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@bill_slawski
Keyword Research and
Topic Modeling in a Semantic Web
Presented by:
Bill Slawski
Director of SEO Research
Go Fish Digital
#pubcon
@bill_slawski
Leo Carillo Rancho
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@bill_slawski
A historic renovated rancho
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@bill_slawski
Be Careful to Read All The Signs

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Google has moved from Search to Knowledge, and Focusing on Answering questions with knowledge graph entity information provides has led to answering queries with Knowledge graphs for those questions, with confidence scores between entities and other entities or attributes of entities, based upon freshness, reliabilillity, popularity, and proximity between an entity and another entity or an attribute.

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This document summarizes several patents related to query parsing and semantic search. It describes patents for multi-stage query processing, query breadth, query analysis, midpage query refinements (search suggestions), context vectors, and categorical quality (re-ranking search results based on the category of the query). Each patent is briefly described, including inventors, filing dates, and some technical details. The document aims to provide an overview of the evolution of semantic search and query understanding technologies at Google.

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A look at search-related patents from Google that people who do SEO may be interested in learning about

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An Entity Audit Uncovers Surprises
Named entities are specific people, places, and things,
including products and brands.
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Paul Haahr- How Google Works
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Schema Markup, Google
MyBusiness Verification, Entry in
Wikipedia can lead to
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An elevator Ride from the DC Metro

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This document provides SEO metrics and comparisons for the website hangikredi.com over several time periods between April 2019 and September 2019. It shows substantial increases in key metrics like organic traffic, clicks, impressions, and average position after Google algorithm updates in May, June, July, and September. However, it also shows significant drops in these metrics during a server outage in early August. Overall the data demonstrates the site's strong SEO performance and organic growth over the 6-month period analyzed.

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There is no clear sign telling people
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On the DC Metroline, you connect to:
• 91 Stations in Md, Va, & DC
• National Zoo
• 19 Smithsonian Museums
• National Gallery of Art
• Capital One Arena
• Fedex Field
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Knowing how Google uses context and
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The document describes a Python script that can automatically generate new subcategories for an ecommerce website based on clustering product names. It discusses: - Using NLTK to generate n-grams from product names to cluster related products - Filtering the n-grams to keep only those with commercial value by checking for search volume and CPC data - Running the script on a large home improvement site to identify over 1,650 new subcategory opportunities with a total search volume of over 13 million - Sharing the script so others can automate subcategory identification for their own sites to scale up an important SEO tactic.

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1) Google uses various techniques to extract structured information like entities, relationships, and properties from unstructured text on the web and databases. This extracted information is then used to generate knowledge graphs and provide augmented responses to user queries. 2) One key technique is to identify patterns in which tuples of information are stored in databases, and then extract additional tuples by repeating the process and utilizing the identified patterns. 3) Google also extracts entities from user queries and may generate a knowledge graph to answer questions by providing information about the entities from sources like its own knowledge graph and information extracted from the web.

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#pubcon
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Keywords & Context Vectors
“For example, a horse to a rancher is an animal. A horse
to a carpenter is an implement of work. A horse to a
gymnast is an implement on which to perform certain
exercises.
User-context-based search engine
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Look to Knowledge Bases
https://en.wikipedia.org/wiki/Horse
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For Other Meanings
https://en.wikipedia.org/wiki/Sawhorse
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See Disambiguation Pages
https://en.wikipedia.org/wiki/Vault_(gymnastics)

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My talk from BrightonSEO 2021; focusing on using Google's image category labels (glancing into the Knowledge Graph and Google's image annotation processes) for better topic research and content optimization.

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Context Search Results
Context-based filtering of search results
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@bill_slawski
Map Keywords to Pages, then…
• Make sure you add words that indicate context
• Look up the top pages that rank for those keywords
• Find phrases that co-occur for that meaning
• See: Improving semantic topic clustering for search
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clustering
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Phrase-Based Indexing
• Look for co-occurring phrases on pages that rank highly
for a query.
• Using these related phrases on a page can boost how it
ranks for that query (body hits)
• Using those related phrases as anchors can boost how
the page targeted ranks for that query (anchor hits)
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Google's search results now include entities and concepts. Entities refer to people, places, things, and 20-30% of queries are for name entities. Google uses meta data like Freebase to build a taxonomy of entities and their relationships. This supports features like the Knowledge Graph, which provides information panels, and allows querying of nearby entities which may soon be available in search results.

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Use Complete Phrases
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Use Meaningful Phrases
• Some phrases do not add meaning to a page:
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• Semantically, related phrases will be those that are
commonly used to discuss or describe a given topic or
concept, such as "President of the United States" and
"White House." For a given phrase, the related
phrases can be ordered according to their relevance
or significance based on their respective prediction
measures.
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Clustered Meanings
• Jaguars- Cats, Cars, NFL Football Team
• Java – Programming Language, Island in Indonesia,
Drink
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to a side
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Ranking Documents Based on Contained Phrases (Body Hits)
“…a ranking stage in which the documents in the search
results are ranked, using the phrase information in each
document's related phrase bit vector, and the cluster
bit vector for the query phrases. This approach ranks
documents according to the phrases that are contained
in the document, or informally ‘body hits.’”
Integrated external related phrase information into a
phrase-based indexing information retrieval system
#pubcon
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Anchor Hits
”Sorting the documents on the outbound score
component makes documents that have many related
phrases to the query as ‘anchor hits,’ rank most highly,
thus representing these documents as ‘expert’
documents”
•Integrated external related phrase information into a
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Which Lincoln?
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Look at Knowledge Bases
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Look at Top Search Results
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Query Classifications
Search for “Lincoln” and click on the Person (Abe), the
Place (Nebraska), or the thing (towncar). What you
click on may determine what you see in the future on
searches for “Lincoln.”
…determining whether to assign the classification to
the first query based upon classifications for the
identified search entities.
•Propagating query classifications
#pubcon
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Searches are what we type, and what we say, but
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Google Lens Schema
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Further Reading
• Knowledge-Based Trust: Estimating the
Trustworthiness of Web Sources
• A Review of Relational Machine Learning for
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• Knowledge Curation and Knowledge Fusion:
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• Improving semantic topic clustering for search queries
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#pubcon
@bill_slawski
Questions? Ask Me At:
• Twitter: https://twitter.com/bill_slawski
• LinkedIn: https://www.linkedin.com/in/slawski/
• Facebook: https://www.facebook.com/bill.slawski
• Google+: https://plus.google.com/+BillSlawski
• SEO by the Sea: http://www.seobythesea.com/
• Go Fish Digital Blog: https://gofishdigital.com/blog/

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