Questions tagged [inverted-index]

Inverted index is an index data structure storing a mapping from content, such as words or numbers, to its locations in a database file, or in a document or a set of documents. The purpose of an inverted index is to allow fast full text searches, at a cost of increased processing when a document is added to the database.

Inverted index (also referred to as postings file or inverted file) is an index data structure storing a mapping from content, such as words or numbers, to its locations in a database file, or in a document or a set of documents. The purpose of an inverted index is to allow fast full text searches, at a cost of increased processing when a document is added to the database. The inverted file may be the database file itself, rather than its index. It is the most popular data structure used in document retrieval systems, used on a large scale for example in search engines. Several significant general-purpose mainframe-based database management systems have used inverted list architectures, including ADABAS, DATACOM/DB, and Model 204.

There are two main variants of inverted indexes: A record level inverted index (or inverted file index or just inverted file) contains a list of references to documents for each word. A word level inverted index (or full inverted index or inverted list) additionally contains the positions of each word within a document. The latter form offers more functionality (like phrase searches), but needs more time and space to be created.

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Storing Inverted Index

I know that inverted indexing is a good way to index words, but what I'm confused about is how the search engines actually store them? For example, if a word "google" appears in document - 2, 4, 6, 8 with different frequencies, where should store…
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Algorithm for search in inverted index

Consider there are 10 billion words that people have searched for in google. Corresponding to each word you have the sorted list of all document id's. The list looks like this: [Word 1]->[doc_i1,doc_j1,.....] [Word…
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What is the difference between a secondary index and an inverted index in Cassandra?

When I read about these two, I thought both of them are explaining the same approach, I googled but found nothing. Is the difference in implementation? Cassandra does the secondary index itself but inverted index has to be implemented by…
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how lucene use skip list in inverted index?

In some blogs and lucene website,I know lucene use data structure "skip list" in inverted index. But I have some puzzle about it. 1:In general,skip list maybe used in memory ,but inverted index is stored in disk. So how lucene use it when search on…
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PostgreSQL: Is it possible to build tsvector value manually?

I want to implement an information retrieval system which uses vector space model, but with multi-term tokens and a custom term weighting function. I am considering building my inverted index in PostgreSQL instead of file system. I read about GIN…
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The Inverted Multi-Index

I am trying to understand The Inverted Multi-Index, from this paper, which has also a smaller version here. For that purpose, I constructed a toy example and would like someone to verify or/and share with me his/her opinion(s). The example: Assume…
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How to search phrase queries in inverted index structure?

If we want to search a query like this "t1 t2 t3" (t1,t2 ,t3 must be queued) in an inverted index structure , which ways should we do ? 1-First we search the "t1" term and find all documents that contains "t1" , then do this work for "t2" and then…
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Python inverted index efficiency

I am writing some Python code to implement some of the concepts I have recently been learning, related to inverted indices / postings lists. I'm quite new to Python and am having some trouble understanding its efficiencies in some cases.…
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Why search engines do not use mysql?

Search engines (or similar web services) use flat file and nosql databases. The structure of an Inverted Index is simpler than many-to-many relationship, but it should be more efficient to handle it with the latter one. There should be two tables…
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How to use functools.reduce to improve the performance of populating a dictionary?

I am new to the field of parallelizing and optimizing data mining modules in Python and I have a question about parallelizing populating a dictionary. I am actually doing an inverted indexing using values scored in a two dimensional matrix m. The…
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Inverted index in Lucene

I want to know which class in Lucene generates the inverted index? Thanks
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Inverted index of json document

When we talk about inverted index, we always talk about indexing unstructured text documents. But documents in ElasticSearch are in JSON format, they are "key"-"value" pairs. So I want to know how the inverted index of JSON documents looks like. In…
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How range and phrase query work in elasticsearch?

If elastic search is using inverted index, I want to know how elasticsearch is able to support range queries and phrase queries. Note: I saw that inverted index supports them but i am not clear on how they do it internally.
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How fields are associtated with terms in inverted index in elasticsearch?

As per my understanding, elasticsearch uses a structure called inverted index to provide full text search. It is clear that inverted index has terms and ids of the documents which has that term but the document can have any number of fields and the…
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Inverted index in C# Generic Collections

(Sorry if the title is a complete red herring by the way) Background: I am developing a map of all of the tweets in the world in real-time using the Twitter Streaming API and ASP.NET SignalR. I am using the Tweetinvi C# Twitter library to…
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