI, 1981)

Acquisition of Appropriate Bias for Inductive Concept Learning. - Paul E. Utgoff; Tom M. Mitchell (AAAI, 1982)

Adjusting Bias in Concept Learning. - Paul E. Utgoff (IJCAI, 1983)

Learning to control a dynamic physical system. - Margaret E. Connell; Paul E. Utgoff (Comput. Intell., 1987)

Perceptron Trees: A Case Study In Hybrid Concept Representations. - Paul E. Utgoff (AAAI, 1988)

ID5: An Incremental ID3. - Paul E. Utgoff (ML, 1988)

Improved Training Via Incremental Learning. - Paul E. Utgoff (ML, 1989)

Incremental Induction of Decision Trees. - Paul E. Utgoff (Mach. Learn., 1989)

Explaining Temporal Differences to Create Useful Concepts for Evaluating States. - Richard C. Yee; Sharad Saxena; Paul E. Utgoff; Andrew G. Barto (AAAI, 1990)

An Incremental Method for Finding Multivariate Splits for Decision Trees. - Paul E. Utgoff; Carla E. Brodley (ML, 1990)

Constructive Induction on Domain Information. - James P. Callan; Paul E. Utgoff (AAAI, 1991)

Two Kinds of Training Information For Evaluation Function Learning. - Paul E. Utgoff; Jeffrey A. Clouse (AAAI, 1991)

A Transformational Approach to Constructive Induction. - James P. Callan; Paul E. Utgoff (ML, 1991)

A Hybrid Method for Feature Generation. - Tom Fawcett; Paul E. Utgoff (ML, 1991)

A Teaching Method for Reinforcement Learning. - Jeffery A. Clouse; Paul E. Utgoff (ML, 1992)

Automatic Feature Generation for Problem Solving Systems. - Tom Fawcett; Paul E. Utgoff (ML, 1992)

An Improved Algorithm for Incremental Induction of Decision Trees. - Paul E. Utgoff (ICML, 1994)

Goal-Directed Classification Using Linear Machine Decision Trees. - Bruce A. Draper; Carla E. Brodley; Paul E. Utgoff (IEEE Trans. Pattern Anal. Mach. Intell., 1994)

Multivariate Decision Trees. - Carla E. Brodley; Paul E. Utgoff (Mach. Learn., 1995)

Learning to Schedule Straight-Line Code. - J. Eliot B. Moss; Paul E. Utgoff; John Cavazos; Doina Precup; Darko Stefanovic; Carla E. Brodley; David Scheeff (NIPS, 1997)

Decision Tree Induction Based on Efficient Tree Restructuring. - Paul E. Utgoff; Neil C. Berkman; Jeffery A. Clouse (Mach. Learn., 1997)

Learning What Is Relevant to the Effects of Actions for a Mobile Robot. - Matthew D. Schmill; Michael T. Rosenstein; Paul R. Cohen; Paul E. Utgoff (Agents, 1998)

Approximation Via Value Unification. - Paul E. Utgoff; David J. Stracuzzi (ICML, 1999)

Interactively Training Pixel Classifiers. - Justus H. Piater; Edward M. Riseman; Paul E. Utgoff (Int. J. Pattern Recognit. Artif. Intell., 1999)

A Least-Certainty Heuristic for Selective Search. - Paul E. Utgoff; Richard P. Cochran (Computers and Games, 2000)

Many-Layered Learning. - Paul E. Utgoff; David J. Stracuzzi (Neural Comput., 2002)

Well-Tempered Spelling: A Key Invariant Pitch Spelling Algorithm. - Josh Stoddard; Christopher Raphael; Paul E. Utgoff (ISMIR, 2004)

Incremental learning and concept drift: Editor's introduction. - Miroslav Kubat; João Gama 001; Paul E. Utgoff (Intell. Data Anal., 2004)

Randomized Variable Elimination. - David J. Stracuzzi; Paul E. Utgoff (J. Mach. Learn. Res., 2004)

Classification Using Phi-Machines and Constructive Function Approximation. - Doina Precup; Paul E. Utgoff (Mach. Learn., 2004)

VOISE: Learning to Segregate Voices in Explicit and Implicit Polyphony. - Phillip B. Kirlin; Paul E. Utgoff (ISMIR, 2005)

Automatic In Situ Identification of Plankton. - Matthew B. Blaschko; Gary Holness; Marwan A. Mattar; Dimitri A. Lisin; Paul E. Utgoff; Allen R. Hanson; Howard J. Schultz; Edward M. Riseman; Michael E. Sieracki; William M. Balch; Ben Tupper (WACV/MOTION, 2005)

Detecting Motives and Recurring Patterns in PolyphonicMusic. - Paul E. Utgoff; Phillip B. Kirlin (ICMC, 2006)

A Framework for Automated Schenkerian Analysis. - Phillip B. Kirlin; Paul E. Utgoff (ISMIR, 2008)

Incremental Learning. - Paul E. Utgoff (Encyclopedia of Machine Learning, 2010)

Real-Time Combinatorial Optimization for Elevator Group Dispatching. - Paul E. Utgoff; Margaret E. Connell (IEEE Trans. Syst. Man Cybern. Part A, 2012)

Incremental Learning. - Paul E. Utgoff (Encyclopedia of Machine Learning and Data Mining, 2017)