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[SÁCH][B] Data cleaning
This is an overview of the end-to-end data cleaning process. Data quality is one of the most
important problems in data management, since dirty data often leads to inaccurate data …
important problems in data management, since dirty data often leads to inaccurate data …
Program synthesis
Program synthesis is the task of automatically finding a program in the underlying
programming language that satisfies the user intent expressed in the form of some …
programming language that satisfies the user intent expressed in the form of some …
Flashmeta: A framework for inductive program synthesis
Inductive synthesis, or programming-by-examples (PBE) is gaining prominence with
disruptive applications for automating repetitive tasks in end-user programming. However …
disruptive applications for automating repetitive tasks in end-user programming. However …
Synthesizing highly expressive SQL queries from input-output examples
SQL is the de facto language for manipulating relational data. Though powerful, many users
find it difficult to write SQL queries due to highly expressive constructs. While using the …
find it difficult to write SQL queries due to highly expressive constructs. While using the …
Wrex: A unified programming-by-example interaction for synthesizing readable code for data scientists
Data wrangling is a difficult and time-consuming activity in computational notebooks, and
existing wrangling tools do not fit the exploratory workflow for data scientists in these …
existing wrangling tools do not fit the exploratory workflow for data scientists in these …
Automated feedback generation for introductory programming assignments
We present a new method for automatically providing feedback for introductory
programming problems. In order to use this method, we need a reference implementation of …
programming problems. In order to use this method, we need a reference implementation of …
Spreadsheet data manipulation using examples
Millions of computer end users need to perform tasks over large spreadsheet data, yet lack
the programming knowledge to do such tasks automatically. We present a programming by …
the programming knowledge to do such tasks automatically. We present a programming by …
Flashextract: A framework for data extraction by examples
Various document types that combine model and view (eg, text files, webpages,
spreadsheets) make it easy to organize (possibly hierarchical) data, but make it difficult to …
spreadsheets) make it easy to organize (possibly hierarchical) data, but make it difficult to …
Component-based synthesis for complex APIs
Component-based approaches to program synthesis assemble programs from a database
of existing components, such as methods provided by an API. In this paper, we present a …
of existing components, such as methods provided by an API. In this paper, we present a …
Foofah: Transforming data by example
Data transformation is a critical first step in modern data analysis: before any analysis can be
done, data from a variety of sources must be wrangled into a uniform format that is amenable …
done, data from a variety of sources must be wrangled into a uniform format that is amenable …