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  • Issues in Convergence of Sequential minimal optimization for SVM

    - by Amol Joshi
    I have been working on Support Vector Machine for about 2 months now. I have coded SVM myself and for the optimization problem of SVM, I have used Sequential Minimal Optimization(SMO) by Mr. John Platt. Right now I am in the phase where I am going to grid search to find optimal C value for my dataset. ( Please find details of my project application and dataset details here http://stackoverflow.com/questions/2284059/svm-classification-minimum-number-of-input-sets-for-each-class) I have successfully checked my custom implemented SVM`s accuracy for C values ranging from 2^0 to 2^6. But now I am having some issues regarding the convergence of the SMO for C 128. Like I have tried to find the alpha values for C=128 and it is taking long time before it actually converges and successfully gives alpha values. Time taken for the SMO to converge is about 5 hours for C=100. This huge I think ( because SMO is supposed to be fast. ) though I`m getting good accuracy? I am screwed right not because I can not test the accuracy for higher values of C. I am actually displaying number of alphas changed in every pass of SMO and getting 10, 13, 8... alphas changing continuously. The KKT conditions assures convergence so what is so weird happening here? Please note that my implementation is working fine for C<=100 with good accuracy though the execution time is long. Please give me inputs on this issue. Thank You and Cheers.

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  • Am I understanding premature optimization correctly?

    - by Ed Mazur
    I've been struggling with an application I'm writing and I think I'm beginning to see that my problem is premature optimization. The perfectionist side of me wants to make everything optimal and perfect the first time through, but I'm finding this is complicating the design quite a bit. Instead of writing small, testable functions that do one simple thing well, I'm leaning towards cramming in as much functionality as possible in order to be more efficient. For example, I'm avoiding multiple trips to the database for the same piece of information at the cost of my code becoming more complex. One part of me wants to just not worry about redundant database calls. It would make it easier to write correct code and the amount of data being fetched is small anyway. The other part of me feels very dirty and unclean doing this. :-) I'm leaning towards just going to the database multiple times, which I think is the right move here. It's more important that I finish the project and I feel like I'm getting hung up because of optimizations like this. My question is: is this the right strategy to be using when avoiding premature optimization?

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  • ASP.NET Web Optimization - confusion about loading order

    - by Ciel
    Using the ASP.NET Web Optimization Framework, I am attempting to load some javascript files up. It works fine, except I am running into a peculiar situation with either the loading order, the loading speed, or its execution. I cannot figure out which. Basically, I am using ace code editor for javascript, and I also want to include its autocompletion package. This requires two files. /ace.js /ext-language_tools.js This isn't an issue, if I load both of these files the normal way (with <script> tags) it works fine. But when I try to use the web optimization bundles, it seems as if something goes wrong. Trying this out... bundles.Add(new ScriptBundle("~/bundles/js") { .Include("~/js/ace.js") .Include("~/js/ext-language_tools.js") }); and then in the view .. @Scripts.Render("~/bundles/js") I get the error ace is not defined This means that the ace.js file hasn't run, or hasn't loaded. Because if I break it apart into two bundles, it starts working. bundles.Add(new ScriptBundle("~/bundles/js") { .Include("~/js/ace.js") }); bundles.Add(new ScriptBundle("~/bundles/js/language_tools") { .Include("~/js/ext-language_tools.js") }); Can anyone explain why this would behave in this fashion?

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  • Memory optimization while downloading

    - by lboregard
    hello all i have the following piece of code, that im looking forward to optimize, since i'm consuming gobs of memory this routine is heavily used first optimization would be to move the stringbuilder construction out of the download routine and make it a field of the class, then i would clear it inside the routine can you please suggest any other optimization or point me in the direction of some resources that could help me with this (web articles, books, etc). i'm thinking about replacing the stringbuilder by a fixed (much larger) size buffer ... or perhaps create a larger sized stringbuilder thanks in advance. StreamWriter _writer; StreamReader _reader; public string Download(string msgId) { _writer.WriteLine("BODY <" + msgId + ">"); string response = _reader.ReadLine(); if (!response.StartsWith("222")) return null; bool done = false; StringBuilder body = new StringBuilder(256* 1024); do { response = _reader.ReadLine(); if (OnProgress != null) OnProgress(response.Length); if (response == ".") { done = true; } else { if (response.StartsWith("..")) response = response.Remove(0, 1); body.Append(response); body.Append("\r\n"); } } while (!done); return body.ToString(); }

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  • optimization math computation (multiplication and summing)

    - by wiso
    Suppose you want to compute the sum of the square of the differences of items: $\sum_{i=1}^{N-1} (x_i - x_{i+1})^2$, the simplest code (the input is std::vector<double> xs, the ouput sum2) is: double sum2 = 0.; double prev = xs[0]; for (vector::const_iterator i = xs.begin() + 1; i != xs.end(); ++i) { sum2 += (prev - (*i)) * (prev - (*i)); // only 1 - with compiler optimization prev = (*i); } I hope that the compiler do the optimization in the comment above. If N is the length of xs you have N-1 multiplications and 2N-3 sums (sums means + or -). Now suppose you know this variable: sum = $x_1^2 + x_N^2 + 2 sum_{i=2}^{N-1} x_i^2$ Expanding the binomial square: $sum_i^{N-1} (x_i-x_{i+1})^2 = sum - 2\sum_{i=1}^{N-1} x_i x_{i+1}$ so the code becomes: double sum2 = 0.; double prev = xs[0]; for (vector::const_iterator i = xs.begin() + 1; i != xs.end(); ++i) { sum2 += (*i) * prev; prev = (*i); } sum2 = -sum2 * 2. + sum; Here I have N multiplications and N-1 additions. In my case N is about 100. Well, compiling with g++ -O2 I got no speed up (I try calling the inlined function 2M times), why?

