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- Miltiadis Allamanis, Charles A. Sutton
- 2013 10th Working Conference on Mining Software…
- 2013
The tens of thousands of high-quality open source software projects on the Internet raise the exciting possibility of studying software development by finding patterns across truly large source code… (More)
- Miltiadis Allamanis, Earl T. Barr, Charles A. Sutton
- SIGSOFT FSE
- 2014
Every programmer has a characteristic style, ranging from preferences about identifier naming to preferences about object relationships and design patterns. Coding conventions define a consistent… (More)
- Miltiadis Allamanis, Daniel Tarlow, Andrew D. Gordon, Yi Wei
- ICML
- 2015
We consider the problem of building probabilistic models that jointly model short natural language utterances and source code snippets. The aim is to bring together recent work on statistical… (More)
- Miltiadis Allamanis, Earl T. Barr, Christian Bird, Charles A. Sutton
- ESEC/SIGSOFT FSE
- 2015
Descriptive names are a vital part of readable, and hence maintainable, code. Recent progress on automatically suggesting names for local variables tantalizes with the prospect of replicating that… (More)
- Miltiadis Allamanis, Charles A. Sutton
- SIGSOFT FSE
- 2014
We present the first method for automatically mining code idioms from a corpus of previously written, idiomatic software projects. We take the view that a code idiom is a syntactic fragment that… (More)
- Miltiadis Allamanis, Hao Peng, Charles A. Sutton
- ICML
- 2016
Attention mechanisms in neural networks have proved useful for problems in which the input and output do not have fixed dimension. Often there exist features that are locally translation invariant… (More)
The question of how procedural knowledge is represented and inferred is a fundamental problem in machine learning and artificial intelligence. Recent work on program induction has proposed neural… (More)
- Miltiadis Allamanis, Salvatore Scellato, Cecilia Mascolo
- Internet Measurement Conference
- 2012
Connections established by users of online social networks are influenced by mechanisms such as preferential attachment and triadic closure. Yet, recent research has found that geographic factors… (More)
- Miltiadis Allamanis, Charles A. Sutton
- 2013 10th Working Conference on Mining Software…
- 2013
Questions from Stack Overflow provide a unique opportunity to gain insight into what programming concepts are the most confusing. We present a topic modeling analysis that combines question concepts,… (More)
- Miltiadis Allamanis, Earl T. Barr, Premkumar T. Devanbu, Charles A. Sutton
- ACM Comput. Surv.
- 2018
Research at the intersection of machine learning, programming languages, and software engineering has recently taken important steps in proposing learnable probabilistic models of source code that… (More)