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researcher

J. Heaton

4 papers hereh-index 141.9k citations26 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author4

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.DB1
  • cs.MS1
same name
  • J. Heaton — 3 papers, h 7

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20152020
most citedAn Empirical Analysis of Feature Engineering for Predictive Modeling

192 citations · 209 across the 4 of their papers we have counts for

collaborators

4 papers

cs.LG2020★ 9 cited

Applications of Deep Neural Networks with Keras

Jeff Heaton

Deep learning is a group of exciting new technologies for neural networks. Through a combination of advanced training techniques and neural network architectural components, it is…

cs.DB2017★ 1 cited

Comparing Dataset Characteristics that Favor the Apriori, Eclat or FP-Growth Frequent Itemset Mining Algorithms

Jeff Heaton

Frequent itemset mining is a popular data mining technique. Apriori, Eclat, and FP-Growth are among the most common algorithms for frequent itemset mining. Considerable research ha…

cs.LG2017★ 192 cited

An Empirical Analysis of Feature Engineering for Predictive Modeling

Jeff Heaton

Machine learning models, such as neural networks, decision trees, random forests, and gradient boosting machines, accept a feature vector, and provide a prediction. These models le…

cs.MS2015★ 7 cited

Encog: Library of Interchangeable Machine Learning Models for Java and C#

Jeff Heaton

This paper introduces the Encog library for Java and C#, a scalable, adaptable, multiplatform machine learning framework that was 1st released in 2008. Encog allows a variety of ma…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.