{"id":23552,"date":"2013-05-14T10:50:24","date_gmt":"2013-05-14T05:20:24","guid":{"rendered":"http:\/\/vskills.in\/certification\/tutorial\/?p=23552"},"modified":"2024-04-12T14:17:19","modified_gmt":"2024-04-12T08:47:19","slug":"techniques-used-neural-network-statistics-fuzzy-logic-genetic-algorithms","status":"publish","type":"page","link":"https:\/\/www.vskills.in\/certification\/tutorial\/techniques-used-neural-network-statistics-fuzzy-logic-genetic-algorithms\/","title":{"rendered":"Business Intelligence Tutorial | Techniques used"},"content":{"rendered":"\n<p><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/certified-business-intelligence-professional\/\" target=\"_blank\" rel=\"noreferrer noopener\">Go back to Tutorial<\/a><\/p>\n\n\n<div class=\"apply\">\n<pre><a href=\"https:\/\/www.vskills.in\/practice\/business-intelligence\" target=\"_blank\" rel=\"noopener\"><strong>Free Business Intelligence Practice Tests - Data Analytics Test<\/strong><\/a><\/pre>\n<h1>Techniques used<\/h1>\n<\/div>\n<p>Till now we had discussed what \u201cData Analytics\u201d is and what the types of \u201cData Analytics\u201d are. But now let\u2019s understand the techniques used for \u201cData Analytics\u201d. The most commonly and widely used technique for \u201cData analytics\u201d is \u201cStatistical Methods\u201d. The other methods which also contribute in \u201cData Analytics\u201d methods are\u00a0Neural Network, Statistics &amp; Fuzzy Logic, &amp; \u201cGenetic Algorithm\u201d. Let\u2019s discuss Neural Network, Statistics &amp; Fuzzy Logic one by one.<\/p>\n<p><strong>Neural Network<\/strong><\/p>\n<p>Neural Network is one of widely used technology for the analysis of data. A neural network works similar to the human brain which is composed of neurons. Its name is derived from the same concept. Basically a neural network is based on small chunks known as neurons, which combine together to form the complete neural network. The logic of neural network is defined through these neurons. Some neurons are only composed of weights to form a simple neural network while some are composed of complex calculations to form neural network. The outcome of neural network is decided by these weights or calculations.<\/p>\n<p>For example, a neural network might be used for handwriting recognition, or for voice recognition. Sometime neural network recognition techniques used only partial match method which might be impossible with algorithms. The inspiration behind for neural network is human brain.<\/p>\n<p><a ref=\"magnificPopup\" href=\"https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2013\/05\/1-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-59124 size-full\" title=\"neural networks\" src=\"https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2013\/05\/1-1.png\" alt=\"Neural Network, Statistics &amp; Fuzzy Logic\" width=\"636\" height=\"341\" srcset=\"https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2013\/05\/1-1.png 636w, https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2013\/05\/1-1-300x161.png 300w\" sizes=\"auto, (max-width: 636px) 100vw, 636px\" \/><\/a> <a ref=\"magnificPopup\" href=\"https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2013\/05\/2-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-59125 size-full\" title=\"neural networks\" src=\"https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2013\/05\/2-1.png\" alt=\"Neural Network, Statistics &amp; Fuzzy Logic\" width=\"667\" height=\"386\" srcset=\"https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2013\/05\/2-1.png 667w, https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2013\/05\/2-1-300x174.png 300w\" sizes=\"auto, (max-width: 667px) 100vw, 667px\" \/><\/a><\/p>\n<p class=\"VSKILLbodytext\" style=\"line-height: 150%;\"><span lang=\"EN-US\">As from the figure it is clear that, a human body neuron takes several inputs from brain, combine them together and transfer that message to different body part. Similarly a neural network takes several inputs, calculates their weights, combine them together again perform summation operation with new weights and finally comes out with an output. <\/span><\/p>\n<p><strong>Statistics<\/strong><\/p>\n<p>As the name suggest, the Statistical Methods has to do something with statistic. In actual it deals with the meaningful quantities of events, objects, persons etc. This method is very popular with \u201csocial science data analysts\u201d.\u00a0 The statistical method de-synthesizes data, information or any factual object or element to answer the research query. It\u2019s approach it to use a systematic process to answer the research query. The statistical method has two main approaches<\/p>\n<ul>\n<li>Descriptive statistics, and<\/li>\n<li>Inferential statistics<\/li>\n<\/ul>\n<p>Descriptive Statistics<\/p>\n<p>In this approach, we make a referral master data. Using this master data we may compare, examine or explain the abstraction of phenomena\u2019s. For example if X then Output will be Y. Whenever a problem is descriptive in nature we refer to Descriptive Statistics.<\/p>\n<p>Inferential Statistics<\/p>\n<p>In this approach, we use master data to conclude the abstraction of phenomena of some popular parameters. For example: Y = F(x). Whenever a problem attempt to infer, influence, predict, cause-effect or include relationship we may use Inferential Statistics.<\/p>\n<p><strong>Fuzzy Logic<\/strong><\/p>\n<p>Fuzzy Logic is similar to probabilistic logic. It is based on approximation method. Fuzzy logic is the extension of partial truth method. In binary set, it can have only two possible values, i.e. 0 or 1 or in simple word true or false. But in fuzzy logic, variables may have value range in between 0 to 1 in degree. This means the fuzzy logic variable range from complete truth to complete false.<\/p>\n<p>Mathematically both probabilistic logic and fuzzy logic are same, but conceptually fuzzy logic define the \u201cdegree of truth\u201d where as the probabilistic logic define the \u201cprobability of occurrence\u201d.<\/p>\n<p>The fuzzy logic usually implements the \u201cIF-THEN\u201d rules. The Fuzzy Logic rules say \u201cIF variable IS property THEN action\u201d. There is no \u201cELSE\u201d rule in fuzzy logic.<\/p>\n<p>For example: \u201cIF water IS overflowing THEN switch off water tap\u201d.<\/p>\n<div class=\"apply\">\n<h3>\u00a0<\/h3>\n<div class=\"apply\">\n<h3><a href=\"http:\/\/www.vskills.in\/certification\/Certified-Business-Intelligence-Professional\" target=\"_blank\" rel=\"noopener\">Apply for Govt Certified Business Intelligence Certification Now!!<\/a><\/h3>\n<\/div>\n<\/div>\n\n\n<p><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/certified-business-intelligence-professional\/\" target=\"_blank\" rel=\"noreferrer noopener\">Go back to Tutorial<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Go back to Tutorial Free Business Intelligence Practice Tests &#8211; Data Analytics Test Techniques used Till now we had discussed what \u201cData Analytics\u201d is and what the types of \u201cData Analytics\u201d are. But now let\u2019s understand the techniques used for \u201cData Analytics\u201d. The most commonly and widely used technique for \u201cData analytics\u201d is \u201cStatistical Methods\u201d&#8230;.<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"categories":[3354],"tags":[],"class_list":["post-23552","page","type-page","status-publish","hentry","category-business-intelligence"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Business Intelligence Tutorial | Neural Network, Statistics &amp; Fuzzy Logic<\/title>\n<meta name=\"description\" content=\"The most commonly and widely used technique for \u201cData analytics\u201d is \u201cStatistical Methods\u201d &amp; other methods like Neural Network, Statistics &amp; Fuzzy Logic...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" 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