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  • Search Engine Optimization Tutorial

    A search engine optimization tutorial is nothing but a manual that educates you on how to go about the processes of search engine optimization. Though it sounds complicated, search engine optimization is not so difficult to carry out and with proper training you can do it too.

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  • 10 SEO Optimization Tips You Would Pay Money to Know

    "SEO", also known as search engine optimization is one of the many ways to build traffic to your website. While many internet marketers believe the best way to build massive traffic is to focus your efforts on one type of traffic generation method, whether PPC, SEO Optimization or viral traffic, it is always good to tap into other sources of traffic. This article will give you 10 SEO optimization tips that you can start implementing in your websites or blogs immediately.

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  • Search Engine Optimization Techniques - Just Try and See

    Using these outstanding search engine optimization techniques will really get you the high search engine ranking you want so bad. I would like to introduce you to the hottest search engine optimization tools that are available for the optimization of your online business. It is not important if is expensive, or cheap, or even if is free, and by the way all of them are FREE; is the fact that it is really effective and that has to be correctly used what matter most.

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  • Search Engine Optimization - The Best Way to Market Your Online Based Business

    There are many things to consider, when you start your own online marketing campaign via search engine optimization services. If you're an entrepreneur, you won't have time for all this, meaning you would need to hire someone to do all the work related to the optimization and the functioning of the website. The lucky fact is that most of the companies, which offer search engine optimization (SEO) services, also provide web design, content writing, web development, social bookmarking, and other related services.

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  • Google Optimization - Your Key For Online Success

    The online market is a highly attractive and lucrative one, in case you need to succeed on the internet there are a lot of different avenues however the one that stands way above all other options is Google. Website business owners can make the most of their online ventures with Google Optimization. A form of SEO or search engine optimization that primarily concentrates on the world's most popular search engine, Google optimization can offer a lot of benefits to your business.

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  • Search Engine Optimization Strategies 101

    I have learned over the last ten years of internet experience that Search Engine Optimization (SEO) can be an elusive and often overcharged service by "SEO experts." So in this article I will lay out in a simple, step by step fashion how to do search engine optimization that will get your website noticed in the search engine general results. Here are some fundamental search engine optimization strategies to get you started.

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  • The Benefits of Using Ongoing Search Engine Optimization Services

    Many new clients of search engine optimization companies are unsure if they should opt for one-time search engine optimization services or ongoing services. One-time SEO services are appropriate for new websites for several reasons. Once you do the initial optimization of a new website, you have to wait a while in order to receive data that will help you determine the direction in which you need to optimize the site. A period of six months or so will give you enough data to determine what will and won't work for the site.

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  • SEO Optimization Services - Finding the Best Guide

    What should you look for in a company that offers SEO optimization services? It is an all-important question that you need to answer when choosing a service provider for all your SEO optimization requirements. As you read on, you will find out three key qualities that you need to look for when choosing an SEO optimization service that is a perfect fit for you.

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  • The 7 Pillars of Search Engine Optimization and Marketing

    Search engine optimization (SEO) is all about bringing your website to the 1st page of every major search engine. However, the ultimate goals of SEO services are to increase targeted traffic to your website, improve convergence and increase sales. A successful search engine optimization strategy must involve all possible elements which fit a specific website. It must include the 7 pillars of search engine optimization.

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  • The Backbone of SEO - On Page Optimization

    Do you want to know my dears the backbone of SEO? Well this is called as On Page Optimization which includes a variety of factors such as Meta tags optimization, key word density, image optimization, site navigation, and sitemaps. Today it has made its worth renowned due to its dynamic and versatile nature over the World Wide Web.

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  • SEO - Off-Page Optimization in Detail

    You would think that after you lock in your on-page optimization efforts, that you were half done, right? Wrong, although on-page optimization is one of only two categories, off-page optimization takes times, patience, and not to mention, it's never ending.

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  • SEO - On-Page Optimization in Detail

    As I've mentioned in a previous article, SEO can be broken down into two categories, on-page optimization and off-page optimization. In this article however, I'm only going to focus on on-page optimization.

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  • How to Associate Web Design With Search Engine Optimization

    Permanent one way link building is an important means of search engine optimization as the basic idea behind optimization is to establish link popularity. Meta tag optimization has also given adequate boost to many companies although this technique cannot be adopted by novices and requires the guidance of an established SEO firm. SEO is a huge business and one of the most offered service packages on the World Wide Web.

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  • Search Engine Optimization - 3 Tips For Building Quality Backlinks

    When most people think of Search Engine Optimization (SEO), they usually concentrate solely on keyword optimization. While keyword optimization is very important, it is not the only thing that will make your website or blog search engine friendly. There are other factors that can greatly determine the effectiveness of your site. One of those factors that we'll be discussing today is inbound links, otherwise known as back links.

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  • Search Optimization Company - The Great Visibility Over Internet

    A professional search optimization company helps businesses to benefit in huge with their research, planning and marketing services. Irrespective of the business size, these companies are the great help for the websites in offering them excellent online visibility. The website optimization experts at the search optimization company deliver a number of striking and innovative solutions for the businesses.

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  • The Lasting Future of Search Engine Optimization

    The search engine optimization has surely a long lasting future these days. The worth of organic SEO has been increased due to its exclusive techniques involving On Page Optimization and Off Page Optimization. That is why you could find most of the lucrative SEO jobs on the internet nowadays.

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