semantics<\/a>.<\/p>\nHilltop is like a linguistic Ponzi scheme that attributes a quality to links based on the authority of the document pointing the link to the page. One of Hilltop’s algorithms segments the web into a corpus of broad topics. If certain documents in a topic area have lots of links from unaffiliated experts within the same topic area, that document must be an authority. Links from authority documents carry more weight. Authority documents tend to link to other authorities on the same subject and to Hubs, pages that have lots of links to documents on the same subject.<\/p>\n
Topic-Sensitive PageRank<\/h3>\n The Topic-Sensitive PageRank algorithm is a set of algorithms that take the semantic reasoning a few steps further. Ostensibly the algorithm uses the Open Directory ontology (dmoz.org) to sort documents by topic.<\/p>\n
Another algorithm calculates a score for context sensitive relevance rank based on a set of “vectors”. These vectors represent the context of term use in a document, the context of the term used in the history of queries, and the context of previous use by the user as contained in the user profile.<\/p>\n
So, I know what you’re thinking. How can they do that for the whole web? They don’t. They use predictive modeling algorithms to perform these operations on a representational subset of the web, collect the vectors, and apply the findings to all of the “nearest neighbors.”<\/p>\n
D’oh!<\/h3>\n [Added May 16, 2013] \nThere are a lot of algorithms for indexing, processing and clustering documents that I left out because including them would have many of you face-first-in-your cereal-from-boredom. However, it is NOT OK to leave out the mother of all information retrieval algorithms, TF-IDF, known affectionately to search geeks as Term Frequency-Inverse Document Frequency.<\/p>\n
Introduced in the 1970s, this primary ranking algorithm uses the presence, number of occurrences, and locations of occurrence to produce a statistical weight on the importance of a particular term in the document. It includes a normalization feature to prevent long boring documents from taking up residence in search results due to the shear nature of their girth. This is my favorite algorithm because it supports Woody Allen’s maxim that 80% of success is showing up.<\/p>\n
The 200+ we don’t know about<\/h2>\n All of the search engines closely guard their complete algorithm structure for ranking documents. However, we live in a wonderful country that has patent protection for ideas. These patents provide insight into Google’s thinking and you can usually pinpoint which ones are deployed.<\/p>\n
Panda, the most famous update is an evolving set of algorithms that are combined to determine the quality of the content and user experience on a particular website. There are algorithms that apply decision trees to large data sets of user behavior.<\/p>\n
These decision trees look at if this\/then that:<\/p>\n
\nIf the page has crossed a threshold a certain ratio of images to text, then it is a poor user experience.<\/li>\n If a significant portion of searchers do not engage with anything on the page (links, navigation, interaction points), then the page is not interesting for searchers using that particular query.<\/li>\n If the searchers do not select the page from the results set, then it is not relevant to the query.<\/li>\n If the searcher returns to the search engine results to select another result or refine the search, then the content was not relevant and not a good user experience.<\/li>\n<\/ul>\nComplementing the decisions trees could be any one of a number of page layout algorithms that determine the number and placement of images on a page in relation to the amount of content in relation to a searcher’s focus of attention.<\/p>\n
Following on the heels of Panda are the Penguin algorithms. These algorithms are specifically targeted at detecting and removing web spam. They use Google’s vast data resources to evaluate the quality of links pointing to a site, measure the rate of link acquisition, the link source relationship to the page subject, shared domain ownership of the linking sites, and relationships between the linking sites.<\/p>\n
Once a site passes an established threshold, another algorithm likely flags the site for additional review by a human evaluator or automatically re-ranks the page so that it drops in search results.<\/p>\n
Let’s stop, guess, and go with what we know<\/h3>\n As with the formula for Coca-Cola or the recipe for Colonel Sanders’ Kentucky Fried Chicken, specifics on what Google uses to decide who gets where in the search results set are a closely guarded secret. Instead of speculating on what we might know, let’s focus on what we do know:<\/p>\n
\nIn order to rank for a term, that term must be present in the document. Sometimes, a contextual or semantic match for a term will get you into the SERP swimsuit competition for placement. Don’t count on that though.<\/li>\n Being picky and realistic about what you want to rank for is the best start.<\/li>\n Text on the page drives inclusion in the results for a searcher’s query. Be about some<\/em> thing instead of many things.<\/li>\nQuality content is focused, fresh and engaging.<\/li>\n Custom titles that describe the page using contextually relevant keywords are THE low hanging fruit. Pick it for your most important pages.<\/li>\n Compelling description text in search results will draw clicks. Meeting the searcher’s expectations with rich content will keep them on the page.<\/li>\n Pictures, images, and ads are most effective when used in moderation.<\/li>\n Links are important, but only the right kind. For Google, the “right” kinds are links from pages about the same subject and place high in contextually-related searches.<\/li>\n<\/ul>\nAre there any major algorithms we missed? Let us know in the comments.<\/p>\n<\/body><\/html>\n","protected":false},"excerpt":{"rendered":"
When I meet with clients or present at conferences, I am always asked: “How do I rank high on Google for (insert keyword-phrase-du-jour)?” I give the standard answer: “Only the search engineers and Google can tell you and they aren’t talking.” Inevitably, the questioner looks dejected, mutters a slur on my credentials, and walks away. […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","footnotes":""},"categories":[10],"tags":[45,41,125,11],"coauthors":[],"acf":[],"yoast_head":"\n
3 Google Algorithms We Know About & 200 We Don\u2019t - Portent<\/title>\n \n \n \n \n \n \n \n \n \n \n \n\t \n\t \n\t \n \n \n \n \n \n\t \n\t \n\t \n","yoast_head_json":{"title":"3 Google Algorithms We Know About & 200 We Don\u2019t - Portent","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.eigene-homepage-erstellen.net\/blog\/seo\/3-google-algorithms-we-know-about-200-we-dont.htm","og_locale":"en_US","og_type":"article","og_title":"3 Google Algorithms We Know About & 200 We Don\u2019t - Portent","og_description":"When I meet with clients or present at conferences, I am always asked: “How do I rank high on Google for (insert keyword-phrase-du-jour)?” I give the standard answer: “Only the search engineers and Google can tell you and they aren’t talking.” Inevitably, the questioner looks dejected, mutters a slur on my credentials, and walks away. 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