Neural Network Approach to Program Synthesis for Tabular Transformation by Example

Data transformation is a laborious and time-consuming task for analysts. Programming by example (PBE) is a technique that can simplify this difficult task for data analysts by automatically generating programs for data transformation. Most of the previously proposed PBE methods are based on search a...

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Bibliographic Details
Published in:	IEEE Access Vol. 10; pp. 24864 - 24876
Main Authors:	Ujibashi, Yoshifumi, Takasu, Atsuhiro
Format:	Journal Article
Language:	English
Published:	Piscataway IEEE 2022 Institute of Electrical and Electronics Engineers (IEEE) The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Automatic programming beam search Coders Data analysis Data integration Data models Decoding Domain specific languages Electrical engineering. Electronics. Nuclear engineering Encoding LSTM Machine learning Machine learning algorithms Memory neural network Neural networks program synthesis programming by example Search algorithms Strings Tables (data) tabular data TK1-9971 Training data Transformations transformer Transformers
ISSN:	2169-3536, 2169-3536
Online Access:	Get full text
